@inproceedings{abul2008never,
  title     = {Never Walk Alone: Uncertainty for Anonymity in Moving Objects Databases.},
  author    = {Abul, Osman and Bonchi, Francesco and Nanni, Mirco and others},
  booktitle = {ICDE},
  volume    = {8},
  pages     = {376--385},
  year      = {2008}
}

@article{acharya2019context,
  title   = {Context-Aware Local Differential Privacy},
  author  = {Acharya, Jayadev and Bonawitz, Keith and Kairouz, Peter and Ramage, Daniel and Sun, Ziteng},
  journal = {arXiv preprint arXiv:1911.00038},
  year    = {2019}
}

@online{acxiom,
  title = {Acxiom},
  note  = {\url{https://acxiom.com}.
           Accessed on November 11, 2020}
}

@book{adler2010geometry,
  title     = {The geometry of random fields},
  author    = {Adler, Robert J},
  year      = {2010},
  publisher = {SIAM}
}

@misc{ahmed2017mobile,
  title     = {Mobile edge computing: opportunities, solutions, and challenges},
  author    = {Ahmed, Ejaz and Rehmani, Mubashir Husain},
  year      = {2017},
  publisher = {Elsevier}
}

@article{al2018adaptive,
  title     = {An adaptive geo-indistinguishability mechanism for continuous LBS queries},
  author    = {Al-Dhubhani, Raed and Cazalas, Jonathan M},
  journal   = {Wireless Networks},
  volume    = {24},
  number    = {8},
  pages     = {3221--3239},
  year      = {2018},
  publisher = {Springer}
}

@book{allan2013probability,
  title     = {Probability: a graduate course},
  author    = {Allan Gut},
  volume    = {75},
  year      = {2013},
  publisher = {Springer Science \& Business Media}
}

@inproceedings{andres2013geo,
  title        = {Geo-indistinguishability: Differential privacy for location-based systems},
  author       = {Andr{\'e}s, Miguel E and Bordenabe, Nicol{\'a}s E and Chatzikokolakis, Konstantinos and Palamidessi, Catuscia},
  booktitle    = {Proceedings of the 2013 ACM SIGSAC conference on Computer \& communications security},
  pages        = {901--914},
  year         = {2013},
  organization = {ACM}
}

@article{anselin1995local,
  title     = {Local indicators of spatial association—LISA},
  author    = {Anselin, Luc},
  journal   = {Geographical analysis},
  volume    = {27},
  number    = {2},
  pages     = {93--115},
  year      = {1995},
  publisher = {Wiley Online Library}
}

@book{applebaum2009levy,
  title     = {L{\'e}vy processes and stochastic calculus},
  author    = {Applebaum, David},
  year      = {2009},
  publisher = {Cambridge university press}
}

@article{ardagna2007location,
  title     = {Location privacy protection through obfuscation-based techniques},
  author    = {Ardagna, Claudio and Cremonini, Marco and Damiani, Ernesto and De Capitani di Vimercati, S and Samarati, Pierangela},
  journal   = {Data and Applications Security XXI},
  pages     = {47--60},
  year      = {2007},
  publisher = {Springer}
}

@inproceedings{babcock2002sampling,
  title        = {Sampling from a moving window over streaming data},
  author       = {Babcock, Brian and Datar, Mayur and Motwani, Rajeev},
  booktitle    = {Proceedings of the thirteenth annual ACM-SIAM symposium on Discrete algorithms},
  pages        = {633--634},
  year         = {2002},
  organization = {Society for Industrial and Applied Mathematics}
}

@article{baum1966statistical,
  title     = {Statistical inference for probabilistic functions of finite state Markov chains},
  author    = {Baum, Leonard E and Petrie, Ted},
  journal   = {The annals of mathematical statistics},
  volume    = {37},
  number    = {6},
  pages     = {1554--1563},
  year      = {1966},
  publisher = {JSTOR}
}

@inproceedings{bayardo2005data,
  title        = {Data privacy through optimal k-anonymization},
  author       = {Bayardo, Roberto J and Agrawal, Rakesh},
  booktitle    = {Data Engineering, 2005. ICDE 2005. Proceedings. 21st International Conference on},
  pages        = {217--228},
  year         = {2005},
  organization = {IEEE}
}

@inproceedings{benaloh2009patient,
  title        = {Patient controlled encryption: ensuring privacy of electronic medical records},
  author       = {Benaloh, Josh and Chase, Melissa and Horvitz, Eric and Lauter, Kristin},
  booktitle    = {Proceedings of the 2009 ACM workshop on Cloud computing security},
  pages        = {103--114},
  year         = {2009},
  organization = {ACM}
}

@article{beresford2003location,
  title     = {Location privacy in pervasive computing},
  author    = {Beresford, Alastair R and Stajano, Frank},
  journal   = {IEEE Pervasive computing},
  volume    = {2},
  number    = {1},
  pages     = {46--55},
  year      = {2003},
  publisher = {IEEE}
}

@article{birant2007st,
  title     = {ST-DBSCAN: An algorithm for clustering spatial--temporal data},
  author    = {Birant, Derya and Kut, Alp},
  journal   = {Data \& knowledge engineering},
  volume    = {60},
  number    = {1},
  pages     = {208--221},
  year      = {2007},
  publisher = {Elsevier}
}

@inproceedings{bittau2017prochlo,
  title        = {Prochlo: Strong privacy for analytics in the crowd},
  author       = {Bittau, Andrea and Erlingsson, {\'U}lfar and Maniatis, Petros and Mironov, Ilya and Raghunathan, Ananth and Lie, David and Rudominer, Mitch and Kode, Ushasree and Tinnes, Julien and Seefeld, Bernhard},
  booktitle    = {Proceedings of the 26th Symposium on Operating Systems Principles},
  pages        = {441--459},
  year         = {2017},
  organization = {ACM}
}

@inproceedings{blocki2013differentially,
  title        = {Differentially private data analysis of social networks via restricted sensitivity},
  author       = {Blocki, Jeremiah and Blum, Avrim and Datta, Anupam and Sheffet, Or},
  booktitle    = {Proceedings of the 4th conference on Innovations in Theoretical Computer Science},
  pages        = {87--96},
  year         = {2013},
  organization = {ACM}
}

@article{bloom1970space,
  title     = {Space/time trade-offs in hash coding with allowable errors},
  author    = {Bloom, Burton H},
  journal   = {Communications of the ACM},
  volume    = {13},
  number    = {7},
  pages     = {422--426},
  year      = {1970},
  publisher = {ACM}
}

@inproceedings{bolot2013private,
  title        = {Private decayed predicate sums on streams},
  author       = {Bolot, Jean and Fawaz, Nadia and Muthukrishnan, S and Nikolov, Aleksandar and Taft, Nina},
  booktitle    = {Proceedings of the 16th International Conference on Database Theory},
  pages        = {284--295},
  year         = {2013},
  organization = {ACM}
}

@inproceedings{braverman2009optimal,
  title     = {Optimal sampling from sliding windows},
  author    = {Braverman, Vladimir and Ostrovsky, Rafail and Zaniolo, Carlo},
  booktitle = {Proceedings of the twenty-eighth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems},
  pages     = {147--156},
  year      = {2009}
}

@inproceedings{cao2013efficient,
  title     = {Efficient and accurate strategies for differentially-private sliding window queries},
  author    = {Cao, Jianneng and Xiao, Qian and Ghinita, Gabriel and Li, Ninghui and Bertino, Elisa and Tan, Kian-Lee},
  booktitle = {Proceedings of the 16th International Conference on Extending Database Technology},
  pages     = {191--202},
  year      = {2013}
}

@article{cao2014privacy,
  title     = {Privacy-preserving multi-keyword ranked search over encrypted cloud data},
  author    = {Cao, Ning and Wang, Cong and Li, Ming and Ren, Kui and Lou, Wenjing},
  journal   = {IEEE Transactions on parallel and distributed systems},
  volume    = {25},
  number    = {1},
  pages     = {222--233},
  year      = {2014},
  publisher = {IEEE}
}

@inproceedings{cao2015differentially,
  title        = {Differentially private real-time data release over infinite trajectory streams},
  author       = {Cao, Yang and Yoshikawa, Masatoshi},
  booktitle    = {Mobile Data Management (MDM), 2015 16th IEEE International Conference on},
  volume       = {2},
  pages        = {68--73},
  year         = {2015},
  organization = {IEEE}
}

@inproceedings{cao2017quantifying,
  title        = {Quantifying differential privacy under temporal correlations},
  author       = {Cao, Yang and Yoshikawa, Masatoshi and Xiao, Yonghui and Xiong, Li},
  booktitle    = {Data Engineering (ICDE), 2017 IEEE 33rd International Conference on},
  pages        = {821--832},
  year         = {2017},
  organization = {IEEE}
}

@article{cao2018quantifying,
  title     = {Quantifying differential privacy in continuous data release under temporal correlations},
  author    = {Cao, Yang and Yoshikawa, Masatoshi and Xiao, Yonghui and Xiong, Li},
  journal   = {IEEE Transactions on Knowledge and Data Engineering},
  volume    = {31},
  number    = {7},
  pages     = {1281--1295},
  year      = {2018},
  publisher = {IEEE}
}

