{"product_id":"9789811967023","title":"SpringerBriefs in Computer Science: A particle swarm optimization-based approach","description":"\u003ch1\u003eSpringerBriefs in Computer Science: A particle swarm optimization-based approach\u003c\/h1\u003e \u003ch2\u003eYuan, Ye; Luo, Xin\u003c\/h2\u003e \u003cp\u003eLatent factor analysis models are an effective type of machine learning model for addressing high-dimensional and sparse matrices, which are encountered in many big-data-related industrial applications. The performance of a latent factor analysis model relies heavily on appropriate hyper-parameters. However, most hyper-parameters are data-dependent, and using grid-search to tune these hyper-parameters is truly laborious and expensive in computational terms. Hence, how to achieve efficient hyper-parameter adaptation for latent factor analysis models has become a significant question.\u003c\/p\u003e\u003cp\u003eThis is the first book to focus on how particle swarm optimization can be incorporated into latent factor analysis for efficient hyper-parameter adaptation, an approach that offers high scalability in real-world industrial applications.\u003c\/p\u003e\n\n\u003cp\u003eThe book will help students, researchers and engineers fully understand the basic methodologies of hyper-parameter adaptation via particle swarm optimization in latent factor analysis models. Further, it will enable them to conduct extensive research and experiments on the real-world applications of the content discussed.\u003c\/p\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2022-11-16\u003c\/p\u003e \u003cp\u003eFormat: Paperback\u003c\/p\u003e \u003cp\u003eISBN-13: 9789811967023\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-981-19-6703-0\u003c\/p\u003e \u003cp\u003eDimensions: 235cm x155cm\u003c\/p\u003e \u003cp\u003ePages: 92\u003c\/p\u003e ","brand":"Springer Nature Singapore","offers":[{"title":"Default Title","offer_id":44676819124364,"sku":"9789811967023","price":44.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9789811967023.jpg?v=1772897927","url":"https:\/\/lateknightbooks.com\/products\/9789811967023","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}