{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/time-series-classification-with-random","title":"Time series classification with random convolution kernels based transforms: pooling operators and input representations matter","arxiv_id":"2409.01115","date":"2024-09-02","proceeding":null,"authors":["Mouhamadou Mansour Lo","Gildas Morvan","Mathieu Rossi","Fabrice Morganti","David Mercier"],"abstract":"This article presents a new approach based on MiniRocket, called SelF-Rocket, for fast time series classification (TSC). Unlike existing approaches based on random convolution kernels, it dynamically selects the best couple of input representations and pooling operator during the training process. SelF-Rocket achieves state-of-the-art accuracy on the University of California Riverside (UCR) TSC benchmark datasets.","url_abs":"https://arxiv.org/abs/2409.01115v1","url_pdf":"https://arxiv.org/pdf/2409.01115v1.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"time-series-classification-with-random","repo_url":"https://github.com/ANR-MYEL/SelF-Rocket","is_official":1,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":null},{"paper_slug":"time-series-classification-with-random","repo_url":"https://github.com/msd-irimas/multi_comparison_matrix","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"GPL-3.0"}}],"tasks":[{"task_slug":"time-series-1","task_name":"Time Series"},{"task_slug":"time-series-classification","task_name":"Time Series Classification"},{"task_slug":"feature-selection","task_name":"feature selection"}],"methods":[{"method_slug":"rocket","method_name":"ROCKET"}],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}