[Title Page]

The 8ᵗʰ ICICPE 2024 Conference Committees

Welcome Message / Hwamin Lee

Program for the 8ᵗʰ ICICPE 2024

Contents

December 18, 2024 19

Oral Session 1 20

01. Partial Quantization : Improving Text Generation over Uniform Quantization / Minhyuk Kim ; Heuiseok Lim 20

02. Domain-Aware Router : Bridging Domain-Specific Models and Model Ensembles for Efficient and Scalable Performance / Gyuho Shim ; Imatitikua Aiyanyo 22

03. Comparative Analysis of Techniques for Locating Knowledge Editing in Language Models : Integrated Gradients vs. Causal Tracing / Yong Chan Chun ; Yuna Hur 25

04. Unveiling Code Region : Identifying Critical Parameters for Coding Abilities in LLMs / Dongjun Kim ; Aiyanyo Imatitikua Danielle 27

05. Boosting Korean Embedding Performance via Pre-training with Accessible Data / Youngjoon Jang ; Taemin Lee 29

06. Rethinking Retriever Evaluation in Retrieval-Augmented Generation : A Document- and Word-Level Analysis / Chanhee Park ; Heuiseok Lim 33

Oral Session 2 37

01. Sepsis Prediction Using Time-Series Data and Large Language Models / Taewon Jung ; Yihyun Kim ; Hwamin Lee 37

02. Predicting Cognitive Impairments Using Wearable Life Log Data with LSTM and GRU / Jibok Lee ; Hahyeon Cho ; Jina Lee ; Hwamin Lee 41

03. Classification of Bipolar Disorder Types I and II Using Machine Learning Models Based on Multi-feature Polygenic Risk Scores / Tae Yeong Lee ; Soon Ho Ha ; Kyung Min Kang ; Hwa Min Lee 45

04. Enhancing Wearable Device Data Integration for Mood Prediction Using LLMs / SoonHo Ha ; TaeYeong Lee ; KyungMin Kang ; HwaMin Lee 51

05. Personalized Health Prediction Models Using Wearable Device Data Through Transfer Learning / Se-Jin Ahn ; Inyong Jeong ; Hwamin Lee 58

06. Development of a Screening Model for High-Risk Major Depressive Disorder Using Genetic and Clinical Data / Kyung Min Kang ; Soonho ha ; Taeyeong Lee ; Ju-Wan Kim ; Hee-Ju Kang ; Jae-Min Kim ; HwaMin Lee 62

Oral Session 3 67

01. Federated Learning Architecture for Greenhouse Temperature Forecasting Using LSTM Networks / Phuong Anh Nguyen ; Trang Ha ; Satyam Mishra ; Tung Vu ; Anh-Ngoc Le ; Do-Hyeun Kim 67

02. Design and development of virtualization framework based on containerized virtual objects for scalable IoT applications / Raza Ali ; Israr Ullah ; DoHyeun Kim 71

03. Decentralized Intelligent Service Based on Reliable Edge Intelligence Using Blockchain / Wenquan Jin ; Dohyeun Kim 73

04. PUP-iMHealth : PUP Santa Rosa Campus Student Mental Health Record Management System Using Generative AI / Emy Lou G. Alinsod ; Raymund E. Mindanao 75

05. Whale Optimization Algorithm with Neural Network for Feature Selection To Predict Dropout Students in University / Anuradha Kumari Singh ; S. Karthikeyan 77

Oral Session 4 80

01. Conceptualizing Social Isolation in Young Adults : A Systematic Review of Definitions and Measures Using a Novel Framework / Hyunjin Kim ; Minjung Kang ; Juhee Choi ; Surin Cho ; Jaehee Jung ; Kee-Hong Choi 80

02. Development and Usability Evaluation of the 'Spring Again' App for Mental Health in the Older Adults / Dawoon Jung ; Jueun Hwang ; Euntaek Hong ; Yong-Chun Bahk ; Kee-Hong Choi 84

03. Group Cognitive Behavioral Treatment for Socially Isolated Young Adults with Social Anxiety and Depressive Symptoms : A Preliminary Study Laying the Foundation for Digital Interventions for Social Isolation / Juhee Choi ; Ye-Seul Kim ; Jaehee Jung ; Jueun Hwang ; Hyunjin Kim ; Kee-Hong Choi 87

04. Development and validation of a Korean screening tool for social withdrawal in young adults : a research protocol / Jae-Hee Jung ; Ju-Eun Hwang ; Joo-Hee Choi ; Ye-Seul Kim ; Yong-Chun Bahk ; Kee-Hong Choi 93

December 19, 2024 99

Poster Session 100

01. A Study on The Approximation of the Frobenius Numbers generated by Binomial Coefficients Using Linear Regression / Kyunghwan Song 100

02. Development of a Predictive Model for Citrus Shipments and Prices, and Analysis of Influencing Factors / Seong-Yul Kim ; Yun Am Seo 106

03. An Analysis of Korean Language Proficiency of Gemma 2B Models Using KBS Korean Language Proficiency Test / Yoonna Jang ; Yuna Hur 110

04. Korean Penalty of Large Language Models Derived by the Tokenizer / Hyeonseok Moon ; Aram So 113

05. How To Mitigate Hallucinations with Multilingual Translation / Jaehyung Seo ; Jeongbae Park 116

06. Body composition surrogate biomarkers for dual-energy X-ray absorptiometry / Eunseok Kang ; Hyukjoon Kwon ; Seogsong Jeong 119

