🔬💡 I am a researcher at Hana Institute of Technology in Seoul, Republic of Korea.

🎯 My expertise spans across natural language processing, computational social science, and human-AI interaction. Currently, I focus on developing large language models (LLMs) and exploring their potential in financial applications to support employees and enhance customer experiences.

✨ I am passionate about applying AI systems to optimize work processes, resulting in increased productivity and innovative solutions in the finance sector.

• Contact 📩: jiwonkang@g.skku.edu
• Last Updated: 2024-05-30

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🎓 Education

• Sungkyunkwan University, Seoul, Rep. of Korea: 2020.03 - 2023.02
  • Ph.D. in Applied Artificial Intelligence (Advisors: Dr. Jinyoung Han)
  • Dissertation: Explainable Deep Learning Models for Understanding Mental Health [url]
• Sungkyunkwan University, Seoul, Rep. of Korea: 2019.09 - 2020.02
  • Master’s in Interaction Science (Advisors: Dr. Jinyoung Han)
  • Thesis: (A) data-driven analysis on a K-pop fandom collaboration network [url]
• Hanyang University, Seoul, Rep. of Korea: 2018.03 - 2019.07
  • Master’s candidate in Dept. of HCI (Advisors: Dr. Jinyoung Han)
• Hongik University, Seoul, Rep. of Korea: 2012.03 - 2017.08
  • Bachelor’s in Law and Korean Language & Literature

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📚 Publications

[2024]

• “SceneDAPR: A Scene-Level Free-Hand Drawing Dataset for Web-based Psychological Drawing Assessment,” Jiwon Kang, Jiwon Kim, Migyeong Yang, Chaehee Park, Taeeun Kim, Hayeon Song, Jinyoung Han, Proceedings of the ACM on Web Conference 2024. [pdf] [github]

• Fighting against Fake News on Newly-Emerging Crisis: A Case Study of COVID-19, Migyeong Yang, Chaewon Park, Jiwon Kang, Daeun Lee, Daejin Choi, Jinyoung Han, Companion Proceedings of the ACM on Web Conference 2024. [pdf] [github]

[2023]

• “Dancing on the Inside: A Qualitative Study on Online Dance Learning with Teacher-AI Cooperation,” Jiwon Kang, Chaewon Kang, Jeewoo Yoon, Houggeun Ji, Taihu Li, Hyunmi Moon, Minsam Ko, and Jinyoung Han, Education and Information Technologies (SSCI), 28(9), 12111-12141. [url]

• “AlphaDAPR: An AI-based Explainable Expert Support System for Art Therapy,” Jiwon Kim & Jiwon Kang (equal contributions), Taeeun Kim, and Hayeon Song, Jinyoung Han, Proceedings of the 28th International Conference on Intelligent User Interfaces (IUI), 2023. [url]

[2022]

• “Magic Brush: An AI-based Service for Dementia Prevention focused on Intrinsic Motivation,” Migyeong Yang & Kyungha Lee, Eunji Kim, Yeosol Song, Sewang Lee, Jiwon Kang, Jinyoung Han, Hayeon Song, and Taeeun Kim, ACM CSCW, November, 2022. [url][video]

• “Experiencing Stress During COVID-19: A Computational Analysis of Stressors and Emotional Responses to Stress,” Jiwon Kang (equal contributions) & Jieun Kim, Taenyun Kim, Hayeon Song, Jinyoung Han, Cyberpsychology Behavior and Social Networking (SSCI), 25(9), 561-570. [url]

• ““Why Tag Me?”: Detecting Motivations of Comment Tagging in Instagram,” Jiwon Kang, Jeewoo Yoon, Eunil Park, and Jinyoung Han*. Expert Systems with Applications (SCIE), 117171. [url][github]

• “Behind the scenes of K-pop fandom: unveiling K-pop fandom collaboration network,” Jiwon Kang, Jina Kim, Migyeong Yang, Eunil Park, Minsam Ko, Munyoung Lee, and Jinyoung Han. Quality & Quantity, 56 (3), 1-22. [url] [github]

[2020]

• “Cross-Lingual Suicidal-Oriented Word Embedding toward Suicide Prevention,” Daeun Lee, Soyoung Park, Jiwon Kang, Daejin Choi, and Jinyoung Han*, In EMNLP Findings, Nov. 2020.[pdf][web page]

• “Why do Instagram Users Tag Friends in Comments?,” Jiwon Kang, Jeewoo Yoon, and Jinyoung Han*, In Companion Proceedings of the Web Conference 2020 (WWW), Taipei, Taiwan, Apr. 2020. (3 pg. extended abstract) [pdf]

• “Understanding Customers’ Hotel Revisiting Behaviour: A Sentiment Analysis of Online Feedback Reviews,” Eunil Park, Jiwon Kang, Daejin Choi, and Jinyoung Han, Current Issues in Tourism (SSCI), 23(5), 605-611.

