UCTB
1. Introduction
2. Installation
3. Quick start
4. Tutorial
5. API Reference
6. Results on different datasets
7. About us (UCTB Group)
UCTB
Docs
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Index
Index
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A
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B
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C
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D
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E
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F
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G
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H
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I
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L
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M
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N
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O
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P
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R
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S
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T
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U
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X
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__best (UCTB.train.EarlyStopping.EarlyStopping attribute)
(UCTB.train.EarlyStopping.EarlyStoppingTTest attribute)
__p (UCTB.train.EarlyStopping.EarlyStopping attribute)
__p_value_threshold (UCTB.train.EarlyStopping.EarlyStoppingTTest attribute)
__patience (UCTB.train.EarlyStopping.EarlyStopping attribute)
__record_list (UCTB.train.EarlyStopping.EarlyStopping attribute)
(UCTB.train.EarlyStopping.EarlyStoppingTTest attribute)
__test_length (UCTB.train.EarlyStopping.EarlyStoppingTTest attribute)
A
add_ga_layer_matrix() (UCTB.model_unit.GraphModelLayers.GAL static method)
add_gc_layer() (UCTB.model_unit.GraphModelLayers.GCL static method)
add_multi_gc_layers() (UCTB.model_unit.GraphModelLayers.GCL static method)
add_residual_ga_layer() (UCTB.model_unit.GraphModelLayers.GAL static method)
adf_test() (UCTB.model.ARIMA.ARIMA static method)
adjacent_to_laplacian() (UCTB.preprocess.GraphGenerator.GraphGenerator static method)
AM (UCTB.preprocess.GraphGenerator.GraphGenerator attribute)
ARIMA (class in UCTB.model.ARIMA)
attention_merge_weight() (UCTB.model_unit.GraphModelLayers.GAL static method)
B
BaseModel (class in UCTB.model_unit.BaseModel)
build() (UCTB.model.DCRNN.DCRNN method)
(UCTB.model.DeepST.DeepST method)
(UCTB.model.GeoMAN.GeoMAN method)
(UCTB.model.ST_MGCN.ST_MGCN method)
(UCTB.model.ST_ResNet.ST_ResNet method)
(UCTB.model.STMeta.STMeta method)
(UCTB.model_unit.BaseModel.BaseModel method)
(UCTB.model_unit.ST_RNN.GCLSTMCell method)
C
call() (UCTB.model_unit.DCRNN_CELL.DCGRUCell method)
(UCTB.model_unit.ST_RNN.GCLSTMCell method)
close() (UCTB.model_unit.BaseModel.BaseModel method)
compute_output_shape() (UCTB.model_unit.DCRNN_CELL.DCGRUCell method)
correlation_adjacent() (UCTB.preprocess.GraphGenerator.GraphGenerator static method)
D
daily_slots (UCTB.dataset.data_loader.NodeTrafficLoader attribute)
data (UCTB.dataset.dataset.DataSet attribute)
DataSet (class in UCTB.dataset.dataset)
dataset (UCTB.dataset.data_loader.NodeTrafficLoader attribute)
DCGRUCell (class in UCTB.model_unit.DCRNN_CELL)
DCRNN (class in UCTB.model.DCRNN)
DeepST (class in UCTB.model.DeepST)
distance_adjacent() (UCTB.preprocess.GraphGenerator.GraphGenerator method)
E
EarlyStopping (class in UCTB.train.EarlyStopping)
EarlyStoppingTTest (class in UCTB.train.EarlyStopping)
external_dim (UCTB.dataset.data_loader.NodeTrafficLoader attribute)
F
fit() (UCTB.model.XGBoost.XGBoost method)
(UCTB.model_unit.BaseModel.BaseModel method)
G
GAL (class in UCTB.model_unit.GraphModelLayers)
GCL (class in UCTB.model_unit.GraphModelLayers)
GCLSTMCell (class in UCTB.model_unit.ST_RNN)
GeoMAN (class in UCTB.model.GeoMAN)
get_batch() (UCTB.train.MiniBatchTrain.MiniBatchFeedDict method)
(UCTB.train.MiniBatchTrain.MiniBatchTrain method)
(UCTB.train.MiniBatchTrain.MiniBatchTrainMultiData method)
get_order() (UCTB.model.ARIMA.ARIMA method)
GraphGenerator (class in UCTB.preprocess.GraphGenerator)
H
haversine() (UCTB.preprocess.GraphGenerator.GraphGenerator static method)