@inproceedings{chakraborty2014ipshield,
  title     = {ipShield: a framework for enforcing context-aware privacy},
  author    = {Chakraborty, Supriyo and Shen, Chenguang and Raghavan, Kasturi Rangan and Shoukry, Yasser and Millar, Matt and Srivastava, Mani},
  booktitle = {11th $\{$USENIX$\}$ Symposium on Networked Systems Design and Implementation ($\{$NSDI$\}$ 14)},
  pages     = {143--156},
  year      = {2014}
}

@misc{chambers2016personal,
  title        = {Personal Data: The New ``Oil'' of The Digital Economy},
  author       = {\c{T}uca Zb\^{a}rcea \& Asocia\c{t}ii},
  year         = {2016},
  publisher    = {Chambers and Partners},
  howpublished = {\url{https://chambersandpartners.com/article/713/personal-data-the-new-oil-of-the-digital-economy}},
  note         = {Accessed on December 1, 2019}
}

@article{chan2011private,
  title     = {Private and continual release of statistics},
  author    = {Chan, T-H Hubert and Shi, Elaine and Song, Dawn},
  journal   = {ACM Transactions on Information and System Security (TISSEC)},
  volume    = {14},
  number    = {3},
  pages     = {26},
  year      = {2011},
  publisher = {ACM}
}

@article{chan201397,
  title     = {97.49 on markov chains},
  author    = {Chan, KC and Lenard, CT and Mills, TM},
  journal   = {The Mathematical Gazette},
  volume    = {97},
  number    = {540},
  pages     = {515--520},
  year      = {2013},
  publisher = {Cambridge University Press}
}

@misc{channelfour2018data,
  title        = {Data, Democracy and Dirty Tricks},
  author       = {Channel 4 News Investigations Team},
  publisher    = {Channel 4},
  year         = {2018},
  howpublished = {\url{https://channel4.com/news/data-democracy-and-dirty-tricks-cambridge-analytica-uncovered-investigation-expose}},
  note         = {Accessed on December 1, 2019}
}

@inproceedings{chatzikokolakis2015geo,
  title        = {Geo-indistinguishability: A principled approach to location privacy},
  author       = {Chatzikokolakis, Konstantinos and Palamidessi, Catuscia and Stronati, Marco},
  booktitle    = {International Conference on Distributed Computing and Internet Technology},
  pages        = {49--72},
  year         = {2015},
  organization = {Springer}
}

@article{chatzikokolakis2017methods,
  title     = {Methods for Location Privacy: A comparative overview},
  author    = {Chatzikokolakis, Kostantinos and ElSalamouny, Ehab and Palamidessi, Catuscia and Anna, Pazii and others},
  journal   = {Foundations and Trends{\textregistered} in Privacy and Security},
  volume    = {1},
  number    = {4},
  pages     = {199--257},
  year      = {2017},
  publisher = {Now Publishers, Inc.}
}

@article{chen2011differentially,
  title   = {Differentially private trajectory data publication},
  author  = {Chen, Rui and Fung, Benjamin and Desai, Bipin C},
  journal = {arXiv preprint arXiv:1112.2020},
  year    = {2011}
}

@inproceedings{chen2012differentially,
  title        = {Differentially private sequential data publication via variable-length n-grams},
  author       = {Chen, Rui and Acs, Gergely and Castelluccia, Claude},
  booktitle    = {Proceedings of the 2012 ACM conference on Computer and communications security},
  pages        = {638--649},
  year         = {2012},
  organization = {ACM}
}

@article{chen2014correlated,
  title     = {Correlated network data publication via differential privacy},
  author    = {Chen, Rui and Fung, Benjamin C and Yu, Philip S and Desai, Bipin C},
  journal   = {The VLDB Journal-The International Journal on Very Large Data Bases},
  volume    = {23},
  number    = {4},
  pages     = {653--676},
  year      = {2014},
  publisher = {Springer-Verlag New York, Inc.}
}

@inproceedings{chen2017pegasus,
  title        = {PeGaSus: Data-Adaptive Differentially Private Stream Processing},
  author       = {Chen, Yan and Machanavajjhala, Ashwin and Hay, Michael and Miklau, Gerome},
  booktitle    = {Proceedings of the 2017 ACM SIGSAC Conference on Computer and Communications Security},
  pages        = {1375--1388},
  year         = {2017},
  organization = {ACM}
}

@article{chow2011trajectory,
  title     = {Trajectory privacy in location-based services and data publication},
  author    = {Chow, Chi-Yin and Mokbel, Mohamed F},
  journal   = {ACM Sigkdd Explorations Newsletter},
  volume    = {13},
  number    = {1},
  pages     = {19--29},
  year      = {2011},
  publisher = {ACM}
}

@article{christin2011survey,
  title     = {A survey on privacy in mobile participatory sensing applications},
  author    = {Christin, Delphine and Reinhardt, Andreas and Kanhere, Salil S and Hollick, Matthias},
  journal   = {Journal of systems and software},
  volume    = {84},
  number    = {11},
  pages     = {1928--1946},
  year      = {2011},
  publisher = {Elsevier}
}

@inproceedings{cormode2003finding,
  title        = {Finding hierarchical heavy hitters in data streams},
  author       = {Cormode, Graham and Korn, Flip and Muthukrishnan, Shanmugavelayutham and Srivastava, Divesh},
  booktitle    = {Proceedings 2003 VLDB Conference},
  pages        = {464--475},
  year         = {2003},
  organization = {Elsevier}
}

@article{cortes2001signature,
  title     = {Signature-based methods for data streams},
  author    = {Cortes, Corinna and Pregibon, Daryl},
  journal   = {Data Mining and Knowledge Discovery},
  volume    = {5},
  number    = {3},
  pages     = {167--182},
  year      = {2001},
  publisher = {Springer}
}

@article{croxton1939applied,
  title     = {Applied general statistics},
  author    = {Croxton, Frederick E and Cowden, Dudley J},
  year      = {1939},
  publisher = {Prentice-Hall, Inc}
}

@book{daley2007introduction,
  title     = {An introduction to the theory of point processes: volume II: general theory and structure},
  author    = {Daley, Daryl J and Vere-Jones, David},
  year      = {2007},
  publisher = {Springer Science \& Business Media}
}

@article{datar2002maintaining,
  title     = {Maintaining stream statistics over sliding windows},
  author    = {Datar, Mayur and Gionis, Aristides and Indyk, Piotr and Motwani, Rajeev},
  journal   = {SIAM journal on computing},
  volume    = {31},
  number    = {6},
  pages     = {1794--1813},
  year      = {2002},
  publisher = {SIAM}
}

@article{de2013unique,
  title     = {Unique in the crowd: The privacy bounds of human mobility},
  author    = {De Montjoye, Yves-Alexandre and Hidalgo, C{\'e}sar A and Verleysen, Michel and Blondel, Vincent D},
  journal   = {Scientific reports},
  volume    = {3},
  pages     = {1376},
  year      = {2013},
  publisher = {Nature Publishing Group}
}

@article{desfontaines2020sok,
  title     = {Sok: Differential privacies},
  author    = {Desfontaines, Damien and Pej{\'o}, Bal{\'a}zs},
  journal   = {Proceedings on Privacy Enhancing Technologies},
  volume    = {2020},
  number    = {2},
  pages     = {288--313},
  year      = {2020},
  publisher = {Sciendo}
}

@article{douglas1973algorithms,
  title     = {Algorithms for the reduction of the number of points required to represent a digitized line or its caricature},
  author    = {Douglas, David H and Peucker, Thomas K},
  journal   = {Cartographica: the international journal for geographic information and geovisualization},
  volume    = {10},
  number    = {2},
  pages     = {112--122},
  year      = {1973},
  publisher = {University of Toronto Press}
}

@inproceedings{duchi2013local,
  title        = {Local privacy and statistical minimax rates},
  author       = {Duchi, John C and Jordan, Michael I and Wainwright, Martin J},
  booktitle    = {2013 IEEE 54th Annual Symposium on Foundations of Computer Science},
  pages        = {429--438},
  year         = {2013},
  organization = {IEEE}
}

@inproceedings{durr2011position,
  title        = {Position sharing for location privacy in non-trusted systems},
  author       = {D{\"u}rr, Frank and Skvortsov, Pavel and Rothermel, Kurt},
  booktitle    = {Pervasive Computing and Communications (PerCom), 2011 IEEE International Conference on},
  pages        = {189--196},
  year         = {2011},
  organization = {IEEE}
}

@inproceedings{dwork2006calibrating,
  title        = {Calibrating noise to sensitivity in private data analysis},
  author       = {Dwork, Cynthia and McSherry, Frank and Nissim, Kobbi and Smith, Adam},
  booktitle    = {Theory of cryptography conference},
  pages        = {265--284},
  year         = {2006},
  organization = {Springer}
}

@inproceedings{dwork2008differential,
  title        = {Differential privacy: A survey of results},
  author       = {Dwork, Cynthia},
  booktitle    = {International Conference on Theory and Applications of Models of Computation},
  pages        = {1--19},
  year         = {2008},
  organization = {Springer}
}

