What Makes Good Contrastive Learning on Small-Scale Wearable-based Tasks?

Author:

Qian Hangwei1,Tian Tian1,Miao Chunyan1

Affiliation:

1. Nanyang Technological University, Singapore, Singapore

Publisher

ACM

Reference46 articles.

1. Rishabh Agarwal , Marlos C. Machado , Pablo Samuel Castro, and Marc G. Bellemare . 2021 . Contrastive Behavioral Similarity Embeddings for Generalization in Reinforcement Learning. In ICLR. OpenReview .net. Rishabh Agarwal, Marlos C. Machado, Pablo Samuel Castro, and Marc G. Bellemare. 2021. Contrastive Behavioral Similarity Embeddings for Generalization in Reinforcement Learning. In ICLR. OpenReview.net.

2. Davide Anguita , Alessandro Ghio , Luca Oneto , Xavier Parra , and Jorge Luis Reyes-Ortiz . 2012. Human Activity Recognition on Smartphones Using a Multiclass Hardware-Friendly Support Vector Machine . In IWAAL. Springer , 216--223. Davide Anguita, Alessandro Ghio, Luca Oneto, Xavier Parra, and Jorge Luis Reyes-Ortiz. 2012. Human Activity Recognition on Smartphones Using a Multiclass Hardware-Friendly Support Vector Machine. In IWAAL. Springer, 216--223.

3. Ronald Newbold Bracewell and Ronald N Bracewell . 1986. The Fourier transform and its applications . Vol. 31999 . McGraw-Hill New York . Ronald Newbold Bracewell and Ronald N Bracewell. 1986. The Fourier transform and its applications. Vol. 31999. McGraw-Hill New York.

4. Davide Buffelli and Fabio Vandin . 2020. Attention-Based Deep Learning Framework for Human Activity Recognition with User Adaptation. CoRR , Vol. abs/ 2006 .03820 ( 2020 ). Davide Buffelli and Fabio Vandin. 2020. Attention-Based Deep Learning Framework for Human Activity Recognition with User Adaptation. CoRR, Vol. abs/2006.03820 (2020).

5. Mathilde Caron Ishan Misra Julien Mairal Priya Goyal Piotr Bojanowski and Armand Joulin. 2020. Unsupervised Learning of Visual Features by Contrasting Cluster Assignments. In NeurIPS. Mathilde Caron Ishan Misra Julien Mairal Priya Goyal Piotr Bojanowski and Armand Joulin. 2020. Unsupervised Learning of Visual Features by Contrasting Cluster Assignments. In NeurIPS.

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2. Auto-Augmentation Contrastive Learning for Wearable-based Human Activity Recognition;2023 IEEE International Conference on Bioinformatics and Biomedicine (BIBM);2023-12-05

3. More Reliable Neighborhood Contrastive Learning for Novel Class Discovery in Sensor-Based Human Activity Recognition;Sensors;2023-11-30

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