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iStory: Intelligent Storytelling with Social Data

Published: 20 April 2020 Publication History

Abstract

The production of knowledge from ever increasing amount of social data is seen by many organizations as an increasingly important capability that can complement the traditional analytics sources. Examples include extracting knowledge and deriving insights from social data to improve government services, predict intelligence activities, personalize the advertisements in elections and improve national security and public health. Understanding social data can be challenging as the analysis goal can be subjective. In this context, storytelling is considered as an appropriate metaphor as it facilitates understanding and surfacing insights which is embedded within the data. In this paper, we focus on the research problem of ‘understanding the social data’ in general and more particularly the curation, summarization and presentation of large amounts of social data. The goal is to enable intelligent narrative construction based on the important features (extracted and ranked automatically) and enable storytelling at multiple levels and from different views using novel summarization techniques. We implement an interactive storytelling dashboard, namely iStory, and focus on a motivating scenario for analyzing Urban Social Issues from Twitter as it relates to the Australian Government Budget, to highlight how storytelling can significantly facilitate understanding social data.

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  • (2024)The Open Story Model (OSM): Transforming Big Data into Interactive Narratives2024 IEEE International Conference on Web Services (ICWS)10.1109/ICWS62655.2024.00141(1177-1187)Online publication date: 7-Jul-2024
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      cover image ACM Conferences
      WWW '20: Companion Proceedings of the Web Conference 2020
      April 2020
      854 pages
      ISBN:9781450370240
      DOI:10.1145/3366424
      Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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      Publication History

      Published: 20 April 2020

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      Author Tags

      1. Data Curation
      2. Data Lake
      3. Knowledge Lake
      4. Storytelling
      5. Summarization

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      WWW '20
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      WWW '20: The Web Conference 2020
      April 20 - 24, 2020
      Taipei, Taiwan

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      Overall Acceptance Rate 1,899 of 8,196 submissions, 23%

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      Cited By

      View all
      • (2024)Our Stories, Our Data: Co-designing Visualizations with People with Intellectual and Developmental DisabilitiesProceedings of the 26th International ACM SIGACCESS Conference on Computers and Accessibility10.1145/3663548.3675615(1-17)Online publication date: 27-Oct-2024
      • (2024)EvidenceQuest: An Interactive Evidence Discovery System for Explainable Artificial IntelligenceProceedings of the 17th ACM International Conference on Web Search and Data Mining10.1145/3616855.3635697(1058-1061)Online publication date: 4-Mar-2024
      • (2024)The Open Story Model (OSM): Transforming Big Data into Interactive Narratives2024 IEEE International Conference on Web Services (ICWS)10.1109/ICWS62655.2024.00141(1177-1187)Online publication date: 7-Jul-2024
      • (2024)Understanding Big Data in NeurosurgeryComputational Neurosurgery10.1007/978-3-031-64892-2_10(157-175)Online publication date: 11-Nov-2024
      • (2023)Storytelling with Image Data: A Systematic Review and Comparative Analysis of Methods and ToolsAlgorithms10.3390/a1603013516:3(135)Online publication date: 2-Mar-2023
      • (2023)Principles for Designing for Data Exploration for a Non-Expert Audience2023 46th MIPRO ICT and Electronics Convention (MIPRO)10.23919/MIPRO57284.2023.10159742(88-91)Online publication date: 22-May-2023
      • (2023)Empowering Generative AI with Knowledge Base 4.0: Towards Linking Analytical, Cognitive, and Generative Intelligence2023 IEEE International Conference on Web Services (ICWS)10.1109/ICWS60048.2023.00103(763-771)Online publication date: Jul-2023
      • (2022)Deploying geospatial visualization dashboards to combat the socioeconomic impacts of COVID-19Environment and Planning B: Urban Analytics and City Science10.1177/2399808322114286350:5(1262-1279)Online publication date: 7-Dec-2022
      • (2022)Knowledge Base 4.0: Using Crowdsourcing Services for Mimicking the Knowledge of Domain Experts2022 IEEE International Conference on Web Services (ICWS)10.1109/ICWS55610.2022.00069(425-427)Online publication date: Jul-2022
      • (2021)VIRMOTIF: A User-Friendly Tool for Viral Sequence AnalysisGenes10.3390/genes1202018612:2(186)Online publication date: 27-Jan-2021
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