Advanced Multimodal Compatibility Modeling and Recommendation
暫譯: 進階多模態相容性建模與推薦系統
Guan, Weili, Song, Xuemeng, Zhou, Dongliang
- 出版商: Springer
- 出版日期: 2025-03-19
- 售價: $2,040
- 貴賓價: 9.5 折 $1,938
- 語言: 英文
- 頁數: 154
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 3031810473
- ISBN-13: 9783031810473
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相關主題
商品描述
This Third Edition sheds light on state-of-the-art theories and practices in multimodal compatibility modeling and recommendation, offering comprehensive insights into this evolving field. This topic, and fashion compatibility modeling in particular, has garnered increasing research attention in recent years due to the significant economic impact of e-commerce. Building upon recent research and the prior edition, the authors present a series of graph-learning based multimodal compatibility modeling schemes, all of which have been proven to be effective over several public real-world datasets. This book introduces a number of advanced multimodal compatibility modeling and recommendation methods, including category-guided multimodal compatibility modeling and try-on-guided multimodal compatibility modeling. The authors also provide comprehensive solutions, including correlation-oriented graph learning, modality-oriented graph learning, unsupervised disentangled graph learning, partially supervised disentangled graph learning, and metapath-guided heterogeneous graph learning.
商品描述(中文翻譯)
本書第三版闡明了多模態相容性建模和推薦的最先進理論與實踐，提供了對這一不斷發展領域的全面見解。近年來，由於電子商務的重大經濟影響，這一主題，特別是時尚相容性建模，已引起越來越多的研究關注。在近期研究和前一版的基礎上，作者提出了一系列基於圖學習的多模態相容性建模方案，這些方案在多個公共真實世界數據集上均已證明有效。本書介紹了多種先進的多模態相容性建模和推薦方法，包括類別引導的多模態相容性建模和試穿引導的多模態相容性建模。作者還提供了全面的解決方案，包括以相關性為導向的圖學習、以模態為導向的圖學習、無監督的解耦圖學習、部分監督的解耦圖學習以及元路徑引導的異質圖學習。
作者簡介
Weili Guan, Ph.D. is a Professor at the Harbin Institute of Technology School of Electronics and Information Engineering. She received her M.S. from the National University of Singapore and her Ph.D. from Monash University. Her research interests are multimedia computing and information retrieval. Dr. Guan has published more than 40 papers at first-tier conferences and journals including ACM MM, SIGIR, IEEE TPAMI, and IEEE TIP.
Xuemeng Song, Ph.D., is an Associate Professor at the Shandong University School of Computer Science and Technology. She received her B.E. from the University of Science and Technology of China and her Ph.D. from the National University of Singapore School of Computing. Dr. Song's research interests include information retrieval and social network analysis. She has published several papers in the top venues, such as IEEE TPAMI, ACM SIGIR, MM, TIP, and TOIS. In addition, she has served as a reviewer for many top conferences and journals.
Dongliang Zhou, Ph.D., is a Postdoctoral Researcher at the Harbin Institute of Technology. He received his Ph.D. from the School of Computer Science and Technology at the Harbin Institute of Technology. Dr. Zhou's research focuses on multimedia computing, multimodal learning, and image synthesis. He also serves as a reviewer for top journals and conferences, such as IJCV, IEEE TNNLS, IEEE/CVF CVPR, and ACM MM.
Liqiang Nie, Ph.D., is the Dean of the Department of Computer Science and Technology at the Harbin Institute of Technology. He received his B.Eng. from Xi'an Jiaotong University and his Ph.D. from National University of Singapore. His research interests lie primarily in multimedia computing and information retrieval. Dr. Nie has co-authored more than 100 papers and four books and has received more than 15,000 Google Scholar citations.
作者簡介(中文翻譯)
韋莉·關（Weili Guan），博士，為哈爾濱工業大學電子與信息工程學院的教授。她於新加坡國立大學獲得碩士學位，並在莫納什大學獲得博士學位。她的研究興趣包括多媒體計算和信息檢索。關博士在一流的會議和期刊上發表了超過40篇論文，包括ACM MM、SIGIR、IEEE TPAMI和IEEE TIP。
薛夢·宋（Xuemeng Song），博士，為山東大學計算機科學與技術學院的副教授。她於中國科學技術大學獲得工程學士學位，並在新加坡國立大學計算學院獲得博士學位。宋博士的研究興趣包括信息檢索和社交網絡分析。她在頂尖會議和期刊上發表了多篇論文，如IEEE TPAMI、ACM SIGIR、MM、TIP和TOIS。此外，她還擔任多個頂尖會議和期刊的審稿人。
周東亮（Dongliang Zhou），博士，為哈爾濱工業大學的博士後研究員。他在哈爾濱工業大學計算機科學與技術學院獲得博士學位。周博士的研究專注於多媒體計算、多模態學習和圖像合成。他還擔任多個頂尖期刊和會議的審稿人，如IJCV、IEEE TNNLS、IEEE/CVF CVPR和ACM MM。
聶立強（Liqiang Nie），博士，為哈爾濱工業大學計算機科學與技術系的系主任。他於西安交通大學獲得工程學士學位，並在新加坡國立大學獲得博士學位。他的研究興趣主要集中在多媒體計算和信息檢索。聶博士共同撰寫了超過100篇論文和四本書籍，並獲得超過15,000次Google Scholar引用。
