Summary of SHL Challenge 2023: Recognizing Locomotion and Transportation Mode from GPS and Motion Sensors

Author:

Wang Lin1ORCID,Gjoreski Hristijan2ORCID,Ciliberto Mathias3ORCID,Lago Paula4ORCID,Murao Kazuya5ORCID,Okita Tsuyoshi6ORCID,Roggen Daniel3ORCID

Affiliation:

1. Queen Mary University of London, United Kingdom

2. Ss. Cyril and Methodius University in Skopje, Macedonia, The Former Yugoslav Republic of

3. University of Sussex, United Kingdom

4. Concordia University, Canada

5. Ritsumeikan University, Japan

6. Kyushu Institute of Technology, Japan

Publisher

ACM

Reference48 articles.

1. Multimodal Sensor Data Fusion and Ensemble Modeling for Human Locomotion Activity Recognition

2. [ 2 ] S. Huang , User-independent Motion and Location Analysis for Sussex-Huawei Locomotion Data . Proc. UbiComp/ISWC 2023 . [2] S. Huang, et al. User-independent Motion and Location Analysis for Sussex-Huawei Locomotion Data. Proc. UbiComp/ISWC 2023.

3. Enhanced SHL Recognition Using Machine Learning and Deep Learning Models with Multi-source Data

4. Road Network Enhanced Transportation Mode Recognition with an Ensemble Machine Learning Model

5. Enhancing XGBoost with Heuristic Smoothing for Transportation Mode and Activity Recognition

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2. An Ensemble Framework Based on Fine Multi-Window Feature Engineering and Overfitting Prevention for Transportation Mode Recognition;Adjunct Proceedings of the 2023 ACM International Joint Conference on Pervasive and Ubiquitous Computing & the 2023 ACM International Symposium on Wearable Computing;2023-10-08

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4. Multimodal Sensor Data Fusion and Ensemble Modeling for Human Locomotion Activity Recognition;Adjunct Proceedings of the 2023 ACM International Joint Conference on Pervasive and Ubiquitous Computing & the 2023 ACM International Symposium on Wearable Computing;2023-10-08

5. Enhancing XGBoost with Heuristic Smoothing for Transportation Mode and Activity Recognition;Adjunct Proceedings of the 2023 ACM International Joint Conference on Pervasive and Ubiquitous Computing & the 2023 ACM International Symposium on Wearable Computing;2023-10-08

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