{"product_id":"latent-factor-analysis-for-high-dimensional-and-sparse-matrices-von-ye-yuan-und-xin-luo","title":"Latent Factor Analysis for High-dimensional and Sparse Matrices","description":"\n                                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.\n                \n                \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                \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\n                            \n            \u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9789811967023\"\u003e\u003ch3\u003eA particle swarm optimization-based approach\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Softcover - 9789811967023","offer_id":40736646758493,"sku":"9789811967023","price":48.14,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/4070b451-aeb5-4181-94fe-8ce04f8a0709.jpg?v=1772262901","url":"https:\/\/shop.autorenwelt.de\/en\/products\/latent-factor-analysis-for-high-dimensional-and-sparse-matrices-von-ye-yuan-und-xin-luo","provider":"Autorenwelt Shop","version":"1.0","type":"link"}