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ml_chikersal.yaml
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ml_chikersal.yaml
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name: "ml_chikersal"
feature_definition:
use_norm_features: False # whether to use normalized features
empty_feature_filtering_th: 0.5 # remove features based on a threshold
include_device_type: False # whether to include device type in the feature matrix
# Feature used in the paper (a subset that is compatible within the dataset)
feature_list_base: [
"f_loc:phone_locations_doryab_numberofsignificantplaces",
"f_loc:phone_locations_doryab_numberlocationtransitions",
"f_loc:phone_locations_doryab_radiusgyration",
"f_loc:phone_locations_doryab_timeattop1location",
"f_loc:phone_locations_doryab_timeattop2location",
"f_loc:phone_locations_doryab_timeattop3location",
"f_loc:phone_locations_doryab_movingtostaticratio",
"f_loc:phone_locations_doryab_outlierstimepercent",
"f_loc:phone_locations_doryab_avglengthstayatclusters",
"f_loc:phone_locations_doryab_maxlengthstayatclusters",
"f_loc:phone_locations_doryab_minlengthstayatclusters",
"f_loc:phone_locations_doryab_stdlengthstayatclusters",
"f_loc:phone_locations_doryab_locationentropy",
"f_loc:phone_locations_doryab_normalizedlocationentropy",
"f_loc:phone_locations_doryab_timeathome",
"f_loc:phone_locations_locmap_duration_in_locmap_study",
"f_loc:phone_locations_locmap_percent_in_locmap_study",
"f_loc:phone_locations_locmap_duration_in_locmap_exercise",
"f_loc:phone_locations_locmap_percent_in_locmap_exercise",
"f_loc:phone_locations_locmap_duration_in_locmap_greens",
"f_loc:phone_locations_locmap_percent_in_locmap_greens",
"f_screen:phone_screen_rapids_countepisodeunlock",
"f_screen:phone_screen_rapids_sumdurationunlock",
"f_screen:phone_screen_rapids_maxdurationunlock",
"f_screen:phone_screen_rapids_mindurationunlock",
"f_screen:phone_screen_rapids_avgdurationunlock",
"f_screen:phone_screen_rapids_stddurationunlock",
"f_screen:phone_screen_rapids_firstuseafter00unlock",
"f_slp:fitbit_sleep_intraday_rapids_countepisodeasleepunifiedmain",
"f_slp:fitbit_sleep_intraday_rapids_countepisodeawakeunifiedmain",
"f_slp:fitbit_sleep_intraday_rapids_sumdurationasleepunifiedmain",
"f_slp:fitbit_sleep_intraday_rapids_sumdurationawakeunifiedmain",
"f_slp:fitbit_sleep_intraday_rapids_avgdurationasleepunifiedmain",
"f_slp:fitbit_sleep_intraday_rapids_avgdurationawakeunifiedmain",
"f_slp:fitbit_sleep_intraday_rapids_mindurationasleepunifiedmain",
"f_slp:fitbit_sleep_intraday_rapids_mindurationawakeunifiedmain",
"f_slp:fitbit_sleep_intraday_rapids_maxdurationasleepunifiedmain",
"f_slp:fitbit_sleep_intraday_rapids_maxdurationawakeunifiedmain",
"f_slp:fitbit_sleep_intraday_rapids_ratiocountasleepunifiedwithinmain",
"f_slp:fitbit_sleep_intraday_rapids_ratiocountawakeunifiedwithinmain",
"f_slp:fitbit_sleep_intraday_rapids_ratiodurationasleepunifiedwithinmain",
"f_slp:fitbit_sleep_intraday_rapids_ratiodurationawakeunifiedwithinmain",
"f_steps:fitbit_steps_intraday_rapids_sumsteps",
"f_steps:fitbit_steps_intraday_rapids_countepisodesedentarybout",
"f_steps:fitbit_steps_intraday_rapids_maxdurationsedentarybout",
"f_steps:fitbit_steps_intraday_rapids_mindurationsedentarybout",
"f_steps:fitbit_steps_intraday_rapids_avgdurationsedentarybout",
"f_steps:fitbit_steps_intraday_rapids_countepisodeactivebout",
"f_steps:fitbit_steps_intraday_rapids_maxdurationactivebout",
"f_steps:fitbit_steps_intraday_rapids_mindurationactivebout",
"f_steps:fitbit_steps_intraday_rapids_avgdurationactivebout",
]
feature_list_more_feat_types_base: [
"f_loc:phone_locations_doryab_numberofsignificantplaces",
"f_loc:phone_locations_doryab_numberlocationtransitions",
