{"product_id":"advancing-recommender-systems-with-graph-convolutional-networks-von-fan-liu-und-liqiang-nie","title":"Advancing Recommender Systems with Graph Convolutional Networks","description":"\n                                \n                \u003cp\u003eThis book systematically examines scalability and effectiveness challenges related to the application of graph convolutional networks (GCNs) in recommender systems. By effectively modeling graph structures, GCNs excel in capturing high-order relationships between users and items, enabling the creation of enriched and expressive representations.\u003c\/p\u003e\n                                \n                \n                \u003cp\u003eThe book focuses on two overarching problem categories: the first area deals with problems specific to GCN-based recommendation models, including over-smoothing, noisy neighboring nodes, and interpretability limitations. The second one encompasses broader challenges in recommendation systems that GCN-based methods are particularly well-suited to address as the attribute missing problem or feature misalignment. Through rigorous exploration of these challenges, this book presents innovative GCN-based solutions to push the boundaries of recommender system design. To this end, techniques such as interest-aware message-passing strategy, cluster-based collaborative filtering, semantic aspects extraction, attribute-aware attention mechanisms, and light graph transformer are presented.\u003c\/p\u003e\n                                \n                \n                \u003cp\u003eEach chapter combines theoretical insights with practical implementations and experimental validation, offering a comprehensive resource for researchers, advanced professionals, and graduate students alike.\u003c\/p\u003e\n                            \n            \u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783031850929\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Softcover - 9783031850929","offer_id":54542265352517,"sku":"9783031850929","price":128.39,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/c59590bf-201a-4a7b-acd3-004362df224e.jpg?v=1775104883","url":"https:\/\/shop.autorenwelt.de\/en\/products\/advancing-recommender-systems-with-graph-convolutional-networks-von-fan-liu-und-liqiang-nie","provider":"Autorenwelt Shop","version":"1.0","type":"link"}