Search Results - Light gradient boosting algorithm
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Data–Physics-Driven Multi-Point Hybrid Deformation Monitoring Model Based on Bayesian Optimization Algorithm–Light Gradient-Boosting Machine
ISSN: 2073-4441, 2073-4441Published: Basel MDPI AG 10.10.2025Published in Water (Basel) (10.10.2025)“…–Light Gradient-Boosting Machine (BOA-LightGBM). Building upon conventional single-point models, spatial coordinates are incorporated as explanatory variables…”
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Estimation of Stellar Atmospheric Parameters with Light Gradient Boosting Machine Algorithm and Principal Component Analysis
ISSN: 0004-6256, 1538-3881Published: Madison The American Astronomical Society 01.04.2022Published in The Astronomical journal (01.04.2022)“…) and light gradient boosting machine (LightGBM) algorithms. We first use PCA to transform all band photometric data…”
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Prediction of heating and cooling loads based on light gradient boosting machine algorithms
ISSN: 0360-1323, 1873-684XPublished: Elsevier Ltd 15.05.2023Published in Building and environment (15.05.2023)“… (CMA-ES), and tree-structured parzen estimator (TPE), were combined with the light gradient boosting machine (LightGBM…”
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An enhanced time efficient technique for image watermarking using ant colony optimization and light gradient boosting algorithm
ISSN: 1319-1578Published: Springer 01.03.2022Published in Journal of King Saud University. Computer and information sciences (01.03.2022)“… This paper proposes a time efficient optimization method based on machine learning algorithms to detect the best embedding parameter for image watermarking with both robustness and imperceptibility…”
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A Forest Fire Susceptibility Modeling Approach Based on Light Gradient Boosting Machine Algorithm
ISSN: 2072-4292, 2072-4292Published: Basel MDPI AG 01.09.2022Published in Remote sensing (Basel, Switzerland) (01.09.2022)“… This paper developed a forest fire susceptibility model based on an ensemble learning method, namely light gradient boosting machine (LightGBM…”
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Solar Flare Prediction and Feature Selection Using a Light-Gradient-Boosting Machine Algorithm
ISSN: 0038-0938, 1573-093XPublished: Dordrecht Springer Netherlands 01.11.2023Published in Solar physics (01.11.2023)“…, particularly for different classes of solar flares. In this study, we aim to forecast C- and M-Class solar flares utilising a machine-learning algorithm, namely the Light Gradient Boosting Machine…”
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A Light Gradient-Boosting Machine algorithm with Tree-Structured Parzen Estimator for breast cancer diagnosis
ISSN: 2772-4425, 2772-4425Published: Elsevier Inc 01.12.2023Published in Healthcare analytics (New York, N.Y.) (01.12.2023)“… This study proposed using the Light Gradient-Boosting Machine (LightGBM) algorithm, Borderline- Synthetic Minority Oversampling Technique (SMOTE…”
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Optimizing the light gradient-boosting machine algorithm for an efficient early detection of coronary heart disease
ISSN: 2949-9534, 2949-9534Published: KeAi Communications Co., Ltd 01.09.2024Published in Informatics and Health (01.09.2024)“… This aimed to optimize the Light Gradient-Boosting Machine (LightGBM) algorithm to enhance its performance and accuracy in the early detection of CHD, providing a reliable, cost-effective, and non-invasive diagnostic tool. Methods…”
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An enhanced sine cosine algorithm based light gradient boosting machine for occupation injury outcome prediction
ISSN: 2948-2992Published: Springer 27.10.2025Published in Discover Computing (27.10.2025)“…)–Light Gradient Boosting Machine (LightGBM) framework for accurate injury outcome prediction…”
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MSR81 Imputing Breast Cancer Stage in a Large EHR Dataset: Light Gradient Boosting Machine Algorithm and Explainable Artificial Intelligence
ISSN: 1098-3015Published: Elsevier Inc 01.07.2025Published in Value in health (01.07.2025)Get full text
