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2. Fine-Tuning the Retrieval Mechanism for Tabular Deep Learning

Author

Breejen, Felix den, Bae, Sangmin, Cha, Stephen, Kim, Tae-Young, Koh, Seoung Hyun, and Yun, Se-Young

Subjects
Computer Science - Machine Learning
Abstract

While interests in tabular deep learning has significantly grown, conventional tree-based models still outperform deep learning methods. To narrow this performance gap, we explore the innovative retrieval mechanism, a methodology that allows neural networks to refer to other data points while making predictions. Our experiments reveal that retrieval-based training, especially when fine-tuning the pretrained TabPFN model, notably surpasses existing methods. Moreover, the extensive pretraining plays a crucial role to enhance the performance of the model. These insights imply that blending the retrieval mechanism with pretraining and transfer learning schemes offers considerable potential for advancing the field of tabular deep learning., Comment: Table Representation Learning Workshop at NeurIPS 2023

Published
2023

6. Developmental roles of glomerular epithelial protein-1 in mice molar morphogenesis

Author

Neupane, Sanjiv, Aryal, Yam Prasad, Kwak, Hee-Jin, Lee, Sung-Gwon, Kim, Tae-Young, Pokharel, Elina, Kim, Ji-Youn, Kim, Jung-Hyeuk, Sohn, Wern-Joo, An, Seo-Young, An, Chang-Hyeon, Jung, Jae-Kwang, Ha, Jung-Hong, Yamamoto, Hitoshi, Cho, Sung-Won, Lee, Sanggyu, Lee, Youngkyun, Park, Kwang-Kyun, Min, Bong-Ki, Park, Chungoo, Kwon, Tae-Yub, Cho, Sung-Jin, and Kim, Jae-Young

Published
2024
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9. The Dynamics of Beginning EFL Teachers' Teaching Experiences and Their Emotional Labor from an Activity Theory Perspective

Author

Kim, Youngmi and Kim, Tae-Young

Abstract

This study investigates beginning EFL teachers' emotional labor from the perspective of the Activity Theory. Emotional labor is defined as the process of controlling one's emotions and emotional expressions in accordance with the occupational standards for proper emotional expression. Two beginning EFL teachers at Korean junior high schools were recruited by means of a qualitative research method. Semi-structured interviews were conducted and analyzed based on Activity Theory. The findings indicate that participants' emotional labor in relation to their students was represented as conflicts in their activity system. Additionally, the resolution of the conflicts could be possible if a teacher can join a new teacher learning community and use new instruments. The results suggest that beginning EFL teachers should be encouraged to be empowered with new instruments such as classroom management skills and teaching practices for handling mixed-level students. These new instruments are expected to prevent students' problem behavior and ease the burden of teachers experiencing emotional labor.

Published
2022

26. Dynamics of South Korean EFL Teachers’ Initial Career Motives and Demotivation

Author

Kim, Tae-Young, Kim, Youngmi, Davison, Chris, Series Editor, Gao, Xuesong, Series Editor, Andrews, Stephen, Editorial Board Member, Burns, Anne, Editorial Board Member, Butler, Yuko Goto, Editorial Board Member, Canagarajah, Suresh, Editorial Board Member, Cummins, Jim, Editorial Board Member, Goh, Christine C. M., Editorial Board Member, Hawkins, Margaret, Editorial Board Member, Huhua, Ouyang, Editorial Board Member, Kirkpatrick, Andy, Editorial Board Member, Legutke, Michael K., Editorial Board Member, Leung, Constant, Editorial Board Member, Norton, Bonny, Editorial Board Member, Shohamy, Elana, Editorial Board Member, Wen, Qiufang, Editorial Board Member, Jun Zhang, Lawrence, Editorial Board Member, Kimura, Yuzo, editor, Yang, Luxin, editor, Kim, Tae-Young, editor, and Nakata, Yoshiyuki, editor

Published
2022
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27. Introduction

