Unsupervised Scalable Representation Learning for Multivariate Time
Series

Unsupervised Scalable Representation Learning for Multivariate Time Series

30 January 2019

Jean-Yves Franceschi

Aymeric Dieuleveut

Papers citing "Unsupervised Scalable Representation Learning for Multivariate Time Series"

19 / 69 papers shown

Title
Flowformer: Linearizing Transformers with Conservation Flows Haixu Wu Jialong Wu Jiehui Xu Jianmin Wang Mingsheng Long 14 90 0 13 Feb 2022
Unsupervised Time-Series Representation Learning with Iterative Bilinear Temporal-Spectral Fusion Ling Yang linda Qiao AI4TS 25 119 0 08 Feb 2022
Deep Efficient Continuous Manifold Learning for Time Series Modeling Seungwoo Jeong Wonjun Ko A. Mulyadi Heung-Il Suk AI4TS 29 8 0 03 Dec 2021
Unsupervised Visual Time-Series Representation Learning and Clustering G. Anand R. Nayak AI4TS 19 4 0 19 Nov 2021
Self-Supervised Representation Learning: Introduction, Advances and Challenges Linus Ericsson Henry Gouk Chen Change Loy Timothy M. Hospedales SSL OOD AI4TS 34 273 0 18 Oct 2021
SMATE: Semi-Supervised Spatio-Temporal Representation Learning on Multivariate Time Series Jingwei Zuo K. Zeitouni Y. Taher AI4TS 34 17 0 01 Oct 2021
Improving Semi-Supervised Learning for Remaining Useful Lifetime Estimation Through Self-Supervision Tilman Krokotsch M. Knaak C. Gühmann 8 22 0 19 Aug 2021
Neural Contextual Anomaly Detection for Time Series Chris U. Carmona Franccois-Xavier Aubet Valentin Flunkert Jan Gasthaus BDL AI4TS 59 63 0 16 Jul 2021
Time-Series Representation Learning via Temporal and Contextual Contrasting Emadeldeen Eldele Mohamed Ragab Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li Cuntai Guan AI4TS 40 491 0 26 Jun 2021
Neighborhood Contrastive Learning Applied to Online Patient Monitoring Hugo Yèche Gideon Dresdner Francesco Locatello Matthias Huser Gunnar Rätsch 21 46 0 09 Jun 2021
Signal Transformer: Complex-valued Attention and Meta-Learning for Signal Recognition Yihong Dong Ying Peng Muqiao Yang Songtao Lu Qingjiang Shi 40 9 0 05 Jun 2021
Unsupervised Representation Learning for Time Series with Temporal Neighborhood Coding S. Tonekaboni Danny Eytan Anna Goldenberg CML SSL AI4TS 25 283 0 01 Jun 2021
Eye Know You: Metric Learning for End-to-end Biometric Authentication Using Eye Movements from a Longitudinal Dataset D. Lohr Henry K. Griffith Oleg V. Komogortsev 37 29 0 21 Apr 2021
Time Series Change Point Detection with Self-Supervised Contrastive Predictive Coding Shohreh Deldari Daniel V. Smith Hao Xue Flora D. Salim AI4TS 27 107 0 28 Nov 2020
WRSE -- a non-parametric weighted-resolution ensemble for predicting individual survival distributions in the ICU Jonathan Heitz Joanna Ficek M. Faltys T. Merz Gunnar Rätsch Matthias Huser 11 1 0 02 Nov 2020
TimeAutoML: Autonomous Representation Learning for Multivariate Irregularly Sampled Time Series Yang Jiao Kai Yang Shaoyu Dou Pan Luo Sijia Liu Dongjin Song AI4TS 16 6 0 04 Oct 2020
Deep learning for time series classification Hassan Ismail Fawaz BDL AI4TS 43 35 0 01 Oct 2020
Deep Learning for Time Series Forecasting: Tutorial and Literature Survey Konstantinos Benidis Syama Sundar Rangapuram Valentin Flunkert Bernie Wang Danielle C. Maddix ... David Salinas Lorenzo Stella François-Xavier Aubet Laurent Callot Tim Januschowski AI4TS 25 176 0 21 Apr 2020
On the Relationship between Self-Attention and Convolutional Layers Jean-Baptiste Cordonnier Andreas Loukas Martin Jaggi 19 520 0 08 Nov 2019