商品描述
Preface.- Acknowledgments.- The Basics of Network Embedding.- Network Embedding for General Graphs.- Network Embedding for Graphs with Node Attributes.- Revisiting Attributed Network Embedding: A GCN-Based Perspective.- Network Embedding for Graphs with Node Contents.- Network Embedding for Graphs with Node Labels.- Network Embedding for Community-Structured Graphs.- Network Embedding for Large-Scale Graphs.- Network Embedding for Heterogeneous Graphs.- Network Embedding for Social Relation Extraction.- Network Embedding for Recommendation Systems on LBSNs.- Network Embedding for Information Diffusion Prediction.- Future Directions of Network Embedding.- Bibliography.- Authors' Biographies.
商品描述(中文翻譯)
```前言.- 致謝.- 網路嵌入的基本概念.- 一般圖形的網路嵌入.- 具有節點屬性的圖形的網路嵌入.- 重新探討屬性網路嵌入：基於 GCN 的視角.- 具有節點內容的圖形的網路嵌入.- 具有節點標籤的圖形的網路嵌入.- 社群結構圖形的網路嵌入.- 大規模圖形的網路嵌入.- 異質圖形的網路嵌入.- 社交關係提取的網路嵌入.- 基於 LBSN 的推薦系統的網路嵌入.- 資訊擴散預測的網路嵌入.- 網路嵌入的未來方向.- 參考文獻.- 作者簡介.```
作者簡介
Cheng Yang is an assistant professor in the School of Computer Science, Beijing University of Posts and Telecommunications, China. He received his B.E. and Ph.D. degrees in Computer Science from Tsinghua University in 2014 and 2019, respectively. His research interests include network representation learning, social computing, and natural language processing. He has published more than 20 papers in top-tier conferences and journals including AAAI, ACL, ACM TOIS, and IEEE TKDE.Zhiyuan Liu is an associate professor in the Department of Computer Science and Technology, Tsinghua University, China. He got his B.E. in 2006 and his Ph.D. in 2011 from the Depart ment of Computer Science and Technology, Tsinghua University. His research interests are natural language processing and social computation. He has published over 60 papers in international journals and conferences, including IJCAI, AAAI, ACL, and EMNLP, and received more than 10,000 citations according to Google Scholar.Cunchao Tu is a postdoc in the Department of Computer Science and Technology, Tsinghua University. He got his B.E. and Ph.D. in 2013 and 2018 from the Department of Computer Science and Technology, Tsinghua University. His research interests include network represen tation learning, social computing, and legal intelligence. He has published over 20 papers in international journals and conferences including IEEE TKDE, AAAI, ACL, and EMNLP.Chuan Shi is a professor in the School of Computer Sciences of Beijing University of Posts and Telecommunications. His main research interests include data mining, machine learning, and big data analysis. He has published more than 100 refereed papers, including top journals and conferences in data mining, such as IEEE TKDE, ACM TIST, KDD, WWW, AAAI, and IJCAI.Maosong Sun is a professor of the Department of Computer Science and Technology, and the Executive Vice President of Institute of Artificial Intelligence at Tsinghua University. His research interests include natural language processing, internet intelligence, machine learning, social computing, and computational education. He was elected as a foreign member of the Academia Europaea in 2020. He has published more than 200 papers in top-tier conferences and journals and received more than 15,000 citations according to Google Scholar.
作者簡介(中文翻譯)
程揚是中國北京郵電大學計算機學院的助理教授。他於2014年和2019年分別在清華大學獲得計算機科學的學士和博士學位。他的研究興趣包括網絡表示學習、社會計算和自然語言處理。他在頂級會議和期刊上發表了超過20篇論文，包括AAAI、ACL、ACM TOIS和IEEE TKDE。
劉志遠是中國清華大學計算機科學與技術系的副教授。他於2006年獲得學士學位，並於2011年獲得博士學位，均來自清華大學計算機科學與技術系。他的研究興趣是自然語言處理和社會計算。他在國際期刊和會議上發表了超過60篇論文，包括IJCAI、AAAI、ACL和EMNLP，根據Google Scholar的資料，他的引用次數超過10,000次。
涂存超是清華大學計算機科學與技術系的博士後研究員。他於2013年和2018年分別在清華大學計算機科學與技術系獲得學士和博士學位。他的研究興趣包括網絡表示學習、社會計算和法律智能。他在國際期刊和會議上發表了超過20篇論文，包括IEEE TKDE、AAAI、ACL和EMNLP。
施傳是中國北京郵電大學計算機科學學院的教授。他的主要研究興趣包括數據挖掘、機器學習和大數據分析。他發表了超過100篇經過審核的論文，包括數據挖掘領域的頂級期刊和會議，如IEEE TKDE、ACM TIST、KDD、WWW、AAAI和IJCAI。
孫茂松是清華大學計算機科學與技術系的教授，並擔任人工智能研究院的執行副院長。他的研究興趣包括自然語言處理、互聯網智能、機器學習、社會計算和計算教育。他於2020年當選為歐洲科學院的外籍成員。他在頂級會議和期刊上發表了超過200篇論文，根據Google Scholar的資料，他的引用次數超過15,000次。
