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Rajbir Singh Nirwan

2 accepted papers

2023

Coherent Probabilistic Forecasting of Temporal Hierarchies

AISTATS 2023poster

Forecasts at different time granularities are required in practice for addressing various business problems starting from short-term operational to medium-term tactical and to long-term strategic planning. These forecasting problems are usually treated independently by learning different ML models w…

Cited by 20SourcePDFScholar
2022

PSA-GAN: Progressive Self Attention GANs for Synthetic Time Series

ICLR 2022poster

Realistic synthetic time series data of sufficient length enables practical applications in time series modeling tasks, such as forecasting, but remains a challenge. In this paper we present PSA-GAN, a generative adversarial network (GAN) that generates long time series samples of high quality using…