Author

Kimura, Yuzo, Yang, Luxin, Kim, Tae-Young, Nakata, Yoshiyuki, Davison, Chris, Series Editor, Gao, Xuesong, Series Editor, Andrews, Stephen, Editorial Board Member, Burns, Anne, Editorial Board Member, Butler, Yuko Goto, Editorial Board Member, Canagarajah, Suresh, Editorial Board Member, Cummins, Jim, Editorial Board Member, Goh, Christine C. M., Editorial Board Member, Hawkins, Margaret, Editorial Board Member, Huhua, Ouyang, Editorial Board Member, Kirkpatrick, Andy, Editorial Board Member, Legutke, Michael K., Editorial Board Member, Leung, Constant, Editorial Board Member, Norton, Bonny, Editorial Board Member, Shohamy, Elana, Editorial Board Member, Wen, Qiufang, Editorial Board Member, Jun Zhang, Lawrence, Editorial Board Member, Kimura, Yuzo, editor, Yang, Luxin, editor, Kim, Tae-Young, editor, and Nakata, Yoshiyuki, editor

Published
2022
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29. Lifelog Patterns Analyzation using Graph Embedding based on Deep Neural Network

Author

Shin, Wonsup, Kim, Tae-Young, and Cho, Sung-Bae

Subjects
Computer Science - Social and Information Networks, Computer Science - Machine Learning
Abstract

Recently, as the spread of smart devices increases, the amount of data collected through sensors is increasing. A lifelog is a kind of big data to analyze behavior patterns in the daily life of individuals collected from various smart de-vices. However, sensor data is a low-level signal that makes it difficult for hu-mans to recognize the situation directly and cannot express relations clearly. It is also difficult to identify the daily behavior pattern because it records heterogene-ous data by various sensors. In this paper, we propose a method to define a graph structure with node and edge and to extract the daily behavior pattern from the generated lifelog graph. We use the graph convolution method to embeds the lifelog graph and maps it to low dimension. The graph convolution layer im-proves the expressive power of the daily behavior pattern by implanting the life-log graph in the non-Euclidean space and learns the patterns of graphs. Experi-mental results show that the proposed method automatically extracts meaningful user patterns from UbiqLog dataset. In addition, we confirm the usefulness by comparing our method with existing methods to evaluate performance., Comment: 8 pages

Published
2019

31. The secreted protein Amuc_1409 from Akkermansia muciniphila improves gut health through intestinal stem cell regulation

Author

Kang, Eun-Jung, Kim, Jae-Hoon, Kim, Young Eun, Lee, Hana, Jung, Kwang Bo, Chang, Dong-Ho, Lee, Youngjin, Park, Shinhye, Lee, Eun-Young, Lee, Eun-Ji, Kang, Ho Bum, Rhyoo, Moon-Young, Seo, Seungwoo, Park, Sohee, Huh, Yubin, Go, Jun, Choi, Jung Hyeon, Choi, Young-Keun, Lee, In-Bok, Choi, Dong-Hee, Seo, Yun Jeong, Noh, Jung-Ran, Kim, Kyoung-Shim, Hwang, Jung Hwan, Jeong, Ji-Seon, Kwon, Ha-Jeong, Yoo, Hee Min, Son, Mi-Young, Kim, Yeon-Gu, Lee, Dae-Hee, Kim, Tae-Young, Kwon, Hyo-Jung, Kim, Myung Hee, Kim, Byoung-Chan, Kim, Yong-Hoon, Kang, Dukjin, and Lee, Chul-Ho

Published
2024
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36. Language Teacher Motivation, Autonomy and Development in East Asia. English Language Education. Volume 25

Author

Kimura, Yuzo, Yang, Luxin, Kim, Tae-Young, Nakata, Yoshiyuki, Kimura, Yuzo, Yang, Luxin, Kim, Tae-Young, and Nakata, Yoshiyuki

Abstract

This volume highlights unique features of L2 teachers' motivation, autonomy and career development in Far East counties (including Japan, South Korea and China), using diverse methodological research approaches incorporating both quantitative and qualitative paradigms. While much of current research focuses on students' psychology, this volume looks into EFL teachers' motivation and autonomy. Both discussions of theoretical issues of teacher motivation and autonomy and practical, classroom-based investigations are included and written to appeal to researchers, as well as applied teacher audiences. The theoretical chapters give readers a solid grounding in the issues of interest to the field. The practical chapters offer cutting edge insights and can also serve as templates on which postgraduate and postdoctoral researchers can base future studies. This helps the book to offer a dual service to the research community, addressing both issues of theorization of research and the practice of conducting research investigations.

