Search Results - Predictive Learning Models classification

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  1. 1

    Machine learning predictive classification models for the carcinogenic activity of activated metabolites derived from aromatic amines and nitroaromatics by Halabi, Andrés, Rincón, Elizabeth, Chamorro, Eduardo

    ISSN: 0887-2333, 1879-3177, 1879-3177
    Published: England Elsevier Ltd 01.06.2022
    Published in Toxicology in vitro (01.06.2022)
    “… (derived from AA and NA species) and the water solvent to obtain reliable predictive classification models…”
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    Journal Article
  2. 2

    Experimental Data Based Machine Learning Classification Models with Predictive Ability to Select in Vitro Active Antiviral and Non-Toxic Essential Oils by Sabatino, Manuela, Fabiani, Marco, Božović, Mijat, Garzoli, Stefania, Antonini, Lorenzo, Marcocci, Maria Elena, Palamara, Anna Teresa, De Chiara, Giovanna, Ragno, Rino

    ISSN: 1420-3049, 1420-3049
    Published: Switzerland MDPI AG 25.05.2020
    Published in Molecules (Basel, Switzerland) (25.05.2020)
    “… A subset of essential oils was experimentally tested in an in vitro model of HSV-1 infection and the determined IC50s and CC50s values were used in conjunction with the results…”
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    Journal Article
  3. 3

    Primary Hyperhidrosis and Sensitive Skin: Exploring the Link with Predictive Machine Learning-Based Classification Models by McCormick, Erika T, Choi, Joung Min, Azim, Sara Abdel, Whiting, Cleo, Pieretti, Lisa, Zhang, Liqing, Friedman, Adam

    ISSN: 1545-9616
    Published: United States 01.10.2024
    Published in Journal of drugs in dermatology (01.10.2024)
    “…)-exempt survey was disseminated by the International Hyperhidrosis Society. A predictive classification model for SS was built using random forest machine learning algorithms…”
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    Journal Article
  4. 4

    Machine learning-based classification models for non-covalent Bruton’s tyrosine kinase inhibitors: predictive ability and interpretability by Li, Guo, Li, Jiaxuan, Tian, Yujia, Zhao, Yunyang, Pang, Xiaoyang, Yan, Aixia

    ISSN: 1381-1991, 1573-501X, 1573-501X
    Published: Cham Springer International Publishing 01.08.2024
    Published in Molecular diversity (01.08.2024)
    “…In this study, we built classification models using machine learning techniques to predict the bioactivity of non-covalent inhibitors of Bruton’s tyrosine kinase (BTK…”
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    Journal Article
  5. 5
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    Predictive Maintenance using Machine Learning Based Classification Models by Chazhoor, Anisha, Mounika, Y, Vergin Raja Sarobin, M, Sanjana, M V, Yasashvini, R

    ISSN: 1757-8981, 1757-899X
    Published: IOP Publishing 01.10.2020
    “… Several predictive models using machine learning on the Semiconductor Manufacturing process dataset (SECOM…”
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    Journal Article
  7. 7

    A Piecewise Linear Regression and Classification Algorithm With Application to Learning and Model Predictive Control of Hybrid Systems by Bemporad, Alberto

    ISSN: 0018-9286, 1558-2523
    Published: New York IEEE 01.06.2023
    Published in IEEE transactions on automatic control (01.06.2023)
    “…This article proposes an algorithm for solving multivariate regression and classification problems using piecewise linear predictors over a polyhedral partition of the feature space…”
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    Journal Article
  8. 8

    Optimized machine learning based comparative analysis of predictive models for classification of kidney tumors by Anand, Vatsala, Khajuria, Ajay, Pachauri, Rupendra Kumar, Gupta, Vinay

    ISSN: 2045-2322, 2045-2322
    Published: London Nature Publishing Group UK 19.08.2025
    Published in Scientific reports (19.08.2025)
    “… In this study, different machine learning models were used to detect and classify kidney tumors…”
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    Journal Article
  9. 9

    Machine Learning in Predictive Toxicology: Recent Applications and Future Directions for Classification Models by Wang, Marcus W H, Goodman, Jonathan M, Allen, Timothy E H

    ISSN: 1520-5010, 1520-5010
    Published: United States 15.02.2021
    Published in Chemical research in toxicology (15.02.2021)
    “… The recent successes of these machine learning methods in predictive toxicology are summarized, and a comparison of some models used in predictive toxicology…”
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    Journal Article
  10. 10

    Photoreceptor layer thinning is an early biomarker for type 2 diabetes: a cohort study in UK Biobank by Ma, Yiyuan, Wu, Yue, Hu, Leyi, Zhang, Xinyu, Zheng, Danying, Liu, Zhenzhen, Jin, Guangming

