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evaluation: Re-executed some experiments

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This commit is contained in:
Manos Katsomallos
2021-10-11 01:12:35 +02:00
parent f84cfb205d
commit f48dca02aa
18 changed files with 39 additions and 35 deletions
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15
code/expt/copenhagen-sel.py
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@ -68,29 +68,30 @@ def main(args):
for _ in range(args.iter):
lmdks, eps_out = lmdk_sel.find_lmdks(seq, lmdks, epsilon)
lmdks_sel, eps_out = lmdk_sel.find_lmdks(seq, lmdks, epsilon)
# Skip
rls_data_s, bgts_s = lmdk_bgt.skip_cont(seq, lmdks, eps_out)
rls_data_s, bgts_s = lmdk_bgt.skip_cont(seq, lmdks_sel, eps_out)
# lmdk_bgt.validate_bgts(seq, lmdks, epsilon, bgts_s)
mae_s[i] += (lmdk_bgt.mae_cont(rls_data_s)/args.iter)*100
# Uniform
rls_data_u, bgts_u = lmdk_bgt.uniform_cont(seq, lmdks, eps_out)
rls_data_u, bgts_u = lmdk_bgt.uniform_cont(seq, lmdks_sel, eps_out)
# lmdk_bgt.validate_bgts(seq, lmdks, epsilon, bgts_u)
mae_u[i] += (lmdk_bgt.mae_cont(rls_data_u)/args.iter)*100
# Adaptive
rls_data_a, _, _ = lmdk_bgt.adaptive_cont(seq, lmdks, eps_out, .5, .5)
rls_data_a, _, _ = lmdk_bgt.adaptive_cont(seq, lmdks_sel, eps_out, .5, .5)
mae_a[i] += (lmdk_bgt.mae_cont(rls_data_a)/args.iter)*100
# Calculate once
if i == 0:
if pct == lmdks_pct[0]:
# Event
rls_data_evt, _ = lmdk_bgt.uniform_cont(seq, lmdk_lib.find_lmdks_cont(lmdk_data, seq, uid, 0), epsilon)
rls_data_evt, _ = lmdk_bgt.uniform_cont(seq, lmdks, epsilon)
mae_evt += (lmdk_bgt.mae_cont(rls_data_evt)/args.iter)*100
elif pct == lmdks_pct[-1]:
# User
rls_data_usr, _ = lmdk_bgt.uniform_cont(seq, lmdk_lib.find_lmdks_cont(lmdk_data, seq, uid, 100), epsilon)
rls_data_usr, _ = lmdk_bgt.uniform_cont(seq, lmdks, epsilon)
mae_usr += (lmdk_bgt.mae_cont(rls_data_usr)/args.iter)*100
plt.axhline(

7
code/expt/copenhagen.py
View File

@ -80,12 +80,13 @@ def main(args):
mae_a[i] += (lmdk_bgt.mae_cont(rls_data_a)/args.iter)*100
# Calculate once
if i == 0:
if pct == lmdks_pct[0]:
# Event
rls_data_evt, _ = lmdk_bgt.uniform_cont(seq, lmdk_lib.find_lmdks_cont(lmdk_data, seq, uid, 0), epsilon)
rls_data_evt, _ = lmdk_bgt.uniform_cont(seq, lmdks, epsilon)
mae_evt += (lmdk_bgt.mae_cont(rls_data_evt)/args.iter)*100
elif pct == lmdks_pct[-1]:
# User
rls_data_usr, _ = lmdk_bgt.uniform_cont(seq, lmdk_lib.find_lmdks_cont(lmdk_data, seq, uid, 100), epsilon)
rls_data_usr, _ = lmdk_bgt.uniform_cont(seq, lmdks, epsilon)
mae_usr += (lmdk_bgt.mae_cont(rls_data_usr)/args.iter)*100
plt.axhline(

