Representation Learning for Wearable-Based Applications in the Case of
Missing Data

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Representation Learning for Wearable-Based Applications in the Case of Missing Data

8 January 2024

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Papers citing "Representation Learning for Wearable-Based Applications in the Case of Missing Data"

13 / 13 papers shown

Title
CroSSL: Cross-modal Self-Supervised Learning for Time-series through Latent Masking Shohreh Deldari Dimitris Spathis Mohammad Malekzadeh F. Kawsar Flora D. Salim Akhil Mathur 73 19 0 31 Jul 2023
Automatic Sleep Scoring from Large-scale Multi-channel Pediatric EEG Harlin Lee Aaqib Saeed 41 3 0 30 Jun 2022
Beyond Just Vision: A Review on Self-Supervised Representation Learning on Multimodal and Temporal Data Shohreh Deldari Hao Xue Aaqib Saeed Jiayuan He Daniel V. Smith Flora D. Salim AI4TS 58 37 0 06 Jun 2022
Self-supervised Pretraining and Transfer Learning Enable Flu and COVID-19 Predictions in Small Mobile Sensing Datasets Michael Merrill Tim Althoff AI4TS 66 14 0 26 May 2022
Assessing the State of Self-Supervised Human Activity Recognition using Wearables H. Haresamudram Irfan Essa Thomas Plötz SSL 77 90 0 22 Feb 2022
SAITS: Self-Attention-based Imputation for Time Series Wenjie Du David Cote Yang Liu AI4TS 68 251 0 17 Feb 2022
CSDI: Conditional Score-based Diffusion Models for Probabilistic Time Series Imputation Y. Tashiro Jiaming Song Yang Song Stefano Ermon BDL DiffM 55 540 0 07 Jul 2021
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 657 41,103 0 22 Oct 2020
Sense and Learn: Self-Supervision for Omnipresent Sensors Aaqib Saeed Victor Ungureanu Beat Gfeller OOD SSL 52 41 0 28 Sep 2020
Deep Learning for Sensor-based Human Activity Recognition: Overview, Challenges and Opportunities Kaixuan Chen Dalin Zhang Lina Yao Bin Guo Zhiwen Yu Yunhao Liu HAI 62 632 0 21 Jan 2020
Set Functions for Time Series Max Horn Michael Moor Christian Bock Bastian Rieck Karsten Borgwardt AI4TS 91 152 0 26 Sep 2019
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 701 131,652 0 12 Jun 2017
Ensembles of Deep LSTM Learners for Activity Recognition using Wearables Yu Guan T. Plötz HAI 54 463 0 28 Mar 2017

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