{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,2]],"date-time":"2026-05-02T06:55:55Z","timestamp":1777704955270,"version":"3.51.4"},"reference-count":26,"publisher":"SAGE Publications","issue":"2","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IFS"],"published-print":{"date-parts":[[2021,2,2]]},"abstract":"<jats:p>The difficulty of sports gesture recognition is the effective cooperation of hardware and software. Moreover, there are few studies on machine learning in the capture of the details of sports athletes\u2019 gesture recognition. Therefore, based on the learning technology, this study uses the sensor with gesture recognition algorithm to analyze the detailed motion capture of sports athletes. At the same time, this study selects inertial sensor technology as the gesture recognition hardware through comparative analysis. In addition, by analyzing the actual needs of athletes\u2019 gesture recognition, the Kalman filter algorithm is used to solve the athlete\u2019s posture, construct a virtual human body model, and perform sub-regional processing, so as to facilitate the effective identification of different limbs. Finally, in order to verify the validity of the algorithm model, the basketball exercise is taken as an example for experimental analysis. The research results show that the basketball gesture recognition method used in this paper is quite satisfactory.<\/jats:p>","DOI":"10.3233\/jifs-189205","type":"journal-article","created":{"date-parts":[[2020,9,8]],"date-time":"2020-09-08T10:04:51Z","timestamp":1599559491000},"page":"2029-2039","source":"Crossref","is-referenced-by-count":20,"title":["Research on basketball players\u2019 action recognition based on interactive system and machine learning"],"prefix":"10.1177","volume":"40","author":[{"given":"Jin","family":"Li","sequence":"first","affiliation":[{"name":"Department of Physical Education, Collage of Arts and Sciences, Shanghai Maritime University, Shanghai, China"}]},{"given":"Deping","family":"Gu","sequence":"additional","affiliation":[{"name":"Department of Physical Education, Shanghai University of Financial and Economics, Shanghai, China"}]}],"member":"179","reference":[{"issue":"22","key":"10.3233\/JIFS-189205_ref1","first-page":"12","article-title":"Hand gesture 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