Search Results for author: Dongil Kim

Found 4 papers, 1 papers with code

Attention-based sequential recommendation system using multimodal data

no code implementations28 May 2024 Hyungtaik Oh, Wonkeun Jo, Dongil Kim

In this study, we propose an attention-based sequential recommendation method that employs multimodal data of items such as images, texts, and categories.

NFCL: Simply interpretable neural networks for a short-term multivariate forecasting

no code implementations22 May 2024 Wonkeun Jo, Dongil Kim

Our proposed model, the Neural ForeCasting Layer (NFCL), employs a straightforward amalgamation of neural networks.

Multivariate Time Series Forecasting Time Series

Neural Additive Models for Nowcasting

no code implementations20 May 2022 Wonkeun Jo, Dongil Kim

By employing generalized additive models, the proposed NAM-NC successfully explains each input value's importance for multiple variables and time steps.

Additive models BIG-bench Machine Learning +2

Demand Forecasting from Spatiotemporal Data with Graph Networks and Temporal-Guided Embedding

3 code implementations26 May 2019 Doyup Lee, Suehun Jung, Yeongjae Cheon, Dongil Kim, Seungil You

TGNet learns an autoregressive model, conditioned on temporal contexts of forecasting targets from temporal-guided embedding.

Time Series Time Series Analysis

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