From the 1 of 3 linked papers with an AI index.
3 papers
stat.ML2026
Long-Memory Reservoir Computing for Data-Scarce Dengue Forecasting
Rahul Goswami, Shinjini Paul, Palash Ghosh +1
The paper proposes reservoir‑computing models that incorporate long‑memory dynamics to improve dengue case forecasts when only short, noisy time series are available.
cs.LG2026
Deep Generative Transformers for Probabilistic Time Series and Spatiotemporal Forecasting
Rajdeep Pathak, Rahul Goswami, Madhurima Panja +2
Reliable uncertainty quantification is paramount for forecasting multivariate time series and spatiotemporal data. While Transformer architectures excel at sequence modeling, curre…
stat.ML2024
A Penalized Shared-parameter Algorithm for Estimating Optimal Dynamic Treatment Regimens
Palash Ghosh, Xinru Wang, Trikay Nalamada +3
A dynamic treatment regimen (DTR) is a set of decision rules to personalize treatments for an individual using their medical history. The Q-learning-based Q-shared algorithm has be…