Graph Learning and Network Science for Natural Language Processing
暫譯: 圖學習與網絡科學在自然語言處理中的應用

圖形基礎的自然語言處理（NLP）和資訊檢索（IR）任務的進展顯示了處理詞彙圖的重要性。

Muskan Garg is a postdoctoral research associate at the University of Florida, USA, whose research focuses on the problems of natural language processing (NLP), information retrieval, and social media analysis. She received her Masters and Ph.D. from Panjab University, India. Her current focus is on research and development of cutting-edge NLP approaches to solving problems of national and international importance and on initiation and broadening a new program in NLP (including a new NLP course series). Her current research interests are causal inference, mental health on social media, event detection, and sentiment analysis.

Amit Kumar Gupta is an Assistant Professor at Manipal University Jaipur, India, and has more than 15 years of teaching as well as research experience. He has published more than 50 international research papers in the reputetable journal of indexing Scopus. He has also been guest editor of nine Scopus indexed journals. He has edited one book for IGI Global and organized three international conferences sponsored by the All India Council for Technical Education and the third phase of the Technical Education Quality Improvement Programme. His research areas are information security, machine learning, NLP and operating system CPU scheduling.

Rajesh Prasad is a Professor of Computer Science and Engineering at MIT Art, Design and Technology University, Pune, India. He has more than 25 years of academic and research experience, during which he has been instrumental in developing course curriculums and contents. He is associated with several universities in different roles. He has a Ph.D. in Computer Engineering and 7 research scholars have been awarded Ph.D.s under his guidance. He has published more than 90 papers in international and national journals, and has 3 patents and 6 copyrights. His areas of interest include text and data analysis and speech processing. He has been associated with various industries for research collaborations. He is an active member of various professional societies.

穆斯坎·加爾格 (Muskan Garg) 是美國佛羅里達大學的博士後研究助理，研究重點在於自然語言處理 (NLP)、資訊檢索和社交媒體分析的問題。她在印度旁遮普大學獲得碩士和博士學位。她目前專注於研究和開發尖端的 NLP 方法，以解決國內外重要問題，並啟動和擴展一個新的 NLP 計畫（包括一系列新的 NLP 課程）。她目前的研究興趣包括因果推斷、社交媒體上的心理健康、事件檢測和情感分析。

阿米特·庫馬爾·古普塔 (Amit Kumar Gupta) 是印度賈伊普的曼尼帕爾大學的助理教授，擁有超過 15 年的教學和研究經驗。他在知名的 Scopus 索引期刊上發表了超過 50 篇國際研究論文。他還擔任過九本 Scopus 索引期刊的客座編輯。他為 IGI Global 編輯了一本書，並組織了三場由全印度技術教育委員會和技術教育質量提升計畫第三階段贊助的國際會議。他的研究領域包括資訊安全、機器學習、NLP 和作業系統 CPU 調度。

拉傑什·普拉薩德 (Rajesh Prasad) 是印度浦那的 MIT 藝術、設計與技術大學的計算機科學與工程教授。他擁有超過 25 年的學術和研究經驗，在此期間，他在課程大綱和內容的開發中發揮了重要作用。他以不同角色與多所大學有關聯。他擁有計算機工程的博士學位，並在他的指導下有 7 位研究學者獲得博士學位。他在國際和國內期刊上發表了超過 90 篇論文，擁有 3 項專利和 6 項著作權。他的興趣領域包括文本和數據分析以及語音處理。他與各行各業進行研究合作，並且是多個專業學會的活躍成員。