Event Analytics Across Languages and Communities

Marenzi, Ivana, Gottschalk, Simon, Müller-Budack, Eric

Event Analytics Across Languages and Communities
  • 出版商: Springer
  • 出版日期: 2024-11-29
  • 售價: $2,310
  • 貴賓價: 9.5 折 $2,195
  • 語言: 英文
  • 頁數: 263
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 3031644506
  • ISBN-13: 9783031644504

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商品描述

This open access book presents interdisciplinary and cross-sectoral research results fostering event analytics across languages and communities. It is based on the CLEOPATRA International Training Network, which explored how we analyze and understand the major events that influence and shape our lives and societies, and how they unfold online. This analysis was achieved through various case studies, the development of novel methodologies in fields such as data mining and natural language processing, and the creation of new event-centric datasets aggregated in the Open Event Knowledge Graph (OEKG), a multilingual event-centric knowledge graph that contains more than 1 million events in 15 languages.

The book is divided into three parts, focusing on different aspects of event analytics across languages and communities: Part I Event-centric Multilingual and Multimodal NLP Technologies presents five chapters reporting on recent developments in NLP technologies required to process multilingual information. Next, the four chapters of Part II: Event-centric Multilingual Knowledge Technologies discuss technologies integrating multilingual event-centric information in knowledge graphs and providing user access to such information. Finally, Part III: Event Analytics covers three selected aspects of multilingual event analytics, namely an analysis of event-centric news spreading barriers, claim detection in social media, and the narrativization of events as a means of presenting event data.

This book is mainly written for researchers in academia and industry, who work on topics like natural language processing, large language models, multilingual information retrieval or event analytics.

商品描述(中文翻譯)

這本開放存取的書籍呈現了跨學科和跨部門的研究成果，促進了不同語言和社群之間的事件分析。它基於 CLEOPATRA 國際訓練網絡，探討我們如何分析和理解影響及塑造我們生活和社會的重大事件，以及這些事件如何在線上展開。這項分析是通過各種案例研究、在數據挖掘和自然語言處理等領域開發新方法論，以及創建聚合在開放事件知識圖譜（Open Event Knowledge Graph, OEKG）中的新事件中心數據集來實現的，該知識圖譜包含超過 100 萬個事件，涵蓋 15 種語言。

本書分為三個部分，聚焦於不同語言和社群中的事件分析各個方面：第一部分《事件中心的多語言和多模態 NLP 技術》介紹了五個章節，報告了處理多語言信息所需的 NLP 技術的最新發展。接下來，第二部分《事件中心的多語言知識技術》的四個章節討論了整合多語言事件中心信息於知識圖譜中的技術，並提供用戶訪問這些信息的方式。最後，第三部分《事件分析》涵蓋了多語言事件分析的三個選定方面，即事件中心新聞傳播障礙的分析、社交媒體中的主張檢測，以及事件的敘事化作為呈現事件數據的一種方式。

本書主要為學術界和業界的研究人員撰寫，這些研究人員專注於自然語言處理、大型語言模型、多語言信息檢索或事件分析等主題。

作者簡介

Ivana Marenzi is a senior researcher at the L3S Research Center of the Leibniz University of Hannover, Germany. Her main area of research in technology-enhanced learning includes the support of collaborative and lifelong learning. As an educational technologist her main interest is dealing with issues related to the adoption of new technologies in education.

Simon Gottschalk is a research group leader at the L3S Research Center of the Leibniz University of Hannover. His research focus is on knowledge graphs - their creation, enrichment, application and analysis, and event knowledge graphs specifically - and spatio-temporal data.

Eric Müller-Budack is a postdoctoral researcher in the Visual Analytics Research Group of the TIB - Leibniz Information Centre for Science and Technology as well as at the L3S Research Center. His main research interests include automatic multimedia indexing, multimedia and multimodal information retrieval, and deep learning for multimedia analysis and retrieval.

Marko Tadic is Professor at the University of Zagreb, Faculty of Humanities and Social Sciences, Department of Linguistics, and associated member of the Croatian Academy of Sciences and Arts. His interests are in corpus and computational linguistics, language technologies and research infrastructures in Humanities and Social Sciences.

Jane Winters is Professor of Digital Humanities and Director of the Digital Humanities Research Hub at the School of Advanced Study, University of London. Her research interests include digital history, born-digital archives, the use of social media by cultural heritage institutions, and open access publishing.

作者簡介(中文翻譯)

Ivana Marenzi 是德國漢諾威萊布尼茨大學 L3S 研究中心的高級研究員。她在技術增強學習方面的主要研究領域包括支持協作學習和終身學習。作為一名教育技術專家，她主要關注與教育中新技術採用相關的問題。

Simon Gottschalk 是德國漢諾威萊布尼茨大學 L3S 研究中心的研究小組負責人。他的研究重點是知識圖譜——其創建、豐富、應用和分析，特別是事件知識圖譜，以及時空數據。

Eric Müller-Budack 是 TIB - 萊布尼茨科學與技術信息中心的視覺分析研究小組的博士後研究員，同時也是 L3S 研究中心的成員。他的主要研究興趣包括自動多媒體索引、多媒體和多模態信息檢索，以及用於多媒體分析和檢索的深度學習。

Marko Tadic 是薩格勒布大學人文與社會科學院語言學系的教授，也是克羅地亞科學與藝術學院的成員。他的研究興趣包括語料庫和計算語言學、語言技術以及人文與社會科學的研究基礎設施。

Jane Winters 是倫敦大學高級研究學院的數位人文學教授及數位人文研究中心主任。她的研究興趣包括數位歷史、原生數位檔案、文化遺產機構使用社交媒體的情況，以及開放存取出版。

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