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IntelliSleepScorer, a software package with a graphic user interface for automated sleep stage scoring in mice based on a light gradient boosting machine algorithm
ISSN: 2045-2322, 2045-2322Published: London Nature Publishing Group UK 15.03.2023Published in Scientific reports (15.03.2023)“… IntelliSleepScorer uses the light gradient boosting machine (LightGBM) to score sleep stages for each epoch of recordings…”
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Light Gradient Boosting Machine-Based Low–Slow–Small Target Detection Algorithm for Airborne Radar
ISSN: 2072-4292, 2072-4292Published: Basel MDPI AG 01.05.2024Published in Remote sensing (Basel, Switzerland) (01.05.2024)“… In this paper, a novel light gradient boosting machine (LightGBM)-based LSS target detection algorithm for airborne radar is proposed…”
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Cluster energy prediction based on multiple strategy fusion whale optimization algorithm and light gradient boosting machine
ISSN: 2661-801X, 2661-801XPublished: Cham Springer International Publishing 30.01.2024Published in BMC chemistry (30.01.2024)“…Background Clusters, a novel hierarchical material structure that emerges from atoms or molecules, possess unique reactivity and catalytic properties, crucial…”
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Genetic Algorithm Optimized Light Gradient Boosting Machine for 3D Mineral Prospectivity Modeling of Cu Polymetallic Skarn-Type Mineralization, Xuancheng Area, Anhui Province, Eastern China
ISSN: 1520-7439, 1573-8981Published: New York Springer US 01.10.2023Published in Natural resources research (New York, N.Y.) (01.10.2023)“… The light gradient boosting machine (LightGBM) technique is used in this study to estimate the prospectivity for minerals in three dimensions…”
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Classification and Identification of Contaminants in Recyclable Containers Based on a Recursive Feature Elimination-Light Gradient Boosting Machine Algorithm Using an Electronic Nose
ISSN: 2072-666X, 2072-666XPublished: Basel MDPI AG 01.11.2023Published in Micromachines (Basel) (01.11.2023)“… In order to overcome this shortcoming, this paper proposes an identification method based on a Recursive Feature Elimination-Light Gradient Boosting Machine (RFE-LightGBM…”
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Load forecasting for home energy management using light gradient boosting machine learning algorithm
ISSN: 0143-0750, 2162-8246Published: 31.12.2025Published in International journal of ambient energy (31.12.2025)Get full text
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Construction of collision-type prediction model based on light gradient boosting machine algorithm and elucidation of data causality and relevance by Bayesian network
ISSN: 1538-9588, 1538-957X, 1538-957XPublished: England Taylor & Francis 10.10.2022Published in Traffic Injury Prevention (10.10.2022)Get full text
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Hyper-parameter tuned light gradient boosting machine using memetic firefly algorithm for hand gesture recognition
ISSN: 1568-4946, 1872-9681Published: Elsevier B.V 01.08.2021Published in Applied soft computing (01.08.2021)“… In this paper, a Lightboost based Gradient boosting machine (LightGBM) is proposed for efficient hand gesture recognition…”
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Short-term prediction of particulate matter (PM10 and PM2.5) in Seoul, South Korea using tree-based machine learning algorithms
ISSN: 1309-1042, 1309-1042Published: Elsevier B.V 01.10.2022Published in Atmospheric pollution research (01.10.2022)“…) was compared with that reported by this study. The experimental results report that, among tree-based ML algorithms, light gradient boosting (LGB…”
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Enhancing the performance of recycled aggregate green concrete via a Bayesian optimization light gradient boosting machine and the nondominated sorting genetic algorithm-III
ISSN: 0950-0618Published: Elsevier Ltd 10.01.2025Published in Construction & building materials (10.01.2025)“… (BO), a light gradient boosting machine (LGBM) and the nondominated sorting genetic algorithm (NSGA…”
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