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A realistic experimentation with healthy participants is performed, each with a single 3D accelerometer placed on the most affected wrist. Unlike similar studies reported in the literature, this proposal makes use of [Formula: see text] cross-validation scheme, in order to evaluate the generalization capabilities of the models. Event-based error measurements are proposed instead of classification-error measurements, to evaluate the generalization capabilities of the model, and Fuzzy Systems are proposed as the generalization modeling technique. Using this method, the experimentation compares the most common solutions in the literature, such as Support Vector Machines, [Formula: see text]-Nearest Neighbors, Decision Trees and Fuzzy Systems. The event-based error measurement system records the results, penalizing those models that raise false alarms. The results showed the good generalization capabilities of Fuzzy Systems. <\/jats:p>","DOI":"10.1142\/s0129065716500374","type":"journal-article","created":{"date-parts":[[2016,4,26]],"date-time":"2016-04-26T06:59:33Z","timestamp":1461653973000},"page":"1650037","source":"Crossref","is-referenced-by-count":57,"title":["Generalized Models for the Classification of Abnormal Movements in Daily Life and its Applicability to Epilepsy Convulsion Recognition"],"prefix":"10.1142","volume":"26","author":[{"given":"Jos\u00e9 R.","family":"Villar","sequence":"first","affiliation":[{"name":"Computer Science Department, University of Oviedo, EIMEM, c\/Independencia 13, Oviedo, Asturias 33004, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Paula","family":"Vergara","sequence":"additional","affiliation":[{"name":"Computer Science Department, University of Oviedo, EIMEM, c\/Independencia 13, Oviedo, Asturias 33004, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Manuel","family":"Men\u00e9ndez","sequence":"additional","affiliation":[{"name":"Cellular Morphology and Biology Department, University of Oviedo, School of Medicine, Avda. 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