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