a PM2.5 [42], b PM10 [42], c Temperature [43], d Bitcoin [44], e
![](https://www.researchgate.net/publication/357715425/figure/fig4/AS:1181545431863313@1658713791237/a-PM25-42-b-PM10-42-c-Temperature-43-d-Bitcoin-44-e-Simulated-and-f-Random.png)
![](https://i1.rgstatic.net/ii/profile.image/292805428695040-1446821662095_Q64/Sunirmal-Khatua.jpg)
Sarbani ROY, Professor, PhD, Jadavpur University, Kolkata
![](https://i1.rgstatic.net/publication/357715425_Improving_temporal_predictions_through_time-series_labeling_using_matrix_profile_and_motifs/links/61dc66204e4aff4a64315520/largepreview.png)
Improving temporal predictions through time-series labeling using
![](https://www.researchgate.net/publication/357715425/figure/fig2/AS:1181545431867402@1658713791156/Example-of-all-subsequences-falling-under-a-particular-type-or-label-of-time-series-chain_Q320.jpg)
a PM2.5 [42], b PM10 [42], c Temperature [43], d Bitcoin [44], e
![](https://i1.rgstatic.net/ii/profile.image/1012396504137732-1618385544977_Q64/Pratik_Saha3.jpg)
Improving temporal predictions through time-series labeling using
![](https://media.springernature.com/m685/springer-static/image/art%3A10.1007%2Fs00521-021-06744-7/MediaObjects/521_2021_6744_Fig5_HTML.png)
Improving temporal predictions through time-series labeling using
![](https://www.researchgate.net/publication/364478448/figure/tbl3/AS:11431281091142222@1666314137311/Performance-metrics-averaged-over-all-stations-city-wise-for-statistical-learning_Q320.jpg)
Pritthijit NATH, Research Assistant
![](https://www.researchgate.net/publication/357715425/figure/fig4/AS:1181545431863313@1658713791237/a-PM25-42-b-PM10-42-c-Temperature-43-d-Bitcoin-44-e-Simulated-and-f-Random_Q320.jpg)
a PM2.5 [42], b PM10 [42], c Temperature [43], d Bitcoin [44], e
![](https://www.researchgate.net/publication/377925169/figure/fig5/AS:11431281221921818@1706929645751/Performance-comparison-of-the-best-performing-models-with-the-existing-works_Q320.jpg)
Sarbani ROY, Professor, PhD, Jadavpur University, Kolkata
![](https://www.researchgate.net/publication/371966922/figure/fig4/AS:11431281171475090@1688178466506/Taylor-diagrams-comparing-various-deep-learning-methods-versus-PolTrans-for-a-Delhi-b_Q320.jpg)
Pritthijit NATH, Research Assistant
![](https://i1.rgstatic.net/ii/profile.image/936335837761539-1600251268560_Q64/Alket-Cecaj.jpg)
Improving temporal predictions through time-series labeling using
![](https://media.springernature.com/m685/springer-static/image/art%3A10.1007%2Fs00521-021-06744-7/MediaObjects/521_2021_6744_Fig7_HTML.png)
Improving temporal predictions through time-series labeling using