Defining a novel k-nearest neighbours approach to assess the applicability domain of a QSAR model for reliable predictions

被引:0
|
作者
Faizan Sahigara
Davide Ballabio
Roberto Todeschini
Viviana Consonni
机构
[1] University of Milano-Bicocca,Milano Chemometrics and QSAR Research Group, Department of Earth and Environmental Sciences
关键词
QSAR; Applicability domain; kNN; Nearest neighbour; Model validation;
D O I
暂无
中图分类号
学科分类号
摘要
引用
收藏
相关论文
共 50 条
  • [21] A systematic approach in appliance disaggregation using k-nearest neighbours and naive Bayes classifiers for energy efficiency
    Yang, Chuan Choong
    Soh, Chit Siang
    Yap, Vooi Voon
    ENERGY EFFICIENCY, 2018, 11 (01) : 239 - 259
  • [22] A systematic approach in appliance disaggregation using k-nearest neighbours and naive Bayes classifiers for energy efficiency
    Chuan Choong Yang
    Chit Siang Soh
    Vooi Voon Yap
    Energy Efficiency, 2018, 11 : 239 - 259
  • [23] SOKNL: A novel way of integrating K-nearest neighbours with adaptive random forest regression for data streams
    Sun, Yibin
    Pfahringer, Bernhard
    Gomes, Heitor Murilo
    Bifet, Albert
    DATA MINING AND KNOWLEDGE DISCOVERY, 2022, 36 (05) : 2006 - 2032
  • [24] SOKNL: A novel way of integrating K-nearest neighbours with adaptive random forest regression for data streams
    Yibin Sun
    Bernhard Pfahringer
    Heitor Murilo Gomes
    Albert Bifet
    Data Mining and Knowledge Discovery, 2022, 36 : 2006 - 2032
  • [25] A k-Nearest Neighbours Approach Using Metabolism-related Fingerprints to Improve In Silico Metabolite Ranking
    Marchant, Carol A.
    Rosser, Edward M.
    Vessey, Jonathan D.
    MOLECULAR INFORMATICS, 2017, 36 (03)
  • [26] A novel nonlinear QSAR method based on K-nearest neighbor principle and variable selection.
    Zheng, WF
    Tropsha, A
    ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 1998, 215 : U512 - U512
  • [27] Assessing K-Nearest Neighbours algorithm for simple, interpretable time-to-event survival predictions over a range of simulated datasets
    Kroupa, Pavel
    Morton, Caroline
    Le Calvez, Kerlann
    Williams, Matt
    2019 IEEE 32ND INTERNATIONAL SYMPOSIUM ON COMPUTER-BASED MEDICAL SYSTEMS (CBMS), 2019, : 367 - 372
  • [28] Gasification process prediction using a novel and reliable metaheuristic algorithm coupled with the K-nearest neighbors
    Li, Yuan
    Cao, Mingjing
    CHEMICAL PRODUCT AND PROCESS MODELING, 2025,
  • [29] A novel approach for precipitation forecast via improved K-nearest neighbor algorithm
    Huang, Mingming
    Lin, Runsheng
    Huang, Shuai
    Xing, Tengfei
    ADVANCED ENGINEERING INFORMATICS, 2017, 33 : 89 - 95
  • [30] Design-based approach to k-nearest neighbours technique for coupling field and remotely sensed data in forest surveys
    Baffetta, Federica
    Fattorini, Lorenzo
    Franceschi, Sara
    Corona, Piermaria
    REMOTE SENSING OF ENVIRONMENT, 2009, 113 (03) : 463 - 475