Optimizing LightGBM for Regression: A Study on Parameter Influence and Performance

Roman Hörbe; Selim Erol

doi:10.1016/j.ifacol.2025.09.385

Optimizing LightGBM for Regression: A Study on Parameter Influence and Performance

Roman Hörbe
, Selim Erol

Institute of Industrial Engineering and Management

University of Applied Sciences Wiener Neustadt

Research output: Contribution to journal › Conference article › peer-review

Original language	English
Pages (from-to)	2292-2297
Number of pages	6
Journal	IFAC-PapersOnLine
Volume	59
Issue number	10
DOIs	https://doi.org/10.1016/j.ifacol.2025.09.385
Publication status	Published - 1 Jul 2025
Event	11th IFAC Conference on Manufacturing Modelling, Management and Control, MIM 2025 - Trondheim, Norway Duration: 30 Jun 2025 → 3 Jul 2025

Keywords

Artificial Intelligence
Forecasting
LightGBM
Production planning
Supply Chain Management
scheduling

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10.1016/j.ifacol.2025.09.385

Cite this

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title = "Optimizing LightGBM for Regression: A Study on Parameter Influence and Performance",

keywords = "Artificial Intelligence, Forecasting, LightGBM, Production planning, Supply Chain Management, scheduling",

author = "Roman H{\"o}rbe and Selim Erol",

note = "Publisher Copyright: Copyright {\textcopyright} 2025 The Authors.; 11th IFAC Conference on Manufacturing Modelling, Management and Control, MIM 2025 ; Conference date: 30-06-2025 Through 03-07-2025",

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T1 - Optimizing LightGBM for Regression

T2 - 11th IFAC Conference on Manufacturing Modelling, Management and Control, MIM 2025

AU - Hörbe, Roman

AU - Erol, Selim

PY - 2025/7/1

Y1 - 2025/7/1

KW - Artificial Intelligence

KW - Forecasting

KW - LightGBM

KW - Production planning

KW - Supply Chain Management

KW - scheduling

UR - https://www.scopus.com/pages/publications/105018795440

U2 - 10.1016/j.ifacol.2025.09.385

DO - 10.1016/j.ifacol.2025.09.385

M3 - Conference article

AN - SCOPUS:105018795440

SN - 2405-8971

VL - 59

SP - 2292

EP - 2297

JO - IFAC-PapersOnLine

JF - IFAC-PapersOnLine

IS - 10

Y2 - 30 June 2025 through 3 July 2025

ER -

Optimizing LightGBM for Regression: A Study on Parameter Influence and Performance

Keywords

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