@inproceedings{dwork2010differential,
  title        = {Differential privacy under continual observation},
  author       = {Dwork, Cynthia and Naor, Moni and Pitassi, Toniann and Rothblum, Guy N},
  booktitle    = {Proceedings of the forty-second ACM symposium on Theory of computing},
  pages        = {715--724},
  year         = {2010},
  organization = {ACM}
}

@inproceedings{dwork2010pan,
  title     = {Pan-Private Streaming Algorithms.},
  author    = {Dwork, Cynthia and Naor, Moni and Pitassi, Toniann and Rothblum, Guy N and Yekhanin, Sergey},
  booktitle = {ICS},
  pages     = {66--80},
  year      = {2010}
}

@article{dwork2011firm,
  title     = {A firm foundation for private data analysis},
  author    = {Dwork, Cynthia},
  journal   = {Communications of the ACM},
  volume    = {54},
  number    = {1},
  pages     = {86--95},
  year      = {2011},
  publisher = {ACM}
}

@article{dwork2014algorithmic,
  title     = {The algorithmic foundations of differential privacy},
  author    = {Dwork, Cynthia and Roth, Aaron and others},
  journal   = {Foundations and Trends{\textregistered} in Theoretical Computer Science},
  volume    = {9},
  number    = {3--4},
  pages     = {211--407},
  year      = {2014},
  publisher = {Now Publishers, Inc.}
}

@misc{economist2016data,
  title        = {The world's most valuable resource is no longer oil, but data},
  publisher    = {The Economist},
  year         = {2016},
  howpublished = {\url{https://economist.com/leaders/2017/05/06/the-worlds-most-valuable-resource-is-no-longer-oil-but-data}},
  note         = {Accessed on December 1, 2019}
}

@inproceedings{efthymiou2015big,
  title        = {Big data entity resolution: From highly to somehow similar entity descriptions in the Web},
  author       = {Efthymiou, Vasilis and Stefanidis, Kostas and Christophides, Vassilis},
  booktitle    = {2015 IEEE International Conference on Big Data (Big Data)},
  pages        = {401--410},
  year         = {2015},
  organization = {IEEE}
}

@inproceedings{eiter2017spatial,
  title        = {Spatial ontology-mediated query answering over mobility streams},
  author       = {Eiter, Thomas and Parreira, Josiane Xavier and Schneider, Patrik},
  booktitle    = {European Semantic Web Conference},
  pages        = {219--237},
  year         = {2017},
  organization = {Springer}
}

@inproceedings{erdogdu2015privacy,
  title     = {Privacy-utility trade-off under continual observation},
  author    = {Erdogdu, Murat A and Fawaz, Nadia},
  booktitle = {ISIT},
  pages     = {1801--1805},
  year      = {2015}
}

@inproceedings{erlingsson2014rappor,
  title        = {Rappor: Randomized aggregatable privacy-preserving ordinal response},
  author       = {Erlingsson, {\'U}lfar and Pihur, Vasyl and Korolova, Aleksandra},
  booktitle    = {Proceedings of the 2014 ACM SIGSAC conference on computer and communications security},
  pages        = {1054--1067},
  year         = {2014},
  organization = {ACM}
}

@online{experian,
  title = {Experian},
  note  = {\url{https://experian.com}.
           Accessed on November 11, 2020}
}

@online{facebook,
  title = {Facebook},
  note  = {\url{https://facebook.com}.
           Accessed on November 11, 2020}
}

@inproceedings{fan2013differentially,
  title        = {Differentially private multi-dimensional time series release for traffic monitoring},
  author       = {Fan, Liyue and Xiong, Li and Sunderam, Vaidy},
  booktitle    = {IFIP Annual Conference on Data and Applications Security and Privacy},
  pages        = {33--48},
  year         = {2013},
  organization = {Springer}
}

@article{fan2014adaptive,
  title     = {An adaptive approach to real-time aggregate monitoring with differential privacy},
  author    = {Fan, Liyue and Xiong, Li},
  journal   = {IEEE Transactions on Knowledge and Data Engineering},
  volume    = {26},
  number    = {9},
  pages     = {2094--2106},
  year      = {2014},
  publisher = {IEEE}
}

@inproceedings{farokhi2020temporally,
  title        = {Temporally Discounted Differential Privacy for Evolving Datasets on an Infinite Horizon},
  author       = {Farokhi, Farhad},
  booktitle    = {2020 ACM/IEEE 11th International Conference on Cyber-Physical Systems (ICCPS)},
  pages        = {1--8},
  year         = {2020},
  organization = {IEEE}
}

@article{fiore2019privacy,
  title   = {Privacy of trajectory micro-data: a survey},
  author  = {Fiore, Marco and Katsikouli, Panagiota and Zavou, Elli and Cunche, Mathieu and Fessant, Fran{\c{c}}oise and Hello, Dominique Le and Aivodji, Ulrich Matchi and Olivier, Baptiste and Quertier, Tony and Stanica, Razvan},
  journal = {arXiv preprint arXiv:1903.12211},
  year    = {2019}
}

@online{foursquare,
  title = {Foursquare},
  note  = {\url{https://foursquare.com}.
           Accessed on November 11, 2020}
}

@misc{franceschi-bicchierairussell2015redditor,
  title        = {Redditor cracks anonymous data trove to pinpoint Muslim cab drivers},
  author       = {Franceschi-Bicchierai, Lorenzo},
  year         = {2015},
  publisher    = {Mashable},
  howpublished = {\url{https://mashable.com/2015/01/28/redditor-muslim-cab-drivers}},
  note         = {Accessed on July 1, 2020}
}

@book{fuller2009introduction,
  title     = {Introduction to statistical time series},
  author    = {Fuller, Wayne A},
  volume    = {428},
  year      = {2009},
  publisher = {John Wiley \& Sons}
}

@inproceedings{fung2008anonymity,
  title        = {Anonymity for continuous data publishing},
  author       = {Fung, Benjamin and Wang, Ke and Fu, Ada Wai-Chee and Pei, Jian},
  booktitle    = {Proceedings of the 11th international conference on Extending database technology: Advances in database technology},
  pages        = {264--275},
  year         = {2008},
  organization = {ACM}
}

@book{gagniuc2017markov,
  title     = {Markov Chains: From Theory to Implementation and Experimentation},
  author    = {Gagniuc, Paul A},
  year      = {2017},
  publisher = {John Wiley \& Sons}
}

@incollection{gama2007data,
  title     = {Data stream processing},
  author    = {Gama, Jo{\~a}o and Rodrigues, Pedro Pereira},
  booktitle = {Learning from Data Streams},
  pages     = {25--39},
  year      = {2007},
  publisher = {Springer}
}

@inproceedings{gambs2010show,
  title     = {Show me how you move and I will tell you who you are},
  author    = {Gambs, S{\'e}bastien and Killijian, Marc-Olivier and del Prado Cortez, Miguel N{\'u}{\~n}ez},
  booktitle = {Proceedings of the 3rd ACM SIGSPATIAL International Workshop on Security and Privacy in GIS and LBS},
  pages     = {34--41},
  year      = {2010}
}

@inproceedings{ganta2008composition,
  title        = {Composition attacks and auxiliary information in data privacy},
  author       = {Ganta, Srivatsava Ranjit and Kasiviswanathan, Shiva Prasad and Smith, Adam},
  booktitle    = {Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining},
  pages        = {265--273},
  year         = {2008},
  organization = {ACM}
}

@article{garcia2015edge,
  title     = {Edge-centric computing: Vision and challenges},
  author    = {Garcia Lopez, Pedro and Montresor, Alberto and Epema, Dick and Datta, Anwitaman and Higashino, Teruo and Iamnitchi, Adriana and Barcellos, Marinho and Felber, Pascal and Riviere, Etienne},
  journal   = {ACM SIGCOMM Computer Communication Review},
  volume    = {45},
  number    = {5},
  pages     = {37--42},
  year      = {2015},
  publisher = {ACM}
}

@article{gedik2008protecting,
  title     = {Protecting location privacy with personalized k-anonymity: Architecture and algorithms},
  author    = {Gedik, Bugra and Liu, Ling},
  journal   = {IEEE Transactions on Mobile Computing},
  volume    = {7},
  number    = {1},
  pages     = {1--18},
  year      = {2008},
  publisher = {IEEE}
}

@inproceedings{ghinita2008private,
  title        = {Private queries in location based services: anonymizers are not necessary},
  author       = {Ghinita, Gabriel and Kalnis, Panos and Khoshgozaran, Ali and Shahabi, Cyrus and Tan, Kian-Lee},
  booktitle    = {Proceedings of the 2008 ACM SIGMOD international conference on Management of data},
  pages        = {121--132},
  year         = {2008},
  organization = {ACM}
}

@inproceedings{ghinita2009preventing,
  title        = {Preventing velocity-based linkage attacks in location-aware applications},
  author       = {Ghinita, Gabriel and Damiani, Maria Luisa and Silvestri, Claudio and Bertino, Elisa},
  booktitle    = {Proceedings of the 17th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems},
  pages        = {246--255},
  year         = {2009},
  organization = {ACM}
}

