Towards a human-in-the-loop curation: A qualitative perspective

被引：0
|
作者：
Adorjan, Alejandro [1 ]
Vargas-Solar, Genoveva [2 ]
Motz, Regina [3 ]
机构：
[1] Univ ORT Uruguay, Fac Ingn, Montevideo, Uruguay
[2] Univ Lyon, UMR5205, LIRIS, CNRS,INSA Lyon,UCBL, Lyon, France
[3] Univ Republica, Fac Ingn, Montevideo, Uruguay
来源：
2022 IEEE/ACS 19TH INTERNATIONAL CONFERENCE ON COMPUTER SYSTEMS AND APPLICATIONS (AICCSA) | 2022年
关键词：
Hybrid research; data curation; semantic enrichment;
D O I：
10.1109/AICCSA56895.2022.10017577
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
This paper proposes a data curation environment to record, maintain, and enrich research data using quantitative and qualitative methodologies. The research addresses the following research questions: What is research data curation from a hybrid perspective? and What software tools are adapted for hybrid research projects? The paper also proposes a hybrid research workflow representing the phases of projects adopting this kind of methodology towards a human-in-the-loop approach. It introduces a view model to represent the data produced across its stages, which should be curated. Finally, proposes a set of operators to manage and explore the different versions of curated data and their associated knowledge.
引用
收藏
页数：8
相关论文
共 50 条
  • [1] Workshop on Human-in-the-loop Data Curation
    Demartini, Gianluca
    Yang, Jie
    Sadiq, Shazia
    PROCEEDINGS OF THE 31ST ACM INTERNATIONAL CONFERENCE ON INFORMATION AND KNOWLEDGE MANAGEMENT, CIKM 2022, 2022, : 5161 - 5162
  • [2] Enhancing Human-in-the-Loop Ontology Curation Results through Task Design
    Tsaneva, Stefani
    Sabou, Marta
    ACM JOURNAL OF DATA AND INFORMATION QUALITY, 2024, 16 (01):
  • [3] Human-in-the-Loop Data Analysis: A Personal Perspective
    Doan, AnHai
    HILDA'18: PROCEEDINGS OF THE WORKSHOP ON HUMAN-IN-THE-LOOP DATA ANALYTICS, 2018,
  • [4] Human-in-the-Loop Machine Learning Curation of Problems That Bother Parkinson Disease Patients
    Marras, Connie
    Arbatti, Lakshmi
    Amara, Amy
    Anderson, Karen
    Bale, Claire
    Chahine, Lana
    Eberly, Shirley
    Hosamath, Abhishek
    Kinel, Daniel
    Mantri, Sneha
    Mathur, Soania
    Oakes, David
    Purks, Jennifer
    Weintraub, Daniel
    Shoulson, Ira
    ANNALS OF NEUROLOGY, 2022, 92 : S116 - S116
  • [5] A Survey on Human-in-the-Loop Applications Towards an Internet of All
    Nunes, David Sousa
    Zhang, Pei
    Silva, Jorge Sa
    IEEE COMMUNICATIONS SURVEYS AND TUTORIALS, 2015, 17 (02): : 944 - 965
  • [6] A Perspective on Crowdsourcing and Human-in-the-Loop Workflows in Precision Health
    Washington, Peter
    JOURNAL OF MEDICAL INTERNET RESEARCH, 2024, 26
  • [7] A Human-in-the-Loop Perspective for Safety Assessment in Robotic Applications
    Askarpour, Mehrnoosh
    Mandrioli, Dino
    Rossi, Matteo
    Vicentini, Federico
    PERSPECTIVES OF SYSTEM INFORMATICS, PSI 2017, 2018, 10742 : 12 - 27
  • [8] Human-in-the-loop Approach towards Dual Process AI Decisions
    Uchida, Hikaru
    Matsubara, Masaki
    Wakabayashi, Kei
    Morishima, Atsuyuki
    2020 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA), 2020, : 3096 - 3098
  • [9] Towards Guidelines for Designing Human-in-the-Loop Machine Training Interfaces
    van der Stappen, Almar
    Funk, Mathias
    IUI '21 - 26TH INTERNATIONAL CONFERENCE ON INTELLIGENT USER INTERFACES, 2021, : 514 - 519
  • [10] Towards a Human-in-the-Loop LLM Approach to Collaborative Discourse Analysis
    Cohn, Clayton
    Snyder, Caitlin
    Montenegro, Justin
    Biswas, Gautam
    ARTIFICIAL INTELLIGENCE IN EDUCATION: POSTERS AND LATE BREAKING RESULTS, WORKSHOPS AND TUTORIALS, INDUSTRY AND INNOVATION TRACKS, PRACTITIONERS, DOCTORAL CONSORTIUM AND BLUE SKY, AIED 2024, 2024, 2151 : 11 - 19
12345