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To address this limitation, the integration of convolutional neural networks (CNNs) into time-series analysis has been explored, enhancing model performance and accuracy. This paper focuses on addressing these challenges by applying a modified InceptionTime model for time-series classification (TSC). Our study conducts an in-depth review and evaluation of existing deep learning techniques for TSC, exploring potential model combinations to improve accuracy. Specifically, we investigate the integration of CNN and RNN models, leveraging their strengths for both TSC and image processing tasks. Our proposed model, evaluated in the UCR-85 data set, shows significant improvements in accuracy and performance, offering a promising approach for complex time series analysis problems.<\/jats:p>","DOI":"10.1142\/s2196888824500234","type":"journal-article","created":{"date-parts":[[2024,12,11]],"date-time":"2024-12-11T03:36:24Z","timestamp":1733888184000},"page":"395-423","source":"Crossref","is-referenced-by-count":0,"title":["Enhancing Time-Series Classification with InceptionResNet: Integrating Deep Learning Techniques for Improved Performance"],"prefix":"10.1142","volume":"12","author":[{"given":"Nguyen Thanh","family":"Dang","sequence":"first","affiliation":[{"name":"Faculty Of Information Technology, HUTECH University, Ho Chi Minh City, Vietnam"}]},{"given":"Nguyen Dong","family":"Chau","sequence":"additional","affiliation":[{"name":"Faculty Of Information Technology, Ton Duc Thang University, Ho Chi Minh City, Vietnam"}]},{"given":"Vu Thi Thai","family":"Linh","sequence":"additional","affiliation":[{"name":"Faculty Of Information Technology, Ly Tu Trong College of Ho Chi Minh City, Ho Chi Minh City, Vietnam"}]},{"given":"Duong Hon","family":"Minh","sequence":"additional","affiliation":[{"name":"Faculty of Pharmacy, Nguyen Tat Thanh University, Ho Chi Minh City, Viet Nam"}]},{"given":"Nguyen Ngoc","family":"Thao","sequence":"additional","affiliation":[{"name":"Dong Nai Provincial Police, No. 161, Pham Van Thuan Street, Tan Tien Ward, Bien Hoa City, Dong Nai Province, Viet Nam"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4898-091X","authenticated-orcid":false,"given":"Thanh Q.","family":"Nguyen","sequence":"additional","affiliation":[{"name":"Institute of Interdisciplinary Social Sciences, Nguyen Tat Thanh University, Ho Chi Minh City 700000, Vietnam"}]}],"member":"219","published-online":{"date-parts":[[2025,1,17]]},"reference":[{"key":"S2196888824500234BIB001","doi-asserted-by":"publisher","DOI":"10.1201\/9781003254515-8"},{"key":"S2196888824500234BIB002","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3091162"},{"key":"S2196888824500234BIB003","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2021.02.046"},{"key":"S2196888824500234BIB004","doi-asserted-by":"publisher","DOI":"10.1007\/s10618-021-00745-9"},{"key":"S2196888824500234BIB005","doi-asserted-by":"publisher","DOI":"10.1007\/s42979-020-00180-5"},{"key":"S2196888824500234BIB006","doi-asserted-by":"publisher","DOI":"10.1007\/s10618-020-00710-y"},{"key":"S2196888824500234BIB007","doi-asserted-by":"publisher","DOI":"10.1145\/3649448"},{"key":"S2196888824500234BIB008","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-97-3245-6_9"},{"key":"S2196888824500234BIB009","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3078184"},{"key":"S2196888824500234BIB010","doi-asserted-by":"publisher","DOI":"10.1016\/j.jeconom.2022.12.008"},{"key":"S2196888824500234BIB011","doi-asserted-by":"publisher","DOI":"10.1016\/j.jeconom.2023.105544"},{"key":"S2196888824500234BIB012","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2023.119951"},{"key":"S2196888824500234BIB013","doi-asserted-by":"publisher","DOI":"10.1016\/j.jrmge.2023.06.015"},{"key":"S2196888824500234BIB014","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2021.108385"},{"key":"S2196888824500234BIB015","doi-asserted-by":"publisher","DOI":"10.1109\/ICOCWC60930.2024.10470488"},{"key":"S2196888824500234BIB016","doi-asserted-by":"publisher","DOI":"10.1080\/00273171.2023.2214787"},{"key":"S2196888824500234BIB017","doi-asserted-by":"publisher","DOI":"10.7717\/peerj-cs.1795"},{"key":"S2196888824500234BIB018","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2024.3369891"},{"key":"S2196888824500234BIB019","doi-asserted-by":"publisher","DOI":"10.3390\/electronics13142834"},{"key":"S2196888824500234BIB020","doi-asserted-by":"publisher","DOI":"10.1002\/oca.3122"},{"key":"S2196888824500234BIB021","doi-asserted-by":"publisher","DOI":"10.3389\/fphys.2021.648950"},{"key":"S2196888824500234BIB022","first-page":"01161","volume-title":"MATEC Web of Conf.","volume":"392","author":"Babu B. 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