Deep Explicit Duration Switching Models for Time Series

Deep Explicit Duration Switching Models for Time Series

26 October 2021

Abdul Fatir Ansari

Konstantinos Benidis

Ali Caner Turkmen

Tim Januschowski

Papers citing "Deep Explicit Duration Switching Models for Time Series"

14 / 14 papers shown

Title
Continuous Locomotive Crowd Behavior Generation Inhwan Bae Junoh Lee Hae-Gon Jeon 31 0 0 07 Apr 2025
Bayesian Inference in Recurrent Explicit Duration Switching Linear Dynamical Systems Mikołaj Słupiński Piotr Lipiński BDL 14 0 0 06 Nov 2024
MBDS: A Multi-Body Dynamics Simulation Dataset for Graph Networks Simulators Sheng Yang Fengge Wu Junsuo Zhao AI4CE 23 0 0 04 Oct 2024
Amortized Equation Discovery in Hybrid Dynamical Systems Yongtuo Liu Sara Magliacane Miltiadis Kofinas E. Gavves 23 2 0 06 Jun 2024
Towards Dynamic Trend Filtering through Trend Point Detection with Reinforcement Learning Jihyeon Seong Sekwang Oh Jaesik Choi AI4TS 47 0 0 06 Jun 2024
T-SaS: Toward Shift-aware Dynamic Adaptation for Streaming Data Weijieying Ren Tianxiang Zhao Wei Qin Kunpeng Liu TTA AI4TS 21 5 0 05 Sep 2023
Graph Switching Dynamical Systems Yongtuo Liu Sara Magliacane Miltiadis Kofinas E. Gavves 52 7 0 01 Jun 2023
On the Identifiability of Switching Dynamical Systems Carles Balsells-Rodas Yixin Wang Yingzhen Li 32 4 0 25 May 2023
Neural Continuous-Discrete State Space Models for Irregularly-Sampled Time Series Abdul Fatir Ansari Alvin Heng Andre Lim Harold Soh BDL AI4TS 30 15 0 26 Jan 2023
WaveBound: Dynamic Error Bounds for Stable Time Series Forecasting Youngin Cho Daejin Kim Dongmin Kim Mohammad Azam Khan Jaegul Choo AI4TS 28 3 0 25 Oct 2022
DynaConF: Dynamic Forecasting of Non-Stationary Time Series Siqi Liu Andreas M. Lehrmann BDL AI4TS 23 2 0 17 Sep 2022
Learning Mixtures of Linear Dynamical Systems Yanxi Chen H. Vincent Poor 20 17 0 26 Jan 2022
Deep Learning for Time Series Forecasting: Tutorial and Literature Survey Konstantinos Benidis Syama Sundar Rangapuram Valentin Flunkert Bernie Wang Danielle C. Maddix ... David Salinas Lorenzo Stella François-Xavier Aubet Laurent Callot Tim Januschowski AI4TS 25 176 0 21 Apr 2020
Recurrent switching linear dynamical systems Scott W. Linderman Andrew C. Miller Ryan P. Adams David M. Blei Liam Paninski Matthew J. Johnson 36 69 0 26 Oct 2016