@online{gmaps,
  title = {Google Maps},
  note  = {\url{https://google.com/maps}.
           Accessed on November 11, 2020}
}

@article{goldreich1998secure,
  title   = {Secure multi-party computation},
  author  = {Goldreich, Oded},
  journal = {Manuscript. Preliminary version},
  volume  = {78},
  year    = {1998}
}

@inproceedings{gotz2012maskit,
  title        = {Maskit: Privately releasing user context streams for personalized mobile applications},
  author       = {G{\"o}tz, Michaela and Nath, Suman and Gehrke, Johannes},
  booktitle    = {Proceedings of the 2012 ACM SIGMOD International Conference on Management of Data},
  pages        = {289--300},
  year         = {2012},
  organization = {ACM}
}

@book{grunwald2007minimum,
  title     = {The minimum description length principle},
  author    = {Gr{\"u}nwald, Peter D},
  year      = {2007},
  publisher = {MIT press}
}

@article{gruteser2004protecting,
  title     = {Protecting privacy, in continuous location-tracking applications},
  author    = {Gruteser, Marco and Liu, Xuan},
  journal   = {IEEE Security \& Privacy},
  volume    = {2},
  number    = {2},
  pages     = {28--34},
  year      = {2004},
  publisher = {IEEE}
}

@misc{gualtieri2016perishable,
  author       = {Mike Gualtieri, Rowan Curran, Holger Kisker and Emily Miller},
  title        = {Perishable Insights -- Stop Wasting Money On Unactionable Analytics},
  organization = {Forrester},
  year         = {2016}
}

@article{gursoy2018differentially,
  title     = {Differentially private and utility preserving publication of trajectory data},
  author    = {Gursoy, Mehmet Emre and Liu, Ling and Truex, Stacey and Yu, Lei},
  journal   = {IEEE Transactions on Mobile Computing},
  year      = {2018},
  publisher = {IEEE}
}

@incollection{haas2016data,
  title     = {Data-stream sampling: basic techniques and results},
  author    = {Haas, Peter J},
  booktitle = {Data Stream Management},
  pages     = {13--44},
  year      = {2016},
  publisher = {Springer}
}

@inproceedings{hariharan2004project,
  title        = {Project Lachesis: parsing and modeling location histories},
  author       = {Hariharan, Ramaswamy and Toyama, Kentaro},
  booktitle    = {International Conference on Geographic Information Science},
  pages        = {106--124},
  year         = {2004},
  organization = {Springer}
}

@inproceedings{hazarika2001qualitative,
  title        = {Qualitative spatio-temporal continuity},
  author       = {Hazarika, Shyamanta M and Cohn, Anthony G},
  booktitle    = {International Conference on Spatial Information Theory},
  pages        = {92--107},
  year         = {2001},
  organization = {Springer}
}

@article{he2011preventing,
  title  = {Preventing equivalence attacks in updated, anonymized data},
  author = {He, Yeye and Barman, Siddharth and Naughton, Jeffrey},
  year   = {2011}
}

@article{he2015dpt,
  title     = {DPT: differentially private trajectory synthesis using hierarchical reference systems},
  author    = {He, Xi and Cormode, Graham and Machanavajjhala, Ashwin and Procopiuc, Cecilia M and Srivastava, Divesh},
  journal   = {Proceedings of the VLDB Endowment},
  volume    = {8},
  number    = {11},
  pages     = {1154--1165},
  year      = {2015},
  publisher = {VLDB Endowment}
}

@inproceedings{hua2015differentially,
  title        = {Differentially private publication of general time-serial trajectory data},
  author       = {Hua, Jingyu and Gao, Yue and Zhong, Sheng},
  booktitle    = {Computer Communications (INFOCOM), 2015 IEEE Conference on},
  pages        = {549--557},
  year         = {2015},
  organization = {IEEE}
}

@article{huguenin2017predictive,
  title     = {A predictive model for user motivation and utility implications of privacy-protection mechanisms in location check-ins},
  author    = {Huguenin, K{\'e}vin and Bilogrevic, Igor and Machado, Joana Soares and Mihaila, Stefan and Shokri, Reza and Dacosta, Italo and Hubaux, Jean-Pierre},
  journal   = {IEEE Transactions on Mobile Computing},
  volume    = {17},
  number    = {4},
  pages     = {760--774},
  year      = {2017},
  publisher = {IEEE}
}

@article{jain2016big,
  title     = {Big data privacy: a technological perspective and review},
  author    = {Jain, Priyank and Gyanchandani, Manasi and Khare, Nilay},
  journal   = {Journal of Big Data},
  volume    = {3},
  number    = {1},
  pages     = {25},
  year      = {2016},
  publisher = {Springer}
}


@article{ji2014differential,
  title   = {Differential privacy and machine learning: a survey and review},
  author  = {Ji, Zhanglong and Lipton, Zachary C and Elkan, Charles},
  journal = {arXiv preprint arXiv:1412.7584},
  year    = {2014}
}

@article{jiang2006research,
  title     = {Research issues in data stream association rule mining},
  author    = {Jiang, Nan and Gruenwald, Le},
  journal   = {ACM Sigmod Record},
  volume    = {35},
  number    = {1},
  pages     = {14--19},
  year      = {2006},
  publisher = {ACM New York, NY, USA}
}

@inproceedings{jiang2013publishing,
  title        = {Publishing trajectories with differential privacy guarantees},
  author       = {Jiang, Kaifeng and Shao, Dongxu and Bressan, St{\'e}phane and Kister, Thomas and Tan, Kian-Lee},
  booktitle    = {Proceedings of the 25th International Conference on Scientific and Statistical Database Management},
  pages        = {12},
  year         = {2013},
  organization = {ACM}
}

@article{johnson2018towards,
  title     = {Towards practical differential privacy for SQL queries},
  author    = {Johnson, Noah and Near, Joseph P and Song, Dawn},
  journal   = {Proceedings of the VLDB Endowment},
  volume    = {11},
  number    = {5},
  pages     = {526--539},
  year      = {2018},
  publisher = {VLDB Endowment}
}

@article{kalman1960new,
  title     = {A new approach to linear filtering and prediction problems},
  author    = {Kalman, Rudolph Emil},
  journal   = {Journal of basic Engineering},
  volume    = {82},
  number    = {1},
  pages     = {35--45},
  year      = {1960},
  publisher = {American Society of Mechanical Engineers}
}

@inproceedings{kamara2010cryptographic,
  title        = {Cryptographic cloud storage},
  author       = {Kamara, Seny and Lauter, Kristin},
  booktitle    = {International Conference on Financial Cryptography and Data Security},
  pages        = {136--149},
  year         = {2010},
  organization = {Springer}
}

@book{karlin2014first,
  title     = {A first course in stochastic processes},
  author    = {Karlin, Samuel},
  year      = {2014},
  publisher = {Academic press}
}

@inproceedings{katsomallos2014easyharvest,
  title        = {EasyHarvest: Supporting the deployment and management of sensing applications on smartphones},
  author       = {Katsomallos, Manos and Lalis, Spyros},
  booktitle    = {Pervasive Computing and Communications Workshops (PERCOM Workshops), 2014 IEEE International Conference on},
  pages        = {80--85},
  year         = {2014},
  organization = {IEEE}
}

@inproceedings{katsomallos2017open,
  title        = {An open framework for flexible plug-in privacy mechanisms in crowdsensing applications},
  author       = {Katsomallos, Manos and Lalis, Spyros and Papaioannou, Thanasis and Theodorakopoulos, George},
  booktitle    = {Pervasive Computing and Communications Workshops (PerCom Workshops), 2017 IEEE International Conference on},
  pages        = {237--242},
  year         = {2017},
  organization = {IEEE}
}

@article{katsomallos2019privacy,
  title   = {Privacy, Space and Time: a Survey on Privacy-Preserving Continuous Data Publishing},
  author  = {Katsomallos, Manos and Tzompanaki, Katerina and Kotzinos, Dimitris},
  journal = {Journal of Spatial Information Science},
  volume  = {2019},
  number  = {19},
  pages   = {57--103},
  year    = {2019}
}

@inproceedings{kellaris2013practical,
  title        = {Practical differential privacy via grouping and smoothing},
  author       = {Kellaris, Georgios and Papadopoulos, Stavros},
  booktitle    = {Proceedings of the VLDB Endowment},
  volume       = {6},
  number       = {5},
  pages        = {301--312},
  year         = {2013},
  organization = {VLDB Endowment}
}

@article{kellaris2014differentially,
  title     = {Differentially private event sequences over infinite streams},
  author    = {Kellaris, Georgios and Papadopoulos, Stavros and Xiao, Xiaokui and Papadias, Dimitris},
  journal   = {Proceedings of the VLDB Endowment},
  volume    = {7},
  number    = {12},
  pages     = {1155--1166},
  year      = {2014},
  publisher = {VLDB Endowment}
}

