{"url":"/method/cnn-ts","slug":"cnn-ts","name":"CNN-TS","full_name":"A Deep Convolutional Neural Network for Time Series Classification with Intermediate Targets","full_name_withheld":false,"description_markdown":"CNN-TS: A Deep Convolutional Neural Network for Time Series Classification\r\n\r\nThis method leverages deep convolutional neural networks to classify time series data with intermediate targets. It is designed to improve accuracy in time series analysis.","description_state":"present","introduced_year":null,"introduced_by":{"title":"A Deep Convolutional Neural Network for Time Series Classification with Intermediate Targets","paper":"/paper/a-deep-convolutional-neural-network-for-time","first_author":"Aboozar Taherkhani","n_authors":3,"url_abs":null,"archive_paper_url":"https://paperswithcode.com/paper/a-deep-convolutional-neural-network-for-time"},"source":{"url":"https://link.springer.com/article/10.1007/s42979-023-02159-4","title":"A Deep Convolutional Neural Network for Time Series Classification with Intermediate Targets","url_on_a_paper_host":true},"code_snippet_url":null,"code_snippet_url_on_a_code_host":false,"categories":[{"area":"Sequential","area_id":"sequential","collection":"Time Series Analysis","url":"/methods/category/time-series-analysis","pwc_aliases":[]}],"n_papers_tagged":1,"archive_num_papers":1,"papers_newest_first":[{"paper":"/paper/a-deep-convolutional-neural-network-for-time","title":"A Deep Convolutional Neural Network for Time Series Classification with Intermediate Targets","date":"2023-10-28","arxiv_id":null,"n_code_links":1,"syntology":null}],"papers_shown":1,"tasks":[{"task":"/task/time-series-1","name":"Time Series","papers":1},{"task":"/task/time-series-classification","name":"Time Series Classification","papers":1}],"tasks_shown":2,"n_tasks":2,"usage_by_year":[{"year":"2023","papers":1}],"row_source":"methods_table","archive":{"source":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","archive_url":"https://paperswithcode.com/method/cnn-ts"},"syntology_read_at":"2026-09-24T18:15:14+00:00"}