/Spatio-Temporal-Analysis-Telecom-Italia

Primary LanguageJupyter NotebookMIT LicenseMIT

Spatio-Temporal-Analysis-Telecom-Italia

Model Description

Model Name Type Data Type 30days-10mins 60days-10mins 60days-1hour
MAE| RMSE MAE| RMSE MAE| RMSE
HI Time Series Time Series 30.606| - 12.560| 17.628 90.631| 128.092
ARIMA Time Series Time Series 28.024| - -| - -| -
Theta Time Series Time Series 27.230| - -| - -| -
LSTM Time Series + Sliding Window 39.780| 88.138 -| - 227.606| 526.731
CNN-LSTM Spatio-temporal Sliding Window -| - -| - -| -
STN Spatio-temporal Sliding Window 25.843| 50.051 12.014| 22.443 96.799| 173.383
Vanilla TransformerE Time Series + Sliding Window 28.745| 54.207 -| - -| -
Informer Time Series + Sliding Window 26.003| 53.063 11.568 | 24.009 74.6274 | 171.131
StTran Spatio-temporal Sliding Window 27.875| 56.149 11.896| 24.597 -| -
ViT Spatio-temporal Sliding Window 25.414 | 53.514 -| - -| -
- - - - - -
MLP Time Series Full grid 26.562| 52.882 -| - -| -
ST-DenseNet Spatio-temporal Full grid 46.952| 154.664 33.475| 75.603 203.403| 517.890
MVSTGN Spatio-temporal Full grid 47.848| 147.858 16.973| 56.853 156.780| 408.457
STGCN Spatio-temporal Full grid 28.662| 58.667 14.742| 40.747 255.056| 480.541
ViT-Pyramid Spatio-temporal Full grid 27.115| 53.869 24.239| 41.66
ViT Spatio-temporal Full grid 25.84|51.563 11.649| 20.96 71.639| 164.173

Time Series Datasets

Subject Name Temporal Resolution Statistics Description Type
Traffic METR-LA 5 minutes (34,272, 207) traffic speed data MTS
Traffic PEMS-BAY 5 minutes (52,116, 326) Traffic speed and flow MTS
Traffic PEMS-2 5 minutes (61,056, 325) Traffic speeds MTS
Traffic LargeST 5 minutes (525,888, 8600) Traffic sensors MTS
Traffic TrafficBJ 5 minutes (21,600, 3126) Traffic speeds MTS
Traffic TaxiBJ 30 minutes 4*(7220, 2, 32, 32) Crowd flows Tensor
Traffic JONAS-NYC 30 minutes 2*(4800, 16, 8, 2) Demand & Supply Tensor
Traffic JONAS-DC 1 hour 2*(2400, 9, 12, 2) Demand & Supply Tensor
Traffic COVID-CHI 2 hours 3*(6600, 14, 8, 2) Demand & Supply Tensor
Traffic COVID-US 1 hour (4800, 51, 10) Travel purpose Tensor
Traffic BikeNYC -| - trip records from June,2013 to January,2024 Bike trip records Record
Traffic TaxiNYC -| - 22,394,490 trip records Taxi trip records Record
Finance M4 1 hour ~ 1 year 100,000 time series Time series TS
Finance M5 1 day (30490, 1947), (30490, 1919) (train & valid) Walmart sales forecast MTS
Finance NASDAQ 100 1 minute (391191, 104), (390191, 104) Stock prices MTS
Finance Stock Market Dataset 1 day 8049*(D, 7) NASDAQ stock prices MTS
Finance CrypTop12 1 day (1255, 12, 7)& Tweets NASDAQ stock prices Tensor
Finance stocknet-dataset 1 day (88, 731, 5) Stock price movement Tensor
Finance CSI300 1 day Stock market index TS
Telecom Milan&Trentino 15 minutes (T, 100, 100, 5) 5 types of CDRs Tensor
Health PTB-XL 2 ms, 10 ms Sample rate 100Hz, 500Hz for 10s ECG dataset TS
Health MIMIC-III various Clinical data Series
Health MIT-BIH Arrhythmia Database 2.78 ms 48 records, 2 input channels ECG dataset MTS
Health PTB Diagnostic ECG Database 1 ms 549 records, 16 input channels ECG dataset MTS
Weather Shifts-Weather -| - (3129592, 129) Weather prediction MTS
Energy ElectricityLoad 15 minutes (140256,370) Electricity consumption MTS