1 citations · 1 across the 2 of their papers we have counts for
2 papers
cs.LG2026
Barrier-enforced multi-objective optimization for direct point and sharp interval forecasting
Worachit Amnuaypongsa, Yotsapat Suparanonrat, Pana Wanitchollakit +1
This paper proposes a multi-step probabilistic forecasting framework using a single neural-network based model to generate simultaneous point and interval forecasts. Our approach e…
cs.LG2024★ 1 cited
Large width penalization for neural network-based prediction interval estimation
Worachit Amnuaypongsa, Jitkomut Songsiri
Forecasting accuracy in highly uncertain environments is challenging due to the stochastic nature of systems. Deterministic forecasting provides only point estimates and cannot cap…