{"product_id":"advancing-recommender-systems-with-graph-convolutional-networks-fan-liu-ebook","title":"Advancing Recommender Systems with Graph Convolutional Networks","description":"\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\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\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","brand":"Fan Liu","offers":[{"title":"Default Title","offer_id":53653201551687,"sku":"9783031850936","price":117.69,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0920\/5455\/2903\/files\/advancing-recommender-systems-with-graph-convoluti-ebook-cover.webp?v=1775394895","url":"https:\/\/www.cinebuch.de\/products\/advancing-recommender-systems-with-graph-convolutional-networks-fan-liu-ebook","provider":"CineBuch","version":"1.0","type":"link"}