    ISSN: 1476-5454, 1476-5454
    Published: England 01.12.2025
    Published in Eye (London) (01.12.2025)
    “…) images, excluding individuals with neurological or ocular diseases. Cox proportional hazard models were used to analyse the association between baseline POS thickness and incident T2D…”
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    Journal Article
  11. 11

    Classification and predictive models using supervised machine learning: A conceptual review by Pienaar, M A, Naidoo, K D

    ISSN: 2078-676X, 2078-676X
    Published: South Africa 01.04.2025
    “…Supervised machine learning models (SMLMs) are likely to be a prevalent approach in the literature on medical machine learning…”
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    Journal Article
  12. 12

    A New Predictive Method for Classification Tasks in Machine Learning: Multi-Class Multi-Label Logistic Model Tree (MMLMT) by Ghasemkhani, Bita, Balbal, Kadriye Filiz, Birant, Derya

    ISSN: 2227-7390, 2227-7390
    Published: Basel MDPI AG 01.09.2024
    Published in Mathematics (Basel) (01.09.2024)
    “…This paper introduces a novel classification method for multi-class multi-label datasets, named multi-class multi-label logistic model tree (MMLMT…”
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    Journal Article
  13. 13

    Early predictive model for breast cancer classification using blended ensemble learning by Mahesh, T. R., Vinoth Kumar, V., Vivek, V., Karthick Raghunath, K. M., Sindhu Madhuri, G.

    ISSN: 0975-6809, 0976-4348
    Published: New Delhi Springer India 01.01.2024
    “… A Blended ensemble learning, which is an innovative approach, has been utilized for the classification of breast cancer and this model performs…”
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    Journal Article
  14. 14
  15. 15

    Identifying Suspected Instances of Fraud Utilizing Machine Learning Predictive Classification Models that Minimize Manual Labor to Inspect Anomalies by Andrews, Kyle

    ISBN: 9798516068157
    Published: ProQuest Dissertations & Theses 01.01.2021
    “… The bank provided a client list of 139 clients with over 12 million transactions for 2020 to identify suspected instances of bank wire fraud and create a predictive classification machine learning…”
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    Dissertation
  16. 16

    Experimental application of classification learning to generate simplified model predictive controls for a shared office heating system by Bursill, Jayson, O'Brien, William, Beausoleil-Morrison, Ian

    ISSN: 2374-4731, 2374-474X
    Published: Taylor & Francis 28.05.2019
    “…The application of model-based predictive control (MPC) to commercial buildings has been a topic of increasing interest in the literature…”
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    Journal Article
  17. 17

    The Predictive Validity of Machine Learning Models in the Classification and Treatment of Major Depressive Disorder: State of the Art and Future Directions by Ermers, Nick J., Hagoort, Karin, Scheepers, Floortje E.

    ISSN: 1664-0640, 1664-0640
    Published: Frontiers Media S.A 25.05.2020
    Published in Frontiers in psychiatry (25.05.2020)
    “… predictions and detect relevant clusters. Due to the multidimensionality at play in the pathogenesis of depression, it is suggested that machine learning could contribute to improving classification…”
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    Journal Article
  18. 18

    Deep Learning Predictive Model for Colon Cancer Patient using CNN-based Classification by Tasnim, Zarrin, Chakraborty, Sovon, Shamrat, F. M. Javed Mehedi, Chowdhury, Ali Newaz, Nuha, Humaira Alam, Karim, Asif, Zahir, Sabrina Binte, Billah, Md. Masum

    ISSN: 2158-107X, 2156-5570
    Published: West Yorkshire Science and Information (SAI) Organization Limited 2021
    “… In this research, CNN models are employed to analyse…”
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    Journal Article
  19. 19

    Development and validation of predictive model based on deep learning method for classification of dyslipidemia in Chinese medicine by Liu, Jinlei, Dan, Wenchao, Liu, Xudong, Zhong, Xiaoxue, Chen, Cheng, He, Qingyong, Wang, Jie

    ISSN: 2047-2501, 2047-2501
    Published: Cham Springer International Publishing 06.04.2023
    Published in Health information science and systems (06.04.2023)
    “…Backgrounds Dyslipidemia is a prominent risk factor for cardiovascular diseases and one of the primary independent modifiable factors of diabetes and stroke…”
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    Journal Article
  20. 20

    Pollution risk assessment by designing predictive binary classification models of substituted benzenes centered on data mining and machine learning techniques by N’guessan, Aubin, Dali, Brice, Esmel, Elvice Akori, Moussé, Logbo Mathias, Ziao, Nahossé, N’guessan, Raymond Kré, Megnassan, Eugene

    ISSN: 1614-7499, 0944-1344, 1614-7499
    Published: Berlin/Heidelberg Springer Berlin Heidelberg 01.07.2025
    “… In this study, we evaluated four binary classification machine learning (ML) models (support vector machine, k -nearest neighbor, CART decision tree and random forest…”
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    Journal Article