07. Predictive power of body composition for depression : Using The Korean National Health and Nutrition Examination Survey / Chae Won Lee ; Eunseok Kang ; Seohui Jang ; Seogsong Jeong 122

08. Addressing Overfitting on Skewed Data : Evaluating EfficientNetV2B0 and Custom CNN Models with Diverse Datasets / Faizaan Fazal Khan ; Jun-Hyung Kim ; Goo-Rak Kwon 125

09. Comparative Evaluation of Human and LLMs in Creative Writing / Sungeun Kim ; Manyu Lee ; Dongsuk Oh 130

10. Automated Knowledge Generation for Question Answering : A Novel Approach Beyond Retrieval-Augmented QA / Ja-kyoung Kim ; Eun-Song Lee ; Dong-Suk Oh 135

11. Timing Analysis and Structure for HPGP PHY FEC Blocks / Jeongju Jeon ; Yongseong Kim ; Inki Min ; Sunhee Kim 139

12. Formation of complementary relationships and design of work sharing system through tendency analysis with AI / Hyun-Joo Park ; Jin-Hee Kim 141

13. A Study on Customized Psychological Care Service Method through Active Use of AI Model / Jae-Min Bae ; Jong-Hye Sim ; Keon-Dong Kim ; Ji-Yong Park ; Seungdo Jeong 143

14. Deep Learning-Based Weekly Early Dropout Prediction in University Online learning / Hee-Sun Park ; Seong-Joon Yoo ; Yeong-Hyeon Gu 145

15. Investigating the Korean Question-Answering Capability of Large Language Models through Query Perturbations / Jinsung Kim ; Aram So 153

16. Enhancing Efficiency in Large Language Model Ensemble / Sugyeong Eo ; Jeongbae Park 156

17. Improving Empathetic Response Generation in LLMs Using Direct Preference Optimization / Suhyune Son ; Aram So 158

18. Educational subject classification with hierarchical information utilizing Large Language Models / Myunghoon Kang ; Jinpyo Hong ; Kinam Park 161

19. Building Retrieval Benchmarks using Retrieval Augmented Generation / Junyoung Son ; Taemin Lee 165

20. Relationships Between Loneliness, Daily Activities, Depression and Life Satisfaction in a Community Sample : A network analysis / Yeji Yang ; Jisoo Lee ; Juhee Choi ; Kee-Hong Choi 168

21. The Relationship Between English Phoneme Perception and Auditory Word Recognition in Non-native Speakers / Ji-Soo Song ; Won-Jae Lee ; Da-Vin Back ; Sang-Yub Kim ; Ki-Chun Nam 177

22. Nurse Burnout Research Trends using Text Mining / Yun Am Seo ; Sanghoo Yoon ; Young A Kim 180

23. A Study on the Use of Generative Artificial Intelligence in Design Thinking-Based Artificial Intelligence Education / Suhun Lim ; Seong-Won Kim ; Seung-Ju Hong ; Youngjun Lee 182

24. Design of AI Tutor System for Digital Textbooks / Jaechoon Jo ; Jungwon Cho 185

25. The Impact of an Interactive Program Automatic Assessment System on Novice Learners / HakNeung Go ; HyunWoo Moon ; Seong-Won Kim ; Youngjun Lee 187

26. The Necessity of Digital Literacy Education for Overcoming the Digital Divide Among Disadvantaged Students / Hyunwoo Moon ; Seung-Ju Hong ; Seong-Won Kim 189

27. Tool Usage Patterns in AI Convergence Education : A Study on Educational Targets in South Korea / HakNeung Go ; Suhun Lim ; Seong-Won Kim 191

28. Exploring National-Level Digital Literacy Assessment Improvement Strategies in South Korea Based on Annotation Data Analysis / Sujin Yoo ; Hansung Kim 194

29. Analysis of Data Literacy Content in the South Korean Primary and Secondary Information Curriculum / Hyunwoo Moon ; HakNeung Go ; Seong-Won Kim ; Youngjun Lee 198

30. Analysis of Educational Content in the 'Digital NewSac' Camp for K-12 SW·AI Education in Korea / Yunjae Jang ; Hosung Woo ; Hansung Kim 201

Oral Session 5 204

01. Lexical-Based Embedding Transfer for Enhancing Jeju Dialect to English Translation / Seongtae Hong ; Kinam Park 204

02. Linearized Embedding Transfer in Multilingual Large Language Model / Seungyoon Lee ; Yuna Hur 207

03. Detailed Error Detection in Machine Translation Using Large Language Models / Da-Hyun Jung ; Jeong-Bae Park 210

04. A Time-Sensitive Temporal Knowledge Editing Benchmark / Jae-Wook Lee ; Ki-Nam Park 214

05. Exploring Language Transfer Techniques in Large Language Models / Jungseob Lee ; Kinam Park 217

06. Examining the Ability of Large Language Model on Entity-Based Question Answering / Seonmin Koo ; Yeongwook Yang ; JeongBae Park 220

07. Digital Competency of University Students as a Fundamental Job Competency / Seongyune Choi ; Yeonju Jang ; Hyeoncheol Kim 223

[Back Cover] 226