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More precisely, classifiers based on supervised learning (namely Support Vector Machine, Decision Trees, and [Formula: see text]-Nearest Neighbor) are applied to survey data collected in the province of Burgos (Spain). Available data suffer from a common problem in real-life datasets (data unbalance) as there are very few negative recommendations. In order to address such problem, that penalizes learning, data balancing techniques have been also applied. The satisfactory results validate the proposed application, being a useful tool for tourist managers.<\/jats:p>","DOI":"10.1142\/s021962202250016x","type":"journal-article","created":{"date-parts":[[2022,4,22]],"date-time":"2022-04-22T15:36:01Z","timestamp":1650641761000},"page":"1297-1320","source":"Crossref","is-referenced-by-count":6,"title":["Machine Learning to Predict Recommendation by Tourists in a Spanish Province"],"prefix":"10.1142","volume":"21","author":[{"given":"Santiago","family":"Aparicio Castillo","sequence":"first","affiliation":[{"name":"Department of Applied Economics, Faculty of Economics and Business Studies, University of Burgos, Pza. de la Infanta Da. Elena s\/n, 09001 Burgos, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Nu\u00f1o","family":"Basurto Hornillos","sequence":"additional","affiliation":[{"name":"Department of Computer Engineering, Polytechnic School, University of Burgos, Avda. 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