Search Results for author: Junui Hong

Found 4 papers, 0 papers with code

Cracking the Code of Negative Transfer: A Cooperative Game Theoretic Approach for Cross-Domain Sequential Recommendation

no code implementations22 Nov 2023 Chung Park, Taesan Kim, Taekyoon Choi, Junui Hong, Yelim Yu, Mincheol Cho, Kyunam Lee, Sungil Ryu, Hyungjun Yoon, Minsung Choi, Jaegul Choo

This paper investigates Cross-Domain Sequential Recommendation (CDSR), a promising method that uses information from multiple domains (more than three) to generate accurate and diverse recommendations, and takes into account the sequential nature of user interactions.

Contrastive Learning Sequential Recommendation

Pre-training Contextual Location Embeddings in Personal Trajectories via Efficient Hierarchical Location Representations

no code implementations2 Oct 2023 Chung Park, Taesan Kim, Junui Hong, Minsung Choi, Jaegul Choo

To tackle this problem, we propose a Geo-Tokenizer, designed to efficiently reduce the number of locations to be trained by representing a location as a combination of several grids at different scales.

PASTA: PArallel Spatio-Temporal Attention with spatial auto-correlation gating for fine-grained crowd flow prediction

no code implementations2 Oct 2023 Chung Park, Junui Hong, Cheonbok Park, Taesan Kim, Minsung Choi, Jaegul Choo

Understanding the movement patterns of objects (e. g., humans and vehicles) in a city is essential for many applications, including city planning and management.

Management

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