TSViz: Demystification of Deep Learning Models for Time-Series Analysis

TSViz: Demystification of Deep Learning Models for Time-Series Analysis

This paper presents a novel framework for the demystification of convolutional deep learning models for time-series analysis. This is a step toward making informed/explainable decisions in the domain of time series, powered by deep learning. There have been numerous efforts to increase the interpret...

Disgrifiad llawn

Manylion Llyfryddiaeth
Prif Awduron:	Shoaib Ahmed Siddiqui, Dominique Mercier, Mohsin Munir, Andreas Dengel, Sheraz Ahmed
Fformat:	Erthygl
Iaith:	English
Cyhoeddwyd:	IEEE 2019-01-01
Cyfres:	IEEE Access
Pynciau:	Deep learning representation learning convolutional neural networks time-series analysis time-series forecasting feature importance
Mynediad Ar-lein:	https://ieeexplore.ieee.org/document/8695734/

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Recurrent neural networks for time series prediction
gan: Perez Orozco, B
Cyhoeddwyd: (2019)

Forecasting and time series analysis /
gan: 246766 Montgomery, Douglas C., et al.
Cyhoeddwyd: (1976)

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gan: 246766 Montgomery, Douglas C., et al.
Cyhoeddwyd: (1990)

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Cyhoeddwyd: (2019-04-01)

Introduction to time series analysis and forecasting /
gan: 246766 Montgomery, Douglas C., et al.
Cyhoeddwyd: (2008)

Time series and forecasting : an applied approach /
gan: 186292 Bowerman, Bruce L., et al.
Cyhoeddwyd: (1979)

Forecasting and time series : an applied approach /
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Cyhoeddwyd: (1993)

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Cyhoeddwyd: (2005)

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