Our collaborators, Dr. Fujita from Toyota Motor Corporation, and our lab students Mr. Manabe, Mr. Yamamoto, and Mr. Sashihara, along with Lecturer Hayashi, presented their research at the Special Session titled "Understanding New Markets by Data Science, Social Science, and Economics" in the IEEE International Conference on Big Data 2024 (IEEE BigData2024) held from Washington D.C., USA.

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Title: Inferring Relationships between Tabular Data and Topics using LLM for a Dataset Search Task

Authors: Yukihisa Fujita, Teruaki Hayashi, Masahiro Kuwahara

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Title: Kosuke Manabe, Yukihisa Fujita, Masahiro Kuwahara, Teruaki Hayashi

Authors: Metadata-less Dataset Recommendation Leveraging Dataset Embeddings by Pre-trained Tabular Language Models

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Title: Understanding User Interactions and Community Formation on Data Competition Platform

Authors: Kenta Yamamoto, Teruaki Hayashi

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Title: Impact of Buyer Strategy and Market Size on Data Marketplace Dynamics: A Network-Based Simulation Study

Authors: Jun Sashihara, Teruaki Hayashi

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Title: Metadata-based Data Exploration with Retrieval-Augmented Generation for Large Language Models

Authors: Teruaki Hayashi, Hiroki Sakaji, Jiayi Dai, Randy Goebel