@inproceedings{kido2005anonymous,
  title        = {An anonymous communication technique using dummies for location-based services},
  author       = {Kido, Hidetoshi and Yanagisawa, Yutaka and Satoh, Tetsuji},
  booktitle    = {Pervasive Services, 2005. ICPS'05. Proceedings. International Conference on},
  pages        = {88--97},
  year         = {2005},
  organization = {IEEE}
}

@inproceedings{kifer2009attacks,
  title        = {Attacks on privacy and deFinetti's theorem},
  author       = {Kifer, Daniel},
  booktitle    = {Proceedings of the 2009 ACM SIGMOD International Conference on Management of data},
  pages        = {127--138},
  year         = {2009},
  organization = {ACM}
}

@inproceedings{kifer2011no,
  title        = {No free lunch in data privacy},
  author       = {Kifer, Daniel and Machanavajjhala, Ashwin},
  booktitle    = {Proceedings of the 2011 ACM SIGMOD International Conference on Management of data},
  pages        = {193--204},
  year         = {2011},
  organization = {ACM}
}

@article{kifer2014pufferfish,
  title     = {Pufferfish: A framework for mathematical privacy definitions},
  author    = {Kifer, Daniel and Machanavajjhala, Ashwin},
  journal   = {ACM Transactions on Database Systems (TODS)},
  volume    = {39},
  number    = {1},
  pages     = {3},
  year      = {2014},
  publisher = {ACM}
}

@article{king1983centralized,
  title     = {Centralized versus decentralized computing: organizational considerations and management options},
  author    = {King, John Leslie},
  journal   = {ACM Computing Surveys (CSUR)},
  volume    = {15},
  number    = {4},
  pages     = {319--349},
  year      = {1983},
  publisher = {ACM}
}

@incollection{knuth1968art,
  author    = {Knuth, Donald Ervin},
  title     = {Seminumerical Algorithms},
  booktitle = {The Art of Computer Programming},
  publisher = {Addison-Wesley},
  year      = {1968},
  volume    = {2},
  edition   = {2},
  isbn      = {0-201-03801-3}
}

@inproceedings{krumm2013placer,
  title     = {Placer: semantic place labels from diary data},
  author    = {Krumm, John and Rouhana, Dany},
  booktitle = {Proceedings of the 2013 ACM international joint conference on Pervasive and ubiquitous computing},
  pages     = {163--172},
  year      = {2013}
}

@article{lafferty2001conditional,
  title  = {Conditional random fields: Probabilistic models for segmenting and labeling sequence data},
  author = {Lafferty, John and McCallum, Andrew and Pereira, Fernando CN},
  year   = {2001}
}

@article{laney20013d,
  title   = {3D data management: Controlling data volume, velocity and variety},
  author  = {Laney, Doug},
  journal = {META Group Research Note},
  volume  = {6},
  number  = {70},
  year    = {2001}
}

@book{lawler2010random,
  title     = {Random walk: a modern introduction},
  author    = {Lawler, Gregory F and Limic, Vlada},
  volume    = {123},
  year      = {2010},
  publisher = {Cambridge University Press}
}

@inproceedings{lee2008trajectory,
  title        = {Trajectory outlier detection: A partition-and-detect framework},
  author       = {Lee, Jae-Gil and Han, Jiawei and Li, Xiaolei},
  booktitle    = {2008 IEEE 24th International Conference on Data Engineering},
  pages        = {140--149},
  year         = {2008},
  organization = {IEEE}
}

@inproceedings{lee2011much,
  title        = {How much is enough? choosing $\varepsilon$ for differential privacy},
  author       = {Lee, Jaewoo and Clifton, Chris},
  booktitle    = {International Conference on Information Security},
  pages        = {325--340},
  year         = {2011},
  organization = {Springer}
}

@article{legendre1993spatial,
  title     = {Spatial autocorrelation: trouble or new paradigm?},
  author    = {Legendre, Pierre},
  journal   = {Ecology},
  volume    = {74},
  number    = {6},
  pages     = {1659--1673},
  year      = {1993},
  publisher = {Wiley Online Library}
}

@inproceedings{li2007hiding,
  title        = {Hiding in the crowd: Privacy preservation on evolving streams through correlation tracking},
  author       = {Li, Feifei and Sun, Jimeng and Papadimitriou, Spiros and Mihaila, George A and Stanoi, Ioana},
  booktitle    = {Data Engineering, 2007. ICDE 2007. IEEE 23rd International Conference on},
  pages        = {686--695},
  year         = {2007},
  organization = {IEEE}
}

@inproceedings{li2007t,
  title        = {t-closeness: Privacy beyond k-anonymity and l-diversity},
  author       = {Li, Ninghui and Li, Tiancheng and Venkatasubramanian, Suresh},
  booktitle    = {Data Engineering, 2007. ICDE 2007. IEEE 23rd International Conference on},
  pages        = {106--115},
  year         = {2007},
  organization = {IEEE}
}

@inproceedings{li2008mining,
  title     = {Mining user similarity based on location history},
  author    = {Li, Quannan and Zheng, Yu and Xie, Xing and Chen, Yukun and Liu, Wenyu and Ma, Wei-Ying},
  booktitle = {Proceedings of the 16th ACM SIGSPATIAL international conference on Advances in geographic information systems},
  pages     = {1--10},
  year      = {2008}
}

@inproceedings{li2012sampling,
  title        = {On sampling, anonymization, and differential privacy or, k-anonymization meets differential privacy},
  author       = {Li, Ninghui and Qardaji, Wahbeh and Su, Dong},
  booktitle    = {Proceedings of the 7th ACM Symposium on Information, Computer and Communications Security},
  pages        = {32--33},
  year         = {2012},
  organization = {ACM}
}

@article{li2016hybrid,
  title     = {A hybrid approach to prevent composition attacks for independent data releases},
  author    = {Li, Jiuyong and Baig, Muzammil M and Sattar, AHM Sarowar and Ding, Xiaofeng and Liu, Jixue and Vincent, Millist W},
  journal   = {Information Sciences},
  volume    = {367},
  pages     = {324--336},
  year      = {2016},
  publisher = {Elsevier}
}

@article{li2017achieving,
  title     = {Achieving differential privacy of trajectory data publishing in participatory sensing},
  author    = {Li, Meng and Zhu, Liehuang and Zhang, Zijian and Xu, Rixin},
  journal   = {Information Sciences},
  volume    = {400},
  pages     = {1--13},
  year      = {2017},
  publisher = {Elsevier}
}

@incollection{lifshits2012lectures,
  title     = {Lectures on Gaussian processes},
  author    = {Lifshits, Mikhail},
  booktitle = {Lectures on Gaussian Processes},
  pages     = {1--117},
  year      = {2012},
  publisher = {Springer}
}

@inproceedings{liu2016dependence,
  title     = {Dependence Makes You Vulnerable: Differential Privacy Under Dependent Tuples},
  author    = {Liu, Changchang and Chakraborty, Supriyo and Mittal, Prateek},
  booktitle = {NDSS},
  volume    = {16},
  pages     = {21--24},
  year      = {2016}
}

@article{lyon2014surveillance,
  title     = {Surveillance, Snowden, and big data: Capacities, consequences, critique},
  author    = {Lyon, David},
  journal   = {Big Data \& Society},
  volume    = {1},
  number    = {2},
  pages     = {2053951714541861},
  year      = {2014},
  publisher = {SAGE Publications Sage UK: London, England}
}

@article{ma2017plp,
  title     = {PLP: Protecting location privacy against correlation analyze Attack in crowdsensing},
  author    = {Ma, Qiang and Zhang, Shanfeng and Zhu, Tong and Liu, Kebin and Zhang, Lan and He, Wenbo and Liu, Yunhao},
  journal   = {IEEE transactions on mobile computing},
  volume    = {16},
  number    = {9},
  pages     = {2588--2598},
  year      = {2017},
  publisher = {IEEE}
}

@article{ma2019real,
  title     = {Real-time privacy-preserving data release over vehicle trajectory},
  author    = {Ma, Zhuo and Zhang, Tian and Liu, Ximeng and Li, Xinghua and Ren, Kui},
  journal   = {IEEE transactions on vehicular technology},
  volume    = {68},
  number    = {8},
  pages     = {8091--8102},
  year      = {2019},
  publisher = {IEEE}
}

@inproceedings{machanavajjhala2006diversity,
  title        = {l-diversity: Privacy beyond k-anonymity},
  author       = {Machanavajjhala, Ashwin and Gehrke, Johannes and Kifer, Daniel and Venkitasubramaniam, Muthuramakrishnan},
  booktitle    = {Data Engineering, 2006. ICDE'06. Proceedings of the 22nd International Conference on},
  pages        = {24--24},
  year         = {2006},
  organization = {IEEE}
}

@article{machanavajjhala2015designing,
  title     = {Designing statistical privacy for your data},
  author    = {Machanavajjhala, Ashwin and Kifer, Daniel},
  journal   = {Communications of the ACM},
  volume    = {58},
  number    = {3},
  pages     = {58--67},
  year      = {2015},
  publisher = {ACM}
}