Published
2022
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39. An Investigation on Male High School Students' Motivation and Achievement in English Learning

Author

Kim, Yoon-Kyoun and Kim, Tae-Young

Abstract

This study examined the characteristics of male high school English learners' motivation and the relations between their motivation and achievement in English learning. A total of 334 Grade 10 students in a boys' high school participated in this study by completing a questionnaire survey on second language (L2) learning motivation and taking an English achievement test. As a result of explanatory factor analysis, five factors were found as underlying constructs for male high school students' English learning motivation: The Ought-to L2 Self, The Ideal L2 Self, The Feared L2 Self, Instrumentality, and Intrinsic Motivation. In terms of the structural relationships between the learners' motivation and achievement in English learning, the ideal L2 self and intrinsic motivation exerted a direct impact on their motivated L2 behavior, and then English achievement mediated by the motivated L2 behavior. The other factors had an indirect influence on motivated L2 learning behavior, mediated by the ideal L2 self and intrinsic motivation. Based on the findings, we suggested motivational activities to realize the creation of the ideal L2 self among male high school English learners.

Published
2018

44. Conclusion

Author

Kim, Tae-Young, Andrews, Stephen, Editorial Board Member, Burns, Anne, Editorial Board Member, Butler, Yuko Goto, Editorial Board Member, Canagarajah, Suresh, Editorial Board Member, Cummins, Jim, Editorial Board Member, Goh, Christine C. M., Editorial Board Member, Hawkins, Margaret, Editorial Board Member, Huhua, Ouyang, Editorial Board Member, Kirkpatrick, Andy, Editorial Board Member, Legutke, Michael K., Editorial Board Member, Leung, Constant, Editorial Board Member, Norton, Bonny, Editorial Board Member, Shohamy, Elana, Editorial Board Member, Wen, Qiufang, Editorial Board Member, Jun Zhang, Lawrence, Editorial Board Member, and Kim, Tae-Young

Published
2021
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45. Recent Advances in EFL (De)Motivation Theory

Author

Kim, Tae-Young, Andrews, Stephen, Editorial Board Member, Burns, Anne, Editorial Board Member, Butler, Yuko Goto, Editorial Board Member, Canagarajah, Suresh, Editorial Board Member, Cummins, Jim, Editorial Board Member, Goh, Christine C. M., Editorial Board Member, Hawkins, Margaret, Editorial Board Member, Huhua, Ouyang, Editorial Board Member, Kirkpatrick, Andy, Editorial Board Member, Legutke, Michael K., Editorial Board Member, Leung, Constant, Editorial Board Member, Norton, Bonny, Editorial Board Member, Shohamy, Elana, Editorial Board Member, Wen, Qiufang, Editorial Board Member, Jun Zhang, Lawrence, Editorial Board Member, and Kim, Tae-Young

Published
2021
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46. History of English Learning and Its Motivation in Other East Asian Countries

Author

Kim, Tae-Young, Andrews, Stephen, Editorial Board Member, Burns, Anne, Editorial Board Member, Butler, Yuko Goto, Editorial Board Member, Canagarajah, Suresh, Editorial Board Member, Cummins, Jim, Editorial Board Member, Goh, Christine C. M., Editorial Board Member, Hawkins, Margaret, Editorial Board Member, Huhua, Ouyang, Editorial Board Member, Kirkpatrick, Andy, Editorial Board Member, Legutke, Michael K., Editorial Board Member, Leung, Constant, Editorial Board Member, Norton, Bonny, Editorial Board Member, Shohamy, Elana, Editorial Board Member, Wen, Qiufang, Editorial Board Member, Jun Zhang, Lawrence, Editorial Board Member, and Kim, Tae-Young

