Explainable Failure Predictions with RNN Classifiers based on Time Series Data

20 January 2019

Papers citing "Explainable Failure Predictions with RNN Classifiers based on Time Series Data"

13 / 13 papers shown

Title
Explainable time series tweaking via irreversible and reversible temporal transformations Isak Karlsson J. Rebane P. Papapetrou Aristides Gionis AI4TS 37 29 0 13 Sep 2018
The Challenge of Crafting Intelligible Intelligence Daniel S. Weld Gagan Bansal 56 244 0 09 Mar 2018
Anomaly Detection using One-Class Neural Networks Raghavendra Chalapathy A. Menon Sanjay Chawla UQCV 53 396 0 18 Feb 2018
LSTM Fully Convolutional Networks for Time Series Classification Fazle Karim Somshubra Majumdar H. Darabi Shun Chen AIMat AI4TS 56 1,106 0 08 Sep 2017
Interpretable Categorization of Heterogeneous Time Series Data Ritchie Lee Mykel J. Kochenderfer Ole J. Mengshoel Joshua Silbermann 48 28 0 30 Aug 2017
A glass-box interactive machine learning approach for solving NP-hard problems with the human-in-the-loop Andreas Holzinger M. Plass K. Holzinger G. Crişan Camelia-M. Pintea Vasile Palade 58 93 0 03 Aug 2017
Time-Dependent Representation for Neural Event Sequence Prediction Yang Li Nan Du Samy Bengio AI4TS 47 59 0 31 Jul 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 722 132,199 0 12 Jun 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 121 1,249 0 19 Aug 2016
Recurrent Neural Networks for Multivariate Time Series with Missing Values Zhengping Che S. Purushotham Kyunghyun Cho David Sontag Yan Liu AI4TS 310 1,939 0 06 Jun 2016
"Why Should I Trust You?": Explaining the Predictions of Any Classifier Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 1.2K 16,990 0 16 Feb 2016
Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation Kyunghyun Cho B. V. Merrienboer Çağlar Gülçehre Dzmitry Bahdanau Fethi Bougares Holger Schwenk Yoshua Bengio AIMat 1.1K 23,370 0 03 Jun 2014
Representation Learning: A Review and New Perspectives Yoshua Bengio Aaron Courville Pascal Vincent OOD SSL 269 12,456 0 24 Jun 2012