"f_loc:phone_locations_doryab_radiusgyration",
"f_loc:phone_locations_doryab_timeattop1location",
"f_loc:phone_locations_doryab_timeattop2location",
"f_loc:phone_locations_doryab_timeattop3location",
"f_loc:phone_locations_doryab_movingtostaticratio",
"f_loc:phone_locations_doryab_outlierstimepercent",
"f_loc:phone_locations_doryab_avglengthstayatclusters",
"f_loc:phone_locations_doryab_maxlengthstayatclusters",
"f_loc:phone_locations_doryab_minlengthstayatclusters",
"f_loc:phone_locations_doryab_stdlengthstayatclusters",
"f_loc:phone_locations_doryab_locationentropy",
"f_loc:phone_locations_doryab_normalizedlocationentropy",
"f_loc:phone_locations_doryab_timeathome",
"f_loc:phone_locations_locmap_duration_in_locmap_study",
"f_loc:phone_locations_locmap_percent_in_locmap_study",
"f_loc:phone_locations_locmap_duration_in_locmap_exercise",
"f_loc:phone_locations_locmap_percent_in_locmap_exercise",
"f_loc:phone_locations_locmap_duration_in_locmap_greens",
"f_loc:phone_locations_locmap_percent_in_locmap_greens",
"f_screen:phone_screen_rapids_countepisodeunlock",
"f_screen:phone_screen_rapids_sumdurationunlock",
"f_screen:phone_screen_rapids_maxdurationunlock",
"f_screen:phone_screen_rapids_mindurationunlock",
"f_screen:phone_screen_rapids_avgdurationunlock",
"f_screen:phone_screen_rapids_stddurationunlock",
"f_screen:phone_screen_rapids_firstuseafter00unlock",
"f_slp:fitbit_sleep_intraday_rapids_countepisodeasleepunifiedmain",
"f_slp:fitbit_sleep_intraday_rapids_countepisodeawakeunifiedmain",
"f_slp:fitbit_sleep_intraday_rapids_sumdurationasleepunifiedmain",
"f_slp:fitbit_sleep_intraday_rapids_sumdurationawakeunifiedmain",
"f_slp:fitbit_sleep_intraday_rapids_avgdurationasleepunifiedmain",
"f_slp:fitbit_sleep_intraday_rapids_avgdurationawakeunifiedmain",
"f_slp:fitbit_sleep_intraday_rapids_mindurationasleepunifiedmain",
"f_slp:fitbit_sleep_intraday_rapids_mindurationawakeunifiedmain",
"f_slp:fitbit_sleep_intraday_rapids_maxdurationasleepunifiedmain",
"f_slp:fitbit_sleep_intraday_rapids_maxdurationawakeunifiedmain",
"f_slp:fitbit_sleep_intraday_rapids_ratiocountasleepunifiedwithinmain",
"f_slp:fitbit_sleep_intraday_rapids_ratiocountawakeunifiedwithinmain",
"f_slp:fitbit_sleep_intraday_rapids_ratiodurationasleepunifiedwithinmain",
"f_slp:fitbit_sleep_intraday_rapids_ratiodurationawakeunifiedwithinmain",
"f_steps:fitbit_steps_intraday_rapids_sumsteps",
"f_steps:fitbit_steps_intraday_rapids_countepisodesedentarybout",
"f_steps:fitbit_steps_intraday_rapids_maxdurationsedentarybout",
"f_steps:fitbit_steps_intraday_rapids_mindurationsedentarybout",
"f_steps:fitbit_steps_intraday_rapids_avgdurationsedentarybout",
"f_steps:fitbit_steps_intraday_rapids_countepisodeactivebout",
"f_steps:fitbit_steps_intraday_rapids_maxdurationactivebout",
"f_steps:fitbit_steps_intraday_rapids_mindurationactivebout",
"f_steps:fitbit_steps_intraday_rapids_avgdurationactivebout",
"f_blue:phone_bluetooth_doryab_countscansmostfrequentdeviceacrossdatasetothers",
"f_blue:phone_bluetooth_doryab_countscansmostfrequentdeviceacrossdatasetown",
"f_blue:phone_bluetooth_doryab_meanscansothers",
"f_blue:phone_bluetooth_doryab_meanscansown",
"f_blue:phone_bluetooth_doryab_uniquedevicesothers",
"f_blue:phone_bluetooth_doryab_uniquedevicesown",
"f_call:phone_calls_rapids_incoming_count",
"f_call:phone_calls_rapids_incoming_distinctcontacts",
"f_call:phone_calls_rapids_incoming_sumduration",
"f_call:phone_calls_rapids_missed_count",
"f_call:phone_calls_rapids_outgoing_count",
"f_call:phone_calls_rapids_outgoing_distinctcontacts",
"f_call:phone_calls_rapids_outgoing_sumduration",
]
training_params:
verbose: 0
# whether to save and re-use features repetitively
# True only when re-running the exact same model training
save_and_reload: False