{"product_id":"latent-factor-analysis-for-high-dimensional-and-sparse-matrices-book-ye-yuan-9789811967023","title":"Latent Factor Analysis for High-dimensional and Sparse Matrices","description":"Latent 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.\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","brand":"WoB","offers":[{"title":"GB \/ NEW \/ INGRAM","offer_id":52690277237009,"sku":"NLS9789811967023","price":53.29,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0784\/4072\/6801\/files\/9789811967023.jpg?v=1785898542","url":"https:\/\/www.worldofbooks.com\/products\/latent-factor-analysis-for-high-dimensional-and-sparse-matrices-book-ye-yuan-9789811967023","provider":"World of Books ","version":"1.0","type":"link"}