{"product_id":"9781041285670","title":"Machine Learning-Based Personalised Recommendation Algorithms and Their Applications","description":"\u003ch1\u003eMachine Learning-Based Personalised Recommendation Algorithms and Their Applications\u003c\/h1\u003e\u003ch3\u003eChaohui Liu | Lingling Li\u003c\/h3\u003e\u003cdiv\u003e\u003cb\u003eComputers \/ Data Science \/ Machine Learning\u003c\/b\u003e\u003c\/div\u003e\u003cbr\u003e\u003cdiv\u003e\n\u003cp\u003eThis book introduces innovative machine learning-based algorithms and a prototype system for personalised book recommendations, addressing key challenges such as inefficiency, data sparsity, cold-start issues, and user interest drift.\u003c\/p\u003e\n\u003cp\u003eIt begins with an overview of machine learning and recommender system theories, followed by the presentation of three algorithms: a frequent itemset mining approach using three-dimensional matrices and vectors, a collaborative filtering method incorporating penalty factors and temporal weights, and a hybrid collaborative filtering technique combining user attributes with item ratings. Each algorithm is thoroughly explained, including its design principles, mathematical models, and experimental results. Tests on public datasets highlight their effectiveness in improving recommendation accuracy, recall, and coverage, while offering robust solutions to persistent challenges in the field.\u003c\/p\u003e\n\u003cp\u003eThis work is a valuable resource for researchers, students, engineers, and practitioners in machine learning and recommender systems, as well as professionals seeking to implement advanced recommendation solutions in practical applications.\u003c\/p\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003cp\u003e\u003cb\u003eChaohui Liu \u003c\/b\u003eis a Senior Experimentalist at Zhengzhou University of Aeronautics, China. His research interests focus on artificial intelligence and machine learning.\u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eLingling Li \u003c\/b\u003eis a Professor, PhD supervisor, and Vice President at Zhengzhou University of Aeronautics, China. Her research focuses on computer vision.\u003c\/p\u003e\n\u003c\/div\u003e\u003cbr\u003e\u003ctable\u003e\n\u003ctr\u003e\n\u003ctd\u003ePublication Date: \u003c\/td\u003e\n\u003ctd\u003e17 November 2026\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ePublisher: \u003c\/td\u003e\n\u003ctd\u003eCRC Press\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eImprint: \u003c\/td\u003e\n\u003ctd\u003eCRC Press\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eISBN-13: \u003c\/td\u003e\n\u003ctd\u003e9781041285670\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eFormat: \u003c\/td\u003e\n\u003ctd\u003eHardback\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ePage Count: \u003c\/td\u003e\n\u003ctd\u003e140\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eWeight (oz): \u003c\/td\u003e\n\u003ctd\u003e15.88\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003c\/table\u003e","brand":"CRC Press","offers":[{"title":"Default Title","offer_id":63547540340876,"sku":"9781041285670","price":99.89,"currency_code":"USD","in_stock":true}],"url":"https:\/\/lateknightbooks.com\/products\/9781041285670","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}