T-CGAN: Conditional Generative Adversarial Network for Data Augmentation
in Noisy Time Series with Irregular Sampling

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T-CGAN: Conditional Generative Adversarial Network for Data Augmentation in Noisy Time Series with Irregular Sampling

20 November 2018

Giorgia Ramponi

Marco Brambilla

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Papers citing "T-CGAN: Conditional Generative Adversarial Network for Data Augmentation in Noisy Time Series with Irregular Sampling"

15 / 15 papers shown

Title
IMUTube: Automatic Extraction of Virtual on-body Accelerometry from Video for Human Activity Recognition Hyeokhyen Kwon C. Tong H. Haresamudram Yan Gao G. Abowd Nicholas D. Lane Thomas Ploetz 116 88 0 29 May 2020
Data augmentation using synthetic data for time series classification with deep residual networks Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller 75 145 0 07 Aug 2018
GAIN: Missing Data Imputation using Generative Adversarial Nets Jinsung Yoon James Jordon M. Schaar GAN 68 1,029 0 07 Jun 2018
The Effectiveness of Data Augmentation in Image Classification using Deep Learning Luis Perez Jason Wang 92 2,794 0 13 Dec 2017
Real-valued (Medical) Time Series Generation with Recurrent Conditional GANs Cristóbal Esteban Stephanie L. Hyland Gunnar Rätsch GAN SyDa MedIm 123 794 0 08 Jun 2017
Data Augmentation of Wearable Sensor Data for Parkinson's Disease Monitoring using Convolutional Neural Networks T. T. Um Franz MJ Pfister Daniel C. Pichler Satoshi Endo Muriel Lang Sandra Hirche U. Fietzek Dana Kulić 98 684 0 02 Jun 2017
Improving Neural Machine Translation with Conditional Sequence Generative Adversarial Nets Zhen-Le Yang Wei Chen Feng Wang Bo Xu GAN AI4CE 89 170 0 15 Mar 2017
Adversarial Learning for Neural Dialogue Generation Jiwei Li Will Monroe Tianlin Shi Sébastien Jean Alan Ritter Dan Jurafsky 95 899 0 23 Jan 2017
C-RNN-GAN: Continuous recurrent neural networks with adversarial training Olof Mogren GAN 123 520 0 29 Nov 2016
Understanding deep learning requires rethinking generalization Chiyuan Zhang Samy Bengio Moritz Hardt Benjamin Recht Oriol Vinyals HAI 356 4,638 0 10 Nov 2016
SeqGAN: Sequence Generative Adversarial Nets with Policy Gradient Lantao Yu Weinan Zhang Jun Wang Yong Yu GAN 72 2,409 0 18 Sep 2016
Multi-Scale Convolutional Neural Networks for Time Series Classification Zhicheng Cui Wenlin Chen Yixin Chen 68 565 0 22 Mar 2016
The Great Time Series Classification Bake Off: An Experimental Evaluation of Recently Proposed Algorithms. Extended Version A. Bagnall A. Bostrom J. Large Jason Lines AI4TS 66 113 0 04 Feb 2016
Conditional Generative Adversarial Nets M. Berk Mirza Simon Osindero GAN SyDa AI4CE 272 10,438 0 06 Nov 2014
Finding Anomalous Periodic Time Series: An Application to Catalogs of Periodic Variable Stars U. Rebbapragada P. Protopapas C. Brodley Charles R. Alcock AI4TS 72 134 0 21 May 2009

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