[2019]

• “Who Drives Successful Online Conversations? Unveiling the Role of First User Response,” Ye-eun Won & Jiwon Kang (equal contributions), Daejin Choi, Eunil Park, and Jinyoung Han, Kybernetes (SCIE), 49(3), 876-884. [url]

• “Alliance for My Idol: Analyzing the K-pop Fandom Collaboration Network,” Jiwon Kang, Minsung Lee, Eunil Park, Minsam Ko, Munyoung Lee, and Jinyoung Han*, ACM CHI Conference on Human Factors in Computing Systems (CHI), Glasgow, Scotland UK, May 2019. (6pg. extended abstract) [pdf] [poster]

[2018]

• “Understanding Influential Comments in Online Conversations,” Jiwon Kang, Daejin Choi, Eunil Park, and Jinyoung Han, ACM Conference on Computer-Supported Cooperative Work and Social Computing (CSCW), Jersey City, USA, November 2018. (4pg. extended abstract). [pdf] [poster]

Domestic Publications

• “COVID-19 Korean Fake News Detection using Named Entity and User Reproliferation Information,” Chaewon Park, Daeun Lee, Jiwon Kang, Munyoung Lee and Jinyoung Han*, Human and Cognitive Language Technology (HCLT), 2021.
• “A Deep Neural Network Model for Identifying Political Party based on Face Images,” Jeewoo Yoon, Jiwon Kang, Seunghoon Jeong, Minsam Ko, Eunil Park, and Jinyoung Han*, HCI Korea 2019, Jeju, Feb. 2019.
• “An Analysis of Socio-Economic Behavior in Me-Media,” Migyeong Yang, Jiwon Kang, Eunil Park, Minsam Ko, and Jinyoung Han, HCI Korea 2019, Jeju, Feb. 2019.
• “Effects of Initial Comments on Successful Online Conversation,” Ye-eun Won, Jiwon Kang, Eunil Park, Minsam Ko, Ki Joon Kim, and Jinyoung Han, HCI Korea 2019, Jeju, Feb. 2019.

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🎖 Awards

• 1st Prize, WRTN Prompthon (2023), WRTN Technologies
• 2nd Prize, Student Researcher Awards (Fall 2022), Sungkyunkwan University

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👥 Reviewer

• NeurIPS 2023 Datasets and Benchmarks Track
• AAAI 2023
• NeurIPS 2022 Datasets and Benchmarks Track
• ACM IMX 2022

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✅ Research Projects

• [2020/10-2023/08] Modeling and Analyzing a Contact Social Graph for Predicting and Managing Outbreak Disease, National Research Foundation of Korea (NRF).
• [2021/09-2022/08] A Student-AI Interaction Online Dance Learning System, National Research Foundation of Korea (NRF).
  • This is my first research project as a principal investigator 😊
• [2018/11-2021/10] Predicting Information Diffusion Process with Deep Learning, National Research Foundation of Korea (NRF).
• [2020/07-2020/11] Developing a Model for Detecting Fake News on COVID-19, Electronics and Telecommunications Research Institute (ETRI).
• [2017/09-2020/08] Design Science: A convergence research on design and Big Data, National Research Foundation of Korea (NRF).
• [2019/06-2019/11] Learning and Predicting Information Diffusion, Electronics and Telecommunications Research Institute (ETRI).
• [2018/05-2018/11] Big Data Research for Artificial Intelligence Applications, Electronics and Telecommunications Research Institute (ETRI).

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🏫 Teaching

• Sungkyunkwan University
  • SWE 2022: Introduction of Programming (Fall 2020) - TA
  • AAI 2012: Computational Thinking, Programming and Application (Spring 2020) - TA
  • DAI5016: Computational Social Science (Spring 2022) - TA
  • DAI5019: Graph Mining and Learning (Fall 2021) - TA
  • AAI3005: Data Mining (Spring 2020) - TA
  • AAI2007: Introduction to Algorithm (Fall 2019) - TA
• Hanyang University
  • CSE4036: Big Data Processing (Spring 2019) - TA
  • CSE1017: Programming Fundamentals (Spring 2018, Fall 2018) - TA

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