@article{matyas1990visual,
  title     = {Visual analysis of single-case time series: Effects of variability, serial dependence, and magnitude of intervention effects},
  author    = {Matyas, Thomas A and Greenwood, Kenneth M},
  journal   = {Journal of Applied Behavior Analysis},
  volume    = {23},
  number    = {3},
  pages     = {341--351},
  year      = {1990},
  publisher = {Wiley Online Library}
}

@inproceedings{mcsherry2007mechanism,
  title        = {Mechanism design via differential privacy},
  author       = {McSherry, Frank and Talwar, Kunal},
  booktitle    = {Foundations of Computer Science, 2007. FOCS'07. 48th Annual IEEE Symposium on},
  pages        = {94--103},
  year         = {2007},
  organization = {IEEE}
}

@inproceedings{mcsherry2009privacy,
  title        = {Privacy integrated queries: an extensible platform for privacy-preserving data analysis},
  author       = {McSherry, Frank D},
  booktitle    = {Proceedings of the 2009 ACM SIGMOD International Conference on Management of data},
  pages        = {19--30},
  year         = {2009},
  organization = {ACM}
}

@inproceedings{metwally2005duplicate,
  title     = {Duplicate detection in click streams},
  author    = {Metwally, Ahmed and Agrawal, Divyakant and El Abbadi, Amr},
  booktitle = {Proceedings of the 14th international conference on World Wide Web},
  pages     = {12--21},
  year      = {2005}
}

@article{moran1950notes,
  title     = {Notes on continuous stochastic phenomena},
  author    = {Moran, Patrick AP},
  journal   = {Biometrika},
  volume    = {37},
  number    = {1/2},
  pages     = {17--23},
  year      = {1950},
  publisher = {JSTOR}
}

@inproceedings{motwani2007efficient,
  title     = {Efficient algorithms for masking and finding quasi-identifiers},
  author    = {Motwani, Rajeev and Xu, Ying},
  booktitle = {Proceedings of the Conference on Very Large Data Bases (VLDB)},
  pages     = {83--93},
  year      = {2007}
}

@article{muthukrishnan2005data,
  title     = {Data streams: Algorithms and applications},
  author    = {Muthukrishnan, Shanmugavelayutham and others},
  journal   = {Foundations and Trends{\textregistered} in Theoretical Computer Science},
  volume    = {1},
  number    = {2},
  pages     = {117--236},
  year      = {2005},
  publisher = {Now Publishers, Inc.}
}

@inproceedings{naim2019off,
  title        = {ON-OFF privacy with correlated requests},
  author       = {Naim, Carolina and Ye, Fangwei and El Rouayheb, Salim},
  booktitle    = {2019 IEEE International Symposium on Information Theory (ISIT)},
  pages        = {817--821},
  year         = {2019},
  organization = {IEEE}
}

@inproceedings{narayanan2008robust,
  title        = {Robust de-anonymization of large sparse data sets},
  author       = {Narayanan, Arvind and Shmatikov, Vitaly},
  booktitle    = {Security and Privacy, 2008. SP 2008. IEEE Symposium on},
  pages        = {111--125},
  year         = {2008},
  organization = {IEEE}
}

@online{osm,
  title = {OpenStreetMap},
  note  = {\url{https://openstreetmap.org}.
           Accessed on November 11, 2020}
}

@inproceedings{ozccep2015stream,
  title        = {Stream-query compilation with ontologies},
  author       = {{\"O}z{\c{c}}ep, {\"O}zg{\"u}r L{\"u}tf{\"u} and M{\"o}ller, Ralf and Neuenstadt, Christian},
  booktitle    = {Australasian Joint Conference on Artificial Intelligence},
  pages        = {457--463},
  year         = {2015},
  organization = {Springer}
}

@article{papoulis1984bayes,
  title   = {Bayes' theorem in statistics and Bayes' theorem in statistics (reexamined)},
  author  = {Papoulis, A},
  journal = {Probability, random variables, and stochastic processes. 2nd ed. New York, NY: McGraw-Hill},
  pages   = {38--114},
  year    = {1984}
}

@book{park2018fundamentals,
  title     = {Fundamentals of Probability and Stochastic Processes with Applications to Communications},
  author    = {Park, Kun Il and Park},
  year      = {2018},
  publisher = {Springer}
}

@inproceedings{perera2014mosden,
  title        = {Mosden: An internet of things middleware for resource constrained mobile devices},
  author       = {Perera, Charith and Jayaraman, Prem Prakash and Zaslavsky, Arkady and Christen, Peter and Georgakopoulos, Dimitrios},
  booktitle    = {2014 47th Hawaii International Conference on System Sciences},
  pages        = {1053--1062},
  year         = {2014},
  organization = {IEEE}
}

@inproceedings{primault2015time,
  title        = {Time distortion anonymization for the publication of mobility data with high utility},
  author       = {Primault, Vincent and Mokhtar, Sonia Ben and Lauradoux, C{\'e}dric and Brunie, Lionel},
  booktitle    = {Trustcom/BigDataSE/ISPA, 2015 IEEE},
  volume       = {1},
  pages        = {539--546},
  year         = {2015},
  organization = {IEEE}
}

@article{primault2018long,
  title     = {The Long Road to Computational Location Privacy: A Survey},
  author    = {Primault, Vincent and Boutet, Antoine and Mokhtar, Sonia Ben and Brunie, Lionel},
  journal   = {IEEE Communications Surveys \& Tutorials},
  year      = {2018},
  publisher = {IEEE}
}

@book{quinlan2014c4,
  title     = {Programs for machine learning},
  author    = {Quinlan, J Ross},
  year      = {2014},
  publisher = {Elsevier}
}

@inproceedings{quoc2017privapprox,
  title        = {PrivApprox: privacy-preserving stream analytics},
  author       = {Quoc, Do Le and Beck, Martin and Bhatotia, Pramod and Chen, Ruichuan and Fetzer, Christof and Strufe, Thorsten},
  booktitle    = {Proceedings of the 2017 USENIX Conference on Usenix Annual Technical Conference},
  pages        = {659--672},
  year         = {2017},
  organization = {USENIX Association}
}

@article{raghupathi2014big,
  title     = {Big data analytics in healthcare: promise and potential},
  author    = {Raghupathi, Wullianallur and Raghupathi, Viju},
  journal   = {Health information science and systems},
  volume    = {2},
  number    = {1},
  pages     = {3},
  year      = {2014},
  publisher = {BioMed Central}
}

@article{ramsay2004functional,
  title     = {Functional data analysis},
  author    = {Ramsay, James O},
  journal   = {Encyclopedia of Statistical Sciences},
  volume    = {4},
  year      = {2004},
  publisher = {Wiley Online Library}
}

@inproceedings{riederer2016findyou,
  title     = {Findyou: A personal location privacy auditing tool},
  author    = {Riederer, Christopher and Echickson, Daniel and Huang, Stephanie and Chaintreau, Augustin},
  booktitle = {Proceedings of the 25th International Conference Companion on World Wide Web},
  pages     = {243--246},
  year      = {2016}
}

@book{rogers2000diffusions,
  title     = {Diffusions, Markov processes and martingales: Volume 2, It{\^o} calculus},
  author    = {Rogers, L Chris G and Williams, David},
  volume    = {2},
  year      = {2000},
  publisher = {Cambridge university press}
}

%  new algorithm
@misc{russell2018fitness,
  title        = {Fitness app {Strava} exposes the location of military bases},
  author       = {Russell, Jon},
  year         = {2018},
  publisher    = {TechCrunch},
  howpublished = {\url{https://techcrunch.com/2018/01/28/strava-exposes-military-bases}},
  note         = {Accessed on July 1, 2020}
}

@inproceedings{samarati1998protecting,
  title        = {Protecting privacy when disclosing information: k-anonymity and its enforcement through generalization and suppression},
  author       = {Samarati, Pierangela and Sweeney, Latanya},
  booktitle    = {IEEE Symposium on Research in Security and Privacy in},
  year         = {1998},
  organization = {IEEE}
}

@article{satyanarayanan2017emergence,
  title     = {The emergence of edge computing},
  author    = {Satyanarayanan, Mahadev},
  journal   = {Computer},
  volume    = {50},
  number    = {1},
  pages     = {30--39},
  year      = {2017},
  publisher = {IEEE}
}

@article{savage2013value,
  title  = {The value of online privacy},
  author = {Savage, Scott and Waldman, Donald M},
  year   = {2013}
}

@article{scaltsas1981identity,
  title     = {Identity, Origin and Spatiotemporal Continuity},
  author    = {Scaltsas, Theodore},
  journal   = {Philosophy},
  volume    = {56},
  number    = {217},
  pages     = {395--402},
  year      = {1981},
  publisher = {JSTOR}
}

@article{shannon2001mathematical,
  title     = {A mathematical theory of communication},
  author    = {Shannon, Claude Elwood},
  journal   = {ACM SIGMOBILE mobile computing and communications review},
  volume    = {5},
  number    = {1},
  pages     = {3--55},
  year      = {2001},
  publisher = {ACM}
}

