Suchergebnisse - Multilayer perceptron and its stacking integration algorithm

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  1. 1

    Developing an optimal individual tree diameter growth model for uneven-aged Pinus yunnanensis forests using machine learning algorithms von Deng, Longfeng, Wang, JianMing, Yin, JiTing, Guan, YaDong

    ISSN: 0931-1890, 1432-2285
    Veröffentlicht: Berlin/Heidelberg Springer Berlin Heidelberg 01.08.2025
    Veröffentlicht in Trees (Berlin, West) (01.08.2025)
    “… : Random Forest, XGBoost, Multilayer Perceptron, and Stacked Multilayer Perceptron (Stacked …”
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    Journal Article
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    Urban Flood Risk Assessment through the Integration of Natural and Human Resilience Based on Machine Learning Models von Zhang, Wenting, Hu, Bin, Liu, Yongzhi, Zhang, Xingnan, Li, Zhixuan

    ISSN: 2072-4292, 2072-4292
    Veröffentlicht: Basel MDPI AG 01.07.2023
    Veröffentlicht in Remote sensing (Basel, Switzerland) (01.07.2023)
    “… traditional machine learning models, including support vector machine, random forest, multilayer perceptron, and gradient boosting decision tree …”
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    Journal Article
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    Landslide Detection Using Multi-Scale Image Segmentation and Different Machine Learning Models in the Higher Himalayas von Tavakkoli Piralilou, Sepideh, Shahabi, Hejar, Jarihani, Ben, Ghorbanzadeh, Omid, Blaschke, Thomas, Gholamnia, Khalil, Meena, Sansar, Aryal, Jagannath

    ISSN: 2072-4292, 2072-4292
    Veröffentlicht: Basel MDPI AG 01.11.2019
    Veröffentlicht in Remote sensing (Basel, Switzerland) (01.11.2019)
    “… ) methods, namely, the multilayer perceptron neural network (MLP-NN) and random forest (RF), for landslide detection …”
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    Automatic lithological mapping from potential field data using machine learning: a case study from Mundiyawas-Khera Cu deposit, Rajasthan, India von Singh, Bhawesh Kumar, Gangumalla, Srinivasa Rao, Arasada, Rama Chandrudu, Kumar, Thinesh

    ISSN: 1895-7455, 1895-6572, 1895-7455
    Veröffentlicht: Cham Springer International Publishing 01.04.2024
    Veröffentlicht in Acta geophysica (01.04.2024)
    “… Initially, five different ML algorithms, random forest (RF), K -nearest neighbor, support vector machine, multi-layer perceptron (MLP …”
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    Enhancing Hydrogen Energy Consumption Prediction Based on Stacked Machine Learning Model with Shapley Additive Explanations von Elshewey, Ahmed M., Hassan, Samah A. Z., Youssef, Rasha Y., El-Bakry, Hazem M., Osman, Ahmed M.

    ISSN: 2509-4238, 2509-4246
    Veröffentlicht: Singapore Springer Nature Singapore 01.11.2025
    “… This paper compares random forest regressor, multi-layer perceptron, support vector regressor, and gradient boosting regressor to forecast hydrogen consumption, using production and consumption …”
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    A robot process automation based mobile application for early prediction of chronic kidney disease using machine learning von Bijoy, Md. Hasan Imam, Mia, Md. Jueal, Rahman, Md. Mahbubur, Arefin, Mohammad Shamsul, Dhar, Pranab Kumar, Shimamura, Tetsuya

    ISSN: 3004-9261, 2523-3963, 3004-9261, 2523-3971
    Veröffentlicht: Cham Springer International Publishing 23.05.2025
    Veröffentlicht in Discover applied sciences (23.05.2025)
    “… (logistic regression, K-nearest neighbors, AdaBoost, decision tree classifier, random forest, and multilayer perceptron …”
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    Journal Article
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    Moisture Prediction in Bird’s Nest Drying with Machine Learning Models von Jin, Hai Tao, Chen, Zhiyuan, Law, Chung Lim

    ISSN: 2509-4238, 2509-4246
    Veröffentlicht: Singapore Springer Nature Singapore 01.03.2025
    “… moisture levels in bird’s nest products. The proposed model comprises two base models and a multi-layer perceptron (MLP …”
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    Advanced Cybersecurity Framework for Detecting Fake Data Using Optimized Feature Selection and Stacked Ensemble Learning von Alajlan, Abrar M.

    ISSN: 2079-9292, 2079-9292
    Veröffentlicht: Basel MDPI AG 18.08.2025
    Veröffentlicht in Electronics (Basel) (18.08.2025)
    “… The dimensionality issues are mitigated by eliminating redundant features via the proposed Elite Tuning Strategy-Enhanced Polar Bear Optimization algorithm …”
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    An Improved Ensemble Method With Data Resampling for Credit Risk Prediction von Aruleba, Idowu, Sun, Yanxia

    ISSN: 2169-3536, 2169-3536
    Veröffentlicht: Piscataway IEEE 2025
    Veröffentlicht in IEEE access (2025)
    “… ) as base learners, with the multilayer perceptron (MLP) serving as a meta-learner. To address the data imbalance, the Synthetic Minority Over-sampling Technique and Edited Nearest Neighbors (SMOTE-ENN …”
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    A Stacking Multi-Learning Ensemble Model for Predicting Near Real Time Energy Consumption Demand of Residential Buildings von Ves, Andreea Valeria, Ghitescu, Nicoleta, Pop, Claudia, Antal, Marcel, Cioara, Tudor, Anghel, Ionut, Salomie, Ioan

    Veröffentlicht: IEEE 01.09.2019
    “… for a seamless integration with the session-based Energy Markets developed within Smart Energy Grids that integrate renewable energy sources …”
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    Optimizing Diabetes Care Through Fuzzy Rule-Based Models and Machine Learning Algorithms von Mishra, Debaswapna, Behera, Bichitrananda, Patnaik, Sanghamitra, Gourisaria, Mahendra Kumar, Pattnayak, Parthasarathi

    ISBN: 9798331518738
    ISSN: 2996-4490
    Veröffentlicht: IEEE 23.05.2025
    “… This study uses a simulated fuzzy diabetes dataset validated by medical professionals to evaluate ten supervised machine learning approaches-Multilayer Perceptron (MLP …”
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