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"

13 / 13 papers shown

Title
An Ontology-Aware Framework for Audio Event Classification Yiwei Sun Shabnam Ghaffarzadegan 16 23 0 27 Jan 2020
MEGAN: A Generative Adversarial Network for Multi-View Network Embedding Yiwei Sun Suhang Wang Tsung-Yu Hsieh Xianfeng Tang Vasant Honavar GAN 22 44 0 20 Aug 2019
Exploring Interpretable LSTM Neural Networks over Multi-Variable Data Tian Guo Tao R. Lin Nino Antulov-Fantulin AI4TS 38 155 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 165 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 27 164 0 23 Jul 2018
A review on distance based time series classification A. Abanda U. Mori Jose A. Lozano AI4TS 24 248 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 58 3,922 0 06 Feb 2018
Beyond Word Importance: Contextual Decomposition to Extract Interactions from LSTMs W. James Murdoch Peter J. Liu Bin Yu 34 209 0 16 Jan 2018
Learning Important Features Through Propagating Activation Differences Avanti Shrikumar Peyton Greenside A. Kundaje FAtt 42 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 170 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 24 782 0 05 May 2016
Highly comparative feature-based time-series classification Ben D. Fulcher N. Jones AI4TS 23 313 0 15 Jan 2014
Visualizing and Understanding Convolutional Networks Matthew D. Zeiler Rob Fergus FAtt SSL 36 15,825 0 12 Nov 2013

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