Published
2021
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47. Sociohistorical Genesis of South Korean EFL Learners’ English Learning Motivation

Author

Kim, Tae-Young, Andrews, Stephen, Editorial Board Member, Burns, Anne, Editorial Board Member, Butler, Yuko Goto, Editorial Board Member, Canagarajah, Suresh, Editorial Board Member, Cummins, Jim, Editorial Board Member, Goh, Christine C. M., Editorial Board Member, Hawkins, Margaret, Editorial Board Member, Huhua, Ouyang, Editorial Board Member, Kirkpatrick, Andy, Editorial Board Member, Legutke, Michael K., Editorial Board Member, Leung, Constant, Editorial Board Member, Norton, Bonny, Editorial Board Member, Shohamy, Elana, Editorial Board Member, Wen, Qiufang, Editorial Board Member, Jun Zhang, Lawrence, Editorial Board Member, and Kim, Tae-Young

Published
2021
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48. Historical Overview of English Learning in South Korea: An Era of Economic and Cultural Prosperity from the 1990s to the 2010s

Author

Kim, Tae-Young, Andrews, Stephen, Editorial Board Member, Burns, Anne, Editorial Board Member, Butler, Yuko Goto, Editorial Board Member, Canagarajah, Suresh, Editorial Board Member, Cummins, Jim, Editorial Board Member, Goh, Christine C. M., Editorial Board Member, Hawkins, Margaret, Editorial Board Member, Huhua, Ouyang, Editorial Board Member, Kirkpatrick, Andy, Editorial Board Member, Legutke, Michael K., Editorial Board Member, Leung, Constant, Editorial Board Member, Norton, Bonny, Editorial Board Member, Shohamy, Elana, Editorial Board Member, Wen, Qiufang, Editorial Board Member, Jun Zhang, Lawrence, Editorial Board Member, and Kim, Tae-Young

Published
2021
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49. Historical Overview of English Learning in South Korea: The U.S. Military Government, Korean War, and Post-War Reconstruction Period

Author

Kim, Tae-Young, Andrews, Stephen, Editorial Board Member, Burns, Anne, Editorial Board Member, Butler, Yuko Goto, Editorial Board Member, Canagarajah, Suresh, Editorial Board Member, Cummins, Jim, Editorial Board Member, Goh, Christine C. M., Editorial Board Member, Hawkins, Margaret, Editorial Board Member, Huhua, Ouyang, Editorial Board Member, Kirkpatrick, Andy, Editorial Board Member, Legutke, Michael K., Editorial Board Member, Leung, Constant, Editorial Board Member, Norton, Bonny, Editorial Board Member, Shohamy, Elana, Editorial Board Member, Wen, Qiufang, Editorial Board Member, Jun Zhang, Lawrence, Editorial Board Member, and Kim, Tae-Young

Published
2021
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50. Historical Overview of English Learning in South Korea: The Nineteenth Century and Japanese Colonization

Author

Kim, Tae-Young, Andrews, Stephen, Editorial Board Member, Burns, Anne, Editorial Board Member, Butler, Yuko Goto, Editorial Board Member, Canagarajah, Suresh, Editorial Board Member, Cummins, Jim, Editorial Board Member, Goh, Christine C. M., Editorial Board Member, Hawkins, Margaret, Editorial Board Member, Huhua, Ouyang, Editorial Board Member, Kirkpatrick, Andy, Editorial Board Member, Legutke, Michael K., Editorial Board Member, Leung, Constant, Editorial Board Member, Norton, Bonny, Editorial Board Member, Shohamy, Elana, Editorial Board Member, Wen, Qiufang, Editorial Board Member, Jun Zhang, Lawrence, Editorial Board Member, and Kim, Tae-Young

Published
2021
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