Channel-wise Influence: Estimating Data Influence for Multivariate Time
Series

Channel-wise Influence: Estimating Data Influence for Multivariate Time Series

27 August 2024

Bo Chen

Papers citing "Channel-wise Influence: Estimating Data Influence for Multivariate Time Series"

8 / 8 papers shown

Title
iTransformer: Inverted Transformers Are Effective for Time Series Forecasting Yong Liu Tengge Hu Haoran Zhang Haixu Wu Shiyu Wang Lintao Ma Mingsheng Long AI4TS 49 520 0 10 Oct 2023
TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis Haixu Wu Teng Hu Yong Liu Hang Zhou Jianmin Wang Mingsheng Long AI4TS AIFin 127 786 0 05 Oct 2022
Graph Neural Network-Based Anomaly Detection in Multivariate Time Series Ailin Deng Bryan Hooi AI4TS 61 873 0 13 Jun 2021
Current Time Series Anomaly Detection Benchmarks are Flawed and are Creating the Illusion of Progress R. Wu Eamonn J. Keogh AI4TS 58 203 0 29 Sep 2020
Multi-Stage Influence Function Hongge Chen Si Si Yongqian Li Ciprian Chelba Sanjiv Kumar Duane S. Boning Cho-Jui Hsieh TDI 41 17 0 17 Jul 2020
Estimating Training Data Influence by Tracing Gradient Descent G. Pruthi Frederick Liu Mukund Sundararajan Satyen Kale TDI 72 407 0 19 Feb 2020
Understanding Black-box Predictions via Influence Functions Pang Wei Koh Percy Liang TDI 187 2,882 0 14 Mar 2017
RETAIN: An Interpretable Predictive Model for Healthcare using Reverse Time Attention Mechanism Edward Choi M. T. Bahadori Joshua A. Kulas A. Schuetz Walter F. Stewart Jimeng Sun AI4TS 112 1,245 0 19 Aug 2016