HM (class in UCTB.model.HM)
I
input_transform() (in module UCTB.model.GeoMAN)
interaction_adjacent() (UCTB.preprocess.GraphGenerator.GraphGenerator static method)
is_valid_date() (in module UCTB.preprocess.time_utils)
is_work_day_america() (in module UCTB.preprocess.time_utils)
is_work_day_china() (in module UCTB.preprocess.time_utils)
L
LM (UCTB.preprocess.GraphGenerator.GraphGenerator attribute)
load() (UCTB.model_unit.BaseModel.BaseModel method)
load_event_scalar() (UCTB.model_unit.BaseModel.BaseModel method)
M
make_concat() (UCTB.dataset.data_loader.NodeTrafficLoader method)
mape() (in module UCTB.evaluation.metric)
merge_data() (UCTB.dataset.dataset.DataSet method)
MergeIndex (UCTB.dataset.dataset.DataSet attribute)
MergeWay (UCTB.dataset.dataset.DataSet attribute)
min_max_denormal() (UCTB.preprocess.preprocessor.Normalizer method)
min_max_normal() (UCTB.preprocess.preprocessor.Normalizer method)
MiniBatchFeedDict (class in UCTB.train.MiniBatchTrain)
MiniBatchTrain (class in UCTB.train.MiniBatchTrain)
MiniBatchTrainMultiData (class in UCTB.train.MiniBatchTrain)
module
UCTB
UCTB.dataset.data_loader
UCTB.dataset.dataset
UCTB.evaluation.metric
UCTB.model.ARIMA
UCTB.model.DCRNN
UCTB.model.DeepST
UCTB.model.GeoMAN
UCTB.model.HM
UCTB.model.ST_MGCN
UCTB.model.ST_ResNet
UCTB.model.STMeta
UCTB.model.XGBoost
UCTB.model_unit.BaseModel
UCTB.model_unit.DCRNN_CELL
UCTB.model_unit.GraphModelLayers
UCTB.model_unit.ST_RNN
UCTB.preprocess.GraphGenerator
UCTB.preprocess.preprocessor
UCTB.preprocess.time_utils
UCTB.train.EarlyStopping
UCTB.train.MiniBatchTrain
UCTB.utils.multi_threads
move_sample() (UCTB.preprocess.preprocessor.ST_MoveSample method)
multiple_process() (in module UCTB.utils.multi_threads)
N
node_monthly_interaction (UCTB.dataset.dataset.DataSet attribute)
node_station_info (UCTB.dataset.dataset.DataSet attribute)
node_traffic (UCTB.dataset.dataset.DataSet attribute)
NodeTrafficLoader (class in UCTB.dataset.data_loader)
Normalizer (class in UCTB.preprocess.preprocessor)
O
output_size (UCTB.model_unit.DCRNN_CELL.DCGRUCell property)
P
predict() (UCTB.model.ARIMA.ARIMA method)
(UCTB.model.HM.HM method)
(UCTB.model.XGBoost.XGBoost method)
(UCTB.model_unit.BaseModel.BaseModel method)
R
restart() (UCTB.train.MiniBatchTrain.MiniBatchFeedDict method)
(UCTB.train.MiniBatchTrain.MiniBatchTrain method)
(UCTB.train.MiniBatchTrain.MiniBatchTrainMultiData method)
rmse() (in module UCTB.evaluation.metric)
S
save() (UCTB.model_unit.BaseModel.BaseModel method)
shuffle() (UCTB.train.MiniBatchTrain.MiniBatchFeedDict static method)
(UCTB.train.MiniBatchTrain.MiniBatchTrain static method)
(UCTB.train.MiniBatchTrain.MiniBatchTrainMultiData static method)
split_data() (UCTB.preprocess.preprocessor.SplitData static method)
split_feed_dict() (UCTB.preprocess.preprocessor.SplitData static method)
split_timesteps() (in module UCTB.model.GeoMAN)
SplitData (class in UCTB.preprocess.preprocessor)
ST_MGCN (class in UCTB.model.ST_MGCN)
ST_MoveSample (class in UCTB.preprocess.preprocessor)
ST_ResNet (class in UCTB.model.ST_ResNet)
state_size (UCTB.model_unit.DCRNN_CELL.DCGRUCell property)
station_number (UCTB.dataset.data_loader.NodeTrafficLoader attribute)
STMeta (class in UCTB.model.STMeta)
stop() (UCTB.train.EarlyStopping.EarlyStopping method)
(UCTB.train.EarlyStopping.EarlyStoppingTTest method)
T
time_fitness (UCTB.dataset.dataset.DataSet attribute)
time_range (UCTB.dataset.dataset.DataSet attribute)
train_closeness (UCTB.dataset.data_loader.NodeTrafficLoader attribute)
train_y (UCTB.dataset.data_loader.NodeTrafficLoader attribute)
U
UCTB
module
UCTB.dataset.data_loader
module
UCTB.dataset.dataset
module
UCTB.evaluation.metric
module
UCTB.model.ARIMA
module
UCTB.model.DCRNN
module
UCTB.model.DeepST
module
UCTB.model.GeoMAN
module
UCTB.model.HM
module
UCTB.model.ST_MGCN
module
UCTB.model.ST_ResNet
module
UCTB.model.STMeta
module
UCTB.model.XGBoost
module
UCTB.model_unit.BaseModel
module
UCTB.model_unit.DCRNN_CELL
module
UCTB.model_unit.GraphModelLayers
module
UCTB.model_unit.ST_RNN
module
UCTB.preprocess.GraphGenerator
module
UCTB.preprocess.preprocessor
module
UCTB.preprocess.time_utils
module
UCTB.train.EarlyStopping
module
UCTB.train.MiniBatchTrain
module
UCTB.utils.multi_threads
module
X
XGBoost (class in UCTB.model.XGBoost)