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Yeonsook Heo

Korea University

1 Anam-dong 5 ka

Seoul, 136-701

Korea, Republic of (South Korea)

SCHOLARLY PAPERS

4

DOWNLOADS

133

TOTAL CITATIONS

2

Scholarly Papers (4)

Structured Probabilistic Models for Predicting Internal Electricity Loads in Residential Communities

Number of pages: 31 Posted: 31 Dec 2021
Chulho Kim, Jiwook Byun, Jaehyun Go and Yeonsook Heo
Korea University, Korea University, Korea University and Korea University
Downloads 36 (1,281,607)

Abstract:

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Structured probabilistic models, Internal electricity load, Residential community, Household variation, Temporal variation

Structured Probabilistic Models for Predicting Internal Electricity Loads in Residential Communities

Number of pages: 34 Posted: 08 Aug 2022
Chulho Kim, Jiwook Byun, Jaehyun Go and Yeonsook Heo
Korea University, Korea University, Korea University and Korea University
Downloads 26 (1,430,393)

Abstract:

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Structured probabilistic models, Internal electricity load, Residential community, Household variation, Temporal variation

2.

Exploring the Impact of Urban Factors on Land Surface Temperature and Outdoor Air Temperature: A Case Study in Seoul, Korea

Number of pages: 28 Posted: 06 Jun 2023
Tageui Hong and Yeonsook Heo
Korea University and Korea University
Downloads 49 (1,109,210)
Citation 2

Abstract:

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Urban heat island (UHI), Land surface temperature (LST), Outdoor air temperature (OAT), Urban characteristics, Pedestrian-level temperature

3.

Quantifying Seasonal Energy Drivers in Public Libraries: Category-Level Importance and Main–Interaction Effect Decomposition Using Explainable Machine Learning

Number of pages: 48 Posted: 20 Mar 2026
Korea University, Korea University, affiliation not provided to SSRN, Korea Institute of Civil Engineering and Building Technology and Korea University
Downloads 18 (1,500,778)

Abstract:

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Seasonal EUI, Category-level importance, SHAP decomposition, Interaction effects, random forest, Building compactness

4.

An XAI-informed framework for automating functional form selection and interaction diagnosis in generalized additive modeling

Number of pages: 45 Posted: 23 Jul 2026
Yeonsook Heo, Hanjoo Kim, Hyungbin Joo and Deuk Woo Kim
Korea University, Korea University, Korea University and Korea Institute of Civil Engineering and Building Technology
Downloads 4

Abstract:

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Generalized additive model, eXplainable Artificial Intelligence, SHAP, Random forest, Building energy prediction