14
code/expt/hue-sel.py
View File

@ -48,7 +48,7 @@ def main(args):
# The y axis
plt.ylabel('Mean absolute error (kWh)') # Set y axis label.
plt.yscale('log')
plt.ylim(.1, 10000)
plt.ylim(.1, 100000)
# Bar offset
x_offset = -(bar_width/2)*(n - 1)
@ -80,13 +80,13 @@ def main(args):
mae_a[i] += lmdk_bgt.mae_cons(seq, rls_data_a)/args.iter
# Calculate once
# Event
if i == 0:
rls_data_evt, _ = lmdk_bgt.uniform_cons(seq, seq[seq[:, 1] < lmdks_th[0]], epsilon)
if pct == lmdks_pct[0]:
# Event
rls_data_evt, _ = lmdk_bgt.uniform_cons(seq, lmdks, epsilon)
mae_evt += lmdk_bgt.mae_cons(seq, rls_data_evt)/args.iter
# User
if i == 0:
rls_data_usr, _ = lmdk_bgt.uniform_cons(seq, seq[seq[:, 1] < lmdks_th[len(lmdks_th)-1]], epsilon)
elif pct == lmdks_pct[-1]:
# User
rls_data_usr, _ = lmdk_bgt.uniform_cons(seq, lmdks, epsilon)
mae_usr += lmdk_bgt.mae_cons(seq, rls_data_usr)/args.iter
plt.axhline(

14
code/expt/hue.py
View File

@ -46,7 +46,7 @@ def main(args):
# The y axis
plt.ylabel('Mean absolute error (kWh)') # Set y axis label.
plt.yscale('log')
plt.ylim(.1, 10000)
plt.ylim(.1, 100000)
# Bar offset
x_offset = -(bar_width/2)*(n - 1)
@ -75,13 +75,13 @@ def main(args):
mae_a[i] += lmdk_bgt.mae_cons(seq, rls_data_a)/args.iter
# Calculate once
# Event
if i == 0:
rls_data_evt, _ = lmdk_bgt.uniform_cons(seq, seq[seq[:, 1] < lmdks_th[0]], epsilon)
if pct == lmdks_pct[0]:
# Event
rls_data_evt, _ = lmdk_bgt.uniform_cons(seq, lmdks, epsilon)
mae_evt += lmdk_bgt.mae_cons(seq, rls_data_evt)/args.iter
# User
if i == 0:
rls_data_usr, _ = lmdk_bgt.uniform_cons(seq, seq[seq[:, 1] < lmdks_th[len(lmdks_th)-1]], epsilon)
elif pct == lmdks_pct[-1]:
# User
rls_data_usr, _ = lmdk_bgt.uniform_cons(seq, lmdks, epsilon)
mae_usr += lmdk_bgt.mae_cons(seq, rls_data_usr)/args.iter
plt.axhline(

11
code/expt/t-drive-sel.py
View File

@ -70,7 +70,7 @@ def main(args):
# The y axis
plt.ylabel('Mean absolute error (m)') # Set y axis label.
plt.yscale('log')
# plt.ylim(1, 100000000)
plt.ylim(1, 1000000)
# Bar offset
x_offset = -(bar_width/2)*(n - 1)
@ -101,12 +101,13 @@ def main(args):
rls_data_a, _, _ = lmdk_bgt.adaptive(seq, lmdks, eps_out, .5, .5)
mae_a[i] += lmdk_bgt.mae(seq, rls_data_a)/args.iter
# Event
if lmdk == 0:
# Calculate once
if lmdk == min(data_info[d]['lmdks']):
# Event
rls_data_evt, _ = lmdk_bgt.uniform_r(seq, lmdks, bgt['epsilon'])
mae_evt += lmdk_bgt.mae(seq, rls_data_evt)/args.iter
# User
if lmdk == 100:
elif lmdk == max(data_info[d]['lmdks']):
# User
rls_data_usr, _ = lmdk_bgt.uniform_r(seq, lmdks, bgt['epsilon'])
mae_usr += lmdk_bgt.mae(seq, rls_data_usr)/args.iter

11
code/expt/t-drive.py
View File

@ -68,7 +68,7 @@ def main(args):
# The y axis
plt.ylabel('Mean absolute error (m)') # Set y axis label.
plt.yscale('log')
# plt.ylim(1, 100000000)
plt.ylim(1, 1000000)
# Bar offset
x_offset = -(bar_width/2)*(n - 1)
@ -103,12 +103,13 @@ def main(args):
# mae_d[i] += lmdk_bgt.mae(seq, rls_data_a)/args.iter
# s_d += s_d_c/args.iter
# Event
if lmdk == 0:
# Calculate once
if lmdk == min(data_info[d]['lmdks']):
# Event
rls_data_evt, _ = lmdk_bgt.uniform_r(seq, lmdks, bgt['epsilon'])
mae_evt += lmdk_bgt.mae(seq, rls_data_evt)/args.iter
# User
if lmdk == 100:
elif lmdk == max(data_info[d]['lmdks']):
# User
rls_data_usr, _ = lmdk_bgt.uniform_r(seq, lmdks, bgt['epsilon'])
mae_usr += lmdk_bgt.mae(seq, rls_data_usr)/args.iter