Explainable Multivariate Time Series Classification: A Deep Neural
Network Which Learns To Attend To Important Variables As Well As Informative
Time Intervals

Explainable Multivariate Time Series Classification: A Deep Neural Network Which Learns To Attend To Important Variables As Well As Informative Time Intervals

23 November 2020

Vasant Honavar

Papers citing "Explainable Multivariate Time Series Classification: A Deep Neural Network Which Learns To Attend To Important Variables As Well As Informative Time Intervals"

14 / 14 papers shown

Title
An Ontology-Aware Framework for Audio Event Classification Yiwei Sun Shabnam Ghaffarzadegan 18 23 0 27 Jan 2020
Joint Modeling of Local and Global Temporal Dynamics for Multivariate Time Series Forecasting with Missing Values Xianfeng Tang Huaxiu Yao Yiwei Sun Charu C. Aggarwal P. Mitra Suhang Wang AI4TS 50 117 0 22 Nov 2019
MEGAN: A Generative Adversarial Network for Multi-View Network Embedding Yiwei Sun Suhang Wang Tsung-Yu Hsieh Xianfeng Tang Vasant Honavar GAN 24 44 0 20 Aug 2019
Exploring Interpretable LSTM Neural Networks over Multi-Variable Data Tian Guo Tao R. Lin Nino Antulov-Fantulin AI4TS 40 155 0 28 May 2019
Deep learning for time series classification: a review Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS AI4CE 201 2,668 0 12 Sep 2018
RAIM: Recurrent Attentive and Intensive Model of Multimodal Patient Monitoring Data Yanbo Xu Siddharth Biswal S. Deshpande K. Maher Jimeng Sun 38 164 0 23 Jul 2018
A review on distance based time series classification A. Abanda U. Mori Jose A. Lozano AI4TS 28 248 0 12 Jun 2018
A Survey Of Methods For Explaining Black Box Models Riccardo Guidotti A. Monreale Salvatore Ruggieri Franco Turini D. Pedreschi F. Giannotti XAI 67 3,922 0 06 Feb 2018
Beyond Word Importance: Contextual Decomposition to Extract Interactions from LSTMs W. James Murdoch Peter J. Liu Bin Yu 45 209 0 16 Jan 2018
Learning Important Features Through Propagating Activation Differences Avanti Shrikumar Peyton Greenside A. Kundaje FAtt 62 3,848 0 10 Apr 2017
WaveNet: A Generative Model for Raw Audio Aaron van den Oord Sander Dieleman Heiga Zen Karen Simonyan Oriol Vinyals Alex Graves Nal Kalchbrenner A. Senior Koray Kavukcuoglu DiffM 210 7,361 0 12 Sep 2016
Not Just a Black Box: Learning Important Features Through Propagating Activation Differences Avanti Shrikumar Peyton Greenside A. Shcherbina A. Kundaje FAtt 36 782 0 05 May 2016
Highly comparative feature-based time-series classification Ben D. Fulcher N. Jones AI4TS 25 313 0 15 Jan 2014
Visualizing and Understanding Convolutional Networks Matthew D. Zeiler Rob Fergus FAtt SSL 133 15,825 0 12 Nov 2013