@article{shmueli2012limiting,
  title     = {Limiting disclosure of sensitive data in sequential releases of databases},
  author    = {Shmueli, Erez and Tassa, Tamir and Wasserstein, Raz and Shapira, Bracha and Rokach, Lior},
  journal   = {Information Sciences},
  volume    = {191},
  pages     = {98--127},
  year      = {2012},
  publisher = {Elsevier}
}

@article{shmueli2015privacy,
  title     = {Privacy by diversity in sequential releases of databases},
  author    = {Shmueli, Erez and Tassa, Tamir},
  journal   = {Information Sciences},
  volume    = {298},
  pages     = {344--372},
  year      = {2015},
  publisher = {Elsevier}
}

@article{silva2013data,
  title     = {Data stream clustering: A survey},
  author    = {Silva, Jonathan A and Faria, Elaine R and Barros, Rodrigo C and Hruschka, Eduardo R and De Carvalho, Andre CPLF and Gama, Jo{\~a}o},
  journal   = {ACM Computing Surveys (CSUR)},
  volume    = {46},
  number    = {1},
  pages     = {13},
  year      = {2013},
  publisher = {ACM}
}

@inproceedings{simi2017extensive,
  title        = {An extensive study on data anonymization algorithms based on k-anonymity},
  author       = {Simi, Ms MS and Nayaki, Mrs K Sankara and Elayidom, M Sudheep},
  booktitle    = {IOP Conference Series: Materials Science and Engineering},
  volume       = {225},
  number       = {1},
  pages        = {012279},
  year         = {2017},
  organization = {IOP Publishing}
}

@book{skorokhod2005basic,
  title     = {Basic principles and applications of probability theory},
  author    = {Skorokhod, Valeriy},
  year      = {2005},
  publisher = {Springer Science \& Business Media}
}

@inproceedings{song2017pufferfish,
  title        = {Pufferfish privacy mechanisms for correlated data},
  author       = {Song, Shuang and Wang, Yizhen and Chaudhuri, Kamalika},
  booktitle    = {Proceedings of the 2017 ACM International Conference on Management of Data},
  pages        = {1291--1306},
  year         = {2017},
  organization = {ACM}
}

@article{soria2016big,
  title     = {Big data privacy: challenges to privacy principles and models},
  author    = {Soria-Comas, Jordi and Domingo-Ferrer, Josep},
  journal   = {Data Science and Engineering},
  volume    = {1},
  number    = {1},
  pages     = {21--28},
  year      = {2016},
  publisher = {Springer}
}

@inproceedings{sorkine2004laplacian,
  title     = {Laplacian surface editing},
  author    = {Sorkine, Olga and Cohen-Or, Daniel and Lipman, Yaron and Alexa, Marc and R{\"o}ssl, Christian and Seidel, H-P},
  booktitle = {Proceedings of the 2004 Eurographics/ACM SIGGRAPH symposium on Geometry processing},
  pages     = {175--184},
  year      = {2004}
}

@article{stigler1989francis,
  title     = {Francis Galton's account of the invention of correlation},
  author    = {Stigler, Stephen M},
  journal   = {Statistical Science},
  pages     = {73--79},
  year      = {1989},
  publisher = {JSTOR}
}

@article{sweeney2002achieving,
  title     = {Achieving k-anonymity privacy protection using generalization and suppression},
  author    = {Sweeney, Latanya},
  journal   = {International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems},
  volume    = {10},
  number    = {05},
  pages     = {571--588},
  year      = {2002},
  publisher = {World Scientific}
}

@article{sweeney2002k,
  title     = {k-anonymity: A model for protecting privacy},
  author    = {Sweeney, Latanya},
  journal   = {International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems},
  volume    = {10},
  number    = {05},
  pages     = {557--570},
  year      = {2002},
  publisher = {World Scientific}
}

@article{tankard2016gdpr,
  title     = {What the GDPR means for businesses},
  author    = {Tankard, Colin},
  journal   = {Network Security},
  volume    = {2016},
  number    = {6},
  pages     = {5--8},
  year      = {2016},
  publisher = {Elsevier}
}

@article{tobler1970computer,
  title     = {A computer movie simulating urban growth in the Detroit region},
  author    = {Tobler, Waldo R},
  journal   = {Economic geography},
  volume    = {46},
  number    = {sup1},
  pages     = {234--240},
  year      = {1970},
  publisher = {Taylor \& Francis}
}

@online{transunion,
  title = {TransUnion},
  note  = {\url{https://transunion.com}.
           Accessed on November 11, 2020}
}

@online{twitter,
  title = {Twitter},
  note  = {\url{https://twitter.com}.
           Accessed on November 11, 2020}
}

@inproceedings{varghese2016challenges,
  title        = {Challenges and opportunities in edge computing},
  author       = {Varghese, Blesson and Wang, Nan and Barbhuiya, Sakil and Kilpatrick, Peter and Nikolopoulos, Dimitrios S},
  booktitle    = {2016 IEEE International Conference on Smart Cloud (SmartCloud)},
  pages        = {20--26},
  year         = {2016},
  organization = {IEEE}
}

@article{vitter1985random,
  title     = {Random sampling with a reservoir},
  author    = {Vitter, Jeffrey S},
  journal   = {ACM Transactions on Mathematical Software (TOMS)},
  volume    = {11},
  number    = {1},
  pages     = {37--57},
  year      = {1985},
  publisher = {ACM}
}

@article{walters1982introduction,
  title   = {An introduction to ergodic theory},
  author  = {Walters, Peter},
  journal = {Graduate Texts in Mathematics},
  year    = {1982}
}

@inproceedings{wang2006anonymizing,
  title        = {Anonymizing sequential releases},
  author       = {Wang, Ke and Fung, Benjamin},
  booktitle    = {Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining},
  pages        = {414--423},
  year         = {2006},
  organization = {ACM}
}

@inproceedings{wang2009survey,
  title        = {A survey on privacy preserving data mining},
  author       = {Wang, Jian and Luo, Yongcheng and Zhao, Yan and Le, Jiajin},
  booktitle    = {Database Technology and Applications, 2009 First International Workshop on},
  pages        = {111--114},
  year         = {2009},
  organization = {IEEE}
}

@article{wang2010privacy,
  title   = {Privacy-preserving data publishing: A survey on recent developments},
  author  = {Wang, K and Chen, R and Fung, BC and Yu, PS},
  journal = {ACM Computing Surveys},
  year    = {2010}
}

@inproceedings{wang2016rescuedp,
  title        = {RescueDP: Real-time spatio-temporal crowd-sourced data publishing with differential privacy},
  author       = {Wang, Qian and Zhang, Yan and Lu, Xiao and Wang, Zhibo and Qin, Zhan and Ren, Kui},
  booktitle    = {Computer Communications, IEEE INFOCOM 2016-The 35th Annual IEEE International Conference on},
  pages        = {1--9},
  year         = {2016},
  organization = {IEEE}
}

@article{wang2017cts,
  title     = {CTS-DP: publishing correlated time-series data via differential privacy},
  author    = {Wang, Hao and Xu, Zhengquan},
  journal   = {Knowledge-Based Systems},
  volume    = {122},
  pages     = {167--179},
  year      = {2017},
  publisher = {Elsevier}
}

@inproceedings{wang2017privacy,
  title        = {Privacy Preserving Anonymity for Periodical SRS Data Publishing},
  author       = {Wang, Jie-Teng and Lin, Wen-Yang},
  booktitle    = {Data Engineering (ICDE), 2017 IEEE 33rd International Conference on},
  pages        = {1344--1355},
  year         = {2017},
  organization = {IEEE}
}

@article{wang2021current,
  title     = {Why current differential privacy schemes are inapplicable for correlated data publishing?},
  author    = {Wang, Hao and Xu, Zhengquan and Jia, Shan and Xia, Ying and Zhang, Xu},
  journal   = {World Wide Web},
  volume    = {24},
  pages     = {1--23},
  year      = {2021},
  publisher = {Springer}
}

@article{warner1965randomized,
  title     = {Randomized response: A survey technique for eliminating evasive answer bias},
  author    = {Warner, Stanley L},
  journal   = {Journal of the American Statistical Association},
  volume    = {60},
  number    = {309},
  pages     = {63--69},
  year      = {1965},
  publisher = {Taylor \& Francis}
}

@online{waze,
  title = {Waze},
  note  = {\url{https://waze.com}.
           Accessed on November 11, 2020}
}

@incollection{wei2006time,
  title     = {Time series analysis},
  author    = {Wei, William WS},
  booktitle = {The Oxford Handbook of Quantitative Methods in Psychology: Vol. 2},
  year      = {2006}
}

@article{wernke2014classification,
  title     = {A classification of location privacy attacks and approaches},
  author    = {Wernke, Marius and Skvortsov, Pavel and D{\"u}rr, Frank and Rothermel, Kurt},
  journal   = {Personal and ubiquitous computing},
  volume    = {18},
  number    = {1},
  pages     = {163--175},
  year      = {2014},
  publisher = {Springer}
}

@book{wiggins1967identity,
  title     = {Identity and spatio-temporal continuity},
  author    = {Wiggins, David},
  year      = {1967},
  publisher = {Blackwell Oxford}
}

