{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,9,23]],"date-time":"2025-09-23T08:45:53Z","timestamp":1758617153443,"version":"3.44.0"},"reference-count":0,"publisher":"Advances in Artificial Intelligence and Machine Learning","issue":"03","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["AAIML"],"published-print":{"date-parts":[[2025]]},"abstract":"<jats:p>This research investigates the development of predictive models for recognizing dual-hand gestures using surface electromyography (sEMG) signals. The main focus was put on dualhand gestures, an area that remains a gap in research and is essential to advance technologies in human-computer interaction. Most of the previous systems are designed for single-hand gestures, leading to low accuracy for more complex dual-hand gestures. The basic objective of this research is to develop a robust predictive model which enhances the recognition of dual-hand gestures significantly through analysis of the NinaPro DB1 database. We used two approaches to explore into the problem: one using pre-trained models and the other with<\/jats:p>","DOI":"10.54364\/aaiml.2025.53230","type":"journal-article","created":{"date-parts":[[2025,9,23]],"date-time":"2025-09-23T07:33:59Z","timestamp":1758612839000},"page":"4094-4114","source":"Crossref","is-referenced-by-count":0,"title":["sEMG-based Hand Gesture Combination Detection via Decision Fusion with CNN\/GRU Based Models and Random Forest Classifier"],"prefix":"10.54364","volume":"05","author":[{"given":"H.M.P.","family":"Priyanga","sequence":"first","affiliation":[]},{"given":"A.K.S.","family":"Srinath","sequence":"additional","affiliation":[]},{"given":"J.B.P.","family":"Perera","sequence":"additional","affiliation":[]},{"given":"B.N.S.","family":"Lankasena","sequence":"additional","affiliation":[]},{"given":"B.M.","family":"Seneviratne","sequence":"additional","affiliation":[]},{"given":"M.H.","family":"Paul","sequence":"additional","affiliation":[]}],"member":"32807","published-online":{"date-parts":[[2025]]},"container-title":["Advances in Artificial Intelligence and Machine Learning"],"original-title":[],"link":[{"URL":"https:\/\/www.oajaiml.com\/uploads\/archivepdf\/212953330.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,9,23]],"date-time":"2025-09-23T07:33:59Z","timestamp":1758612839000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.oajaiml.com\/uploads\/archivepdf\/212953330.pdf"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"references-count":0,"journal-issue":{"issue":"03","published-online":{"date-parts":[[2025]]},"published-print":{"date-parts":[[2025]]}},"URL":"https:\/\/doi.org\/10.54364\/aaiml.2025.53230","relation":{},"ISSN":["2582-9793"],"issn-type":[{"value":"2582-9793","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025]]}}}