Complex Data Analytics with Formal Concept Analysis

Missaoui, Rokia, Kwuida, Léonard, Abdessalem, Talel

  • 出版商: Springer
  • 出版日期: 2022-06-30
  • 售價: $7,050
  • 貴賓價: 9.5$6,698
  • 語言: 英文
  • 頁數: 242
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 303093277X
  • ISBN-13: 9783030932770
  • 相關分類: Data Science
  • 海外代購書籍(需單獨結帳)

商品描述

Chapter. 1.- Formal Concept Analysis and Extensions for Complex Data Analytics.- Chapter. 2.- Conceptual Navigation in Large Knowledge Graphs.- Chapter. 3.- FCA2VEC: Embedding Techniques for Formal Concept Analysis.- Chapter. 4.- Analysis of Complex and Heterogeneous Data using FCA and Monadic Predicates.- Chapter. 5.- Dealing with Large Volumes of Complex Relational Data using RCA.- Chapter. 6.- Computing Dependencies using FCA.- Chapter. 7.- Leveraging Closed Patterns and Formal Concept Analysis for Enhanced Microblogs Retrieval.- Chapter. 8.- Scalable Visual Analytics in FCA.- Chapter. 9.- Formal methods in FCA and Big Data.- Chapter. 10.- Towards Distributivity in FCA for Phylogenetic Data.- Chapter. 11.- Triclustering in Big Data Setting.

商品描述(中文翻譯)

第一章:正式概念分析及其在複雜數據分析中的擴展
第二章:大型知識圖譜中的概念導航
第三章:正式概念分析的嵌入技術:FCA2VEC
第四章:使用FCA和單語謂詞分析複雜和異質數據
第五章:使用RCA處理大量複雜關聯數據
第六章:使用FCA計算依賴關係
第七章:利用閉模式和正式概念分析增強微博檢索
第八章:FCA中的可擴展視覺分析
第九章:正式概念分析和大數據中的形式方法
第十章:面向親緣關係數據的FCA分散性研究
第十一章:大數據環境下的三元聚類分析

作者簡介

Rokia Missaoui obtained her Ph.D. in Computer Science from the University of Montreal in 1988 and has been a university professor in Canada for more than thirty years. She is currently a full professor in the Department of Computer Science and Engineering at the University of Quebec in Outaouais (UQO). Before joining UQO in 2002, she was a professor at the University of Quebec in Montreal (UQAM) for fifteen years. She leads the LARIM laboratory at UQO and is a member of the LATECE laboratory at UQAM. Since the beginning of her career, she has been involved in several research projects funded by granting agencies and industrial partners. Her research interests and teaching activities are currently focused on advanced databases, data mining and warehousing, machine learning, social network analysis and big data analytics.Léonard Kwuida graduated in mathematics at Université de Yaoundé I. He hold a PhD in algebra and logic from TU Dresden. He currently works at the Department of Business, Bern University of Applied Sciences, where he teaches mathematics and statistics. He does research in Formal Concept Analysis and related algebraic structures. He has (co-)authored more than thirty papers published in peer-reviewed journals, conferences and workshops proceedings. Dr. Kwuida has co-edited four proceedings and published one book. He also serves in the Program Committee of major conferences in FCA.
Talel Abdessalem is a Professor at Télécom Paris (Institut Polytechnique de Paris). He held the Big Data and Market Insights Chair at Télécom ParisTech from 2013 to 2017. He is heading the Information and Communication (LTCI) research center since 2017 and Dean of Research at Télécom Paris since 2018. His main research achievements are on version control, change detection and querying of XML documents, information extraction from the structured web, and social networks analysis. His current research interests are in recommender systems and predictive analytics. He participated in several national and European research projects. He co-supervised a dozen of Ph. D. students. He received a Ph. D. in Computer Science from the University Paris-Dauphine and a Habilitation degree (HDR) from the University Pierre & Marie Curie. He spent two years as an assistant professor at the University Paris-Dauphine (PSL), before joining Telecom Paris (formerly ENST) in 1998.

作者簡介(中文翻譯)

Rokia Missaoui於1988年從蒙特利爾大學獲得計算機科學博士學位,並在加拿大擔任大學教授超過三十年。她目前是魁北克省立奧塔瓦大學(UQO)計算機科學與工程系的正教授。在2002年加入UQO之前,她在蒙特利爾大學魁北克分校(UQAM)擔任教授長達十五年。她領導UQO的LARIM實驗室,並是UQAM的LATECE實驗室成員。自從開始職業生涯以來,她參與了多個由資助機構和工業合作夥伴資助的研究項目。她目前的研究興趣和教學活動集中在高級數據庫、數據挖掘和數據倉儲、機器學習、社交網絡分析和大數據分析上。

Léonard Kwuida在雅溫得一大學取得數學學位,並在德累斯頓工業大學獲得代數和邏輯博士學位。他目前在伯恩應用科學大學的商學系工作,教授數學和統計學。他在形式概念分析和相關代數結構方面進行研究。他(合著)發表了三十多篇在同行評審的期刊、會議和研討會論文。Kwuida博士共編輯了四個研討會論文集,並出版了一本書。他還在FCA的重要會議的程序委員會中擔任職務。

Talel Abdessalem是巴黎電信學院(巴黎理工學院)的教授。他在2013年至2017年擔任巴黎電信學院的大數據和市場洞察講座。自2017年起,他擔任信息和通信(LTCI)研究中心主任,並自2018年起擔任巴黎電信學院的研究院長。他的主要研究成果包括版本控制、XML文檔的變更檢測和查詢、從結構化網絡中提取信息以及社交網絡分析。他目前的研究興趣是推薦系統和預測分析。他參與了多個國家和歐洲的研究項目。他共同指導了十幾位博士生。他在巴黎第九大學(巴黎大學)獲得計算機科學博士學位,並在皮埃爾和瑪麗·居里大學獲得博士後資格(HDR)。在1998年加入電信巴黎(前身為ENST)之前,他在巴黎第九大學擔任助理教授兩年。