@online{wiki,
  title = {Wikipedia},
  note  = {\url{https://wikipedia.com}.
           Accessed on November 11, 2020}
}

@misc{wired2014data,
  title        = {Data Is the New Oil of the Digital Economy},
  author       = {Joris Toonders},
  year         = {2014},
  publisher    = {Wired},
  howpublished = {\url{https://wired.com/insights/2014/07/data-new-oil-digital-economy}},
  note         = {Accessed on December 1, 2019}
}

@misc{wolfgang1999stochastic,
  title     = {Stochastic Processes: From Physics to Finance},
  author    = {Wolfgang, Paul and Baschnagel, J},
  year      = {1999},
  publisher = {Springer-Verlag, Berlin}
}

@inproceedings{wong2007minimality,
  title        = {Minimality attack in privacy preserving data publishing},
  author       = {Wong, Raymond Chi-Wing and Fu, Ada Wai-Chee and Wang, Ke and Pei, Jian},
  booktitle    = {Proceedings of the 33rd international conference on Very large data bases},
  pages        = {543--554},
  year         = {2007},
  organization = {VLDB Endowment}
}

@inproceedings{xiao2007m,
  title        = {M-invariance: towards privacy preserving re-publication of dynamic data sets},
  author       = {Xiao, Xiaokui and Tao, Yufei},
  booktitle    = {Proceedings of the 2007 ACM SIGMOD international conference on Management of data},
  pages        = {689--700},
  year         = {2007},
  organization = {ACM}
}

@inproceedings{xiao2015protecting,
  title        = {Protecting locations with differential privacy under temporal correlations},
  author       = {Xiao, Yonghui and Xiong, Li},
  booktitle    = {Proceedings of the 22nd ACM SIGSAC Conference on Computer and Communications Security},
  pages        = {1298--1309},
  year         = {2015},
  organization = {ACM}
}

@article{xiao2017loclok,
  title     = {LocLok: location cloaking with differential privacy via hidden markov model},
  author    = {Xiao, Yonghui and Xiong, Li and Zhang, Si and Cao, Yang},
  journal   = {Proceedings of the VLDB Endowment},
  volume    = {10},
  number    = {12},
  pages     = {1901--1904},
  year      = {2017},
  publisher = {VLDB Endowment}
}

@online{xssfopes2020tweet,
  title = {{@xssfopes: ``can anyone spot the issue with the algo? red is original data point, 400 ``anonymized'' data points calculated''}},
  note  = {\url{https://twitter.com/xssfox/status/1251116087116042241}.
           Accessed on July 16, 2020}
}

@inproceedings{yang2015bayesian,
  title        = {Bayesian differential privacy on correlated data},
  author       = {Yang, Bin and Sato, Issei and Nakagawa, Hiroshi},
  booktitle    = {Proceedings of the 2015 ACM SIGMOD international conference on Management of Data},
  pages        = {747--762},
  year         = {2015},
  organization = {ACM}
}

@inproceedings{ye2012meca,
  title        = {Meca: mobile edge capture and analysis middleware for social sensing applications},
  author       = {Ye, Fan and Ganti, Raghu and Dimaghani, Raheleh and Grueneberg, Keith and Calo, Seraphin},
  booktitle    = {Proceedings of the 21st International Conference on World Wide Web},
  pages        = {699--702},
  year         = {2012},
  organization = {ACM}
}

@inproceedings{ye2017trajectory,
  title        = {A trajectory privacy-preserving algorithm based on road networks in continuous location-based services},
  author       = {Ye, Ayong and Li, Yacheng and Xu, Li and Li, Qing and Lin, Hui},
  booktitle    = {2017 IEEE Trustcom/BigDataSE/ICESS},
  pages        = {510--516},
  year         = {2017},
  organization = {IEEE}
}

@inproceedings{ye2019preserving,
  title        = {Preserving ON-OFF privacy for past and future requests},
  author       = {Ye, Fangwei and Naim, Carolina and El Rouayheb, Salim},
  booktitle    = {2019 IEEE Information Theory Workshop (ITW)},
  pages        = {1--5},
  year         = {2019},
  organization = {IEEE}
}

@article{ye2020off,
  title   = {ON-OFF Privacy in the Presence of Correlation},
  author  = {Ye, Fangwei and Naim, Carolina and Rouayheb, Salim El},
  journal = {arXiv preprint arXiv:2004.04186},
  year    = {2020}
}

@article{ye2021off,
  title     = {ON-OFF Privacy Against Correlation Over Time},
  author    = {Ye, Fangwei and Naim, Carolina and El Rouayheb, Salim},
  journal   = {IEEE Transactions on Information Forensics and Security},
  volume    = {16},
  pages     = {2104--2117},
  year      = {2021},
  publisher = {IEEE}
}

@inproceedings{yuan2010t,
  title     = {T-drive: driving directions based on taxi trajectories},
  author    = {Yuan, Jing and Zheng, Yu and Zhang, Chengyang and Xie, Wenlei and Xie, Xing and Sun, Guangzhong and Huang, Yan},
  booktitle = {Proceedings of the 18th SIGSPATIAL International conference on advances in geographic information systems},
  pages     = {99--108},
  year      = {2010}
}

@inproceedings{yuan2011find,
  title     = {Where to find my next passenger},
  author    = {Yuan, Jing and Zheng, Yu and Zhang, Liuhang and Xie, XIng and Sun, Guangzhong},
  booktitle = {Proceedings of the 13th international conference on Ubiquitous computing},
  pages     = {109--118},
  year      = {2011}
}

@article{zhang2017privbayes,
  title     = {Privbayes: Private data release via bayesian networks},
  author    = {Zhang, Jun and Cormode, Graham and Procopiuc, Cecilia M and Srivastava, Divesh and Xiao, Xiaokui},
  journal   = {ACM Transactions on Database Systems (TODS)},
  volume    = {42},
  number    = {4},
  pages     = {25},
  year      = {2017},
  publisher = {ACM}
}

@inproceedings{zhao2017dependent,
  title        = {Dependent Differential Privacy for Correlated Data},
  author       = {Zhao, Jun and Zhang, Junshan and Poor, H Vincent},
  booktitle    = {Globecom Workshops (GC Wkshps), 2017 IEEE},
  pages        = {1--7},
  year         = {2017},
  organization = {IEEE}
}

@inproceedings{zheng2008learning,
  title     = {Learning transportation mode from raw gps data for geographic applications on the web},
  author    = {Zheng, Yu and Liu, Like and Wang, Longhao and Xie, Xing},
  booktitle = {Proceedings of the 17th international conference on World Wide Web},
  pages     = {247--256},
  year      = {2008}
}

@article{zheng2010geolife,
  title     = {Geolife: A collaborative social networking service among user, location and trajectory.},
  author    = {Zheng, Yu and Xie, Xing and Ma, Wei-Ying and others},
  journal   = {IEEE Data Eng. Bull.},
  volume    = {33},
  number    = {2},
  pages     = {32--39},
  year      = {2010},
  publisher = {Citeseer}
}

@article{zheng2015trajectory,
  title     = {Trajectory data mining: an overview},
  author    = {Zheng, Yu},
  journal   = {ACM Transactions on Intelligent Systems and Technology (TIST)},
  volume    = {6},
  number    = {3},
  pages     = {1--41},
  year      = {2015},
  publisher = {ACM New York, NY, USA}
}

@inproceedings{zhou2004discovering,
  title     = {Discovering personal gazetteers: an interactive clustering approach},
  author    = {Zhou, Changqing and Frankowski, Dan and Ludford, Pamela and Shekhar, Shashi and Terveen, Loren},
  booktitle = {Proceedings of the 12th annual ACM international workshop on Geographic information systems},
  pages     = {266--273},
  year      = {2004}
}

@article{zhou2008brief,
  title     = {A brief survey on anonymization techniques for privacy preserving publishing of social network data},
  author    = {Zhou, Bin and Pei, Jian and Luk, WoShun},
  journal   = {ACM Sigkdd Explorations Newsletter},
  volume    = {10},
  number    = {2},
  pages     = {12--22},
  year      = {2008},
  publisher = {ACM}
}

@inproceedings{zhou2009continuous,
  title        = {Continuous privacy preserving publishing of data streams},
  author       = {Zhou, Bin and Han, Yi and Pei, Jian and Jiang, Bin and Tao, Yufei and Jia, Yan},
  booktitle    = {Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology},
  pages        = {648--659},
  year         = {2009},
  organization = {ACM}
}

@article{zhu2015correlated,
  title     = {Correlated differential privacy: hiding information in non-IID data set},
  author    = {Zhu, Tianqing and Xiong, Ping and Li, Gang and Zhou, Wanlei},
  journal   = {IEEE Transactions on Information Forensics and Security},
  volume    = {10},
  number    = {2},
  pages     = {229--242},
  year      = {2015},
  publisher = {IEEE}
}

@article{zhu2017answering,
  title     = {Answering differentially private queries for continual data sets release},
  author    = {Zhu, Tianqing and Li, Gang and Xiong, Ping and Zhou, Wanlei},
  journal   = {Future Generation Computer Systems},
  year      = {2017},
  publisher = {Elsevier}
}
