dCAM: Dimension-wise Class Activation Map for Explaining Multivariate Data Series Classification

25 July 2022

Papers citing "dCAM: Dimension-wise Class Activation Map for Explaining Multivariate Data Series Classification"

25 / 25 papers shown

Title
Series2Graph: Graph-based Subsequence Anomaly Detection for Time Series Paul Boniol Themis Palpanas AI4TS 40 52 0 25 Jul 2022
Benchmarking Deep Learning Interpretability in Time Series Predictions Aya Abdelsalam Ismail Mohamed K. Gunady H. C. Bravo Soheil Feizi XAI AI4TS FAtt 49 172 0 26 Oct 2020
Deep learning for time series classification Hassan Ismail Fawaz BDL AI4TS 73 36 0 01 Oct 2020
Benchmarking Multivariate Time Series Classification Algorithms Alejandro Pasos Ruiz Michael Flynn A. Bagnall AI4TS 70 376 0 26 Jul 2020
Ensemble Grammar Induction For Detecting Anomalies in Time Series Yifeng Gao Jessica Lin C. Brif AI4TS 40 11 0 29 Jan 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 499 42,449 0 03 Dec 2019
ROCKET: Exceptionally fast and accurate time series classification using random convolutional kernels Angus Dempster Franccois Petitjean Geoffrey I. Webb AI4TS 78 778 0 29 Oct 2019
InceptionTime: Finding AlexNet for Time Series Classification Hassan Ismail Fawaz Benjamin Lucas Germain Forestier Charlotte Pelletier Daniel F. Schmidt J. Weber Geoffrey I. Webb L. Idoumghar Pierre-Alain Muller Franccois Petitjean AI4TS 170 1,105 0 11 Sep 2019
TEASER: Early and Accurate Time Series Classification Patrick Schäfer Ulf Leser AI4TS 42 62 0 09 Aug 2019
TS-CHIEF: A Scalable and Accurate Forest Algorithm for Time Series Classification Ahmed Shifaz Charlotte Pelletier F. Petitjean Geoffrey I. Webb AI4TS 67 184 0 25 Jun 2019
A Deep Neural Network for Unsupervised Anomaly Detection and Diagnosis in Multivariate Time Series Data Chuxu Zhang Dongjin Song Yuncong Chen Xinyang Feng C. Lumezanu Wei Cheng Jingchao Ni Bo Zong Haifeng Chen Nitesh Chawla AI4TS 164 700 0 20 Nov 2018
The UCR Time Series Archive Hoang Anh Dau A. Bagnall Kaveh Kamgar Chin-Chia Michael Yeh Yan Zhu Shaghayegh Gharghabi C. Ratanamahatana Eamonn Keogh 64 830 0 17 Oct 2018
Deep learning for time series classification: a review Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS AI4CE 313 2,698 0 12 Sep 2018
Proximity Forest: An effective and scalable distance-based classifier for time series Benjamin Lucas Ahmed Shifaz Charlotte Pelletier Lachlan O’Neill Nayyar Zaidi Bart Goethals F. Petitjean Geoffrey I. Webb AI4TS 130 164 0 31 Aug 2018
Multilevel Wavelet Decomposition Network for Interpretable Time Series Analysis Jingyuan Wang Ze Wang Jianfeng Li Junjie Wu AI4TS 40 192 0 23 Jun 2018
Evaluating surgical skills from kinematic data using convolutional neural networks Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller 43 105 0 07 Jun 2018
Towards a universal neural network encoder for time series Joan Serrà Santiago Pascual Alexandros Karatzoglou AI4TS 71 122 0 10 May 2018
Fast and Accurate Time Series Classification with WEASEL Patrick Schäfer Ulf Leser 78 242 0 26 Jan 2017
Time Series Classification from Scratch with Deep Neural Networks: A Strong Baseline Zhiguang Wang Weizhong Yan Tim Oates AI4TS 66 1,658 0 20 Nov 2016
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization Ramprasaath R. Selvaraju Michael Cogswell Abhishek Das Ramakrishna Vedantam Devi Parikh Dhruv Batra FAtt 303 20,023 0 07 Oct 2016
Multi-Scale Convolutional Neural Networks for Time Series Classification Zhicheng Cui Wenlin Chen Yixin Chen 41 566 0 22 Mar 2016
Learning Deep Features for Discriminative Localization Bolei Zhou A. Khosla Àgata Lapedriza A. Oliva Antonio Torralba SSL SSeg FAtt 250 9,319 0 14 Dec 2015
Empirical Evaluation of Rectified Activations in Convolutional Network Bing Xu Naiyan Wang Tianqi Chen Mu Li 135 2,912 0 05 May 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.8K 150,115 0 22 Dec 2014
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 1.0K 23,354 0 03 Jun 2014