mlr3fselect: Feature Selection for 'mlr3'

#' @importFrom utils bibentry
bibentries = c(
  bossek_2017 = bibentry("inproceedings",
    doi         = "10.1145/3067695.3082470",
    year        = "2017",
    month       = "jul",
    publisher   = "ACM",
    author      = "Jakob Bossek",
    title       = "ecr 2.0",
    booktitle   = "Proceedings of the Genetic and Evolutionary Computation Conference Companion"
  ),
  bergstra_2012 = bibentry("article",
    title       = "Random Search for Hyper-Parameter Optimization",
    author      = "James Bergstra and Yoshua Bengio",
    year        = "2012",
    journal     = "Journal of Machine Learning Research",
    volume      = "13",
    number      = "10",
    pages       = "281--305",
    url         = "https://jmlr.csail.mit.edu/papers/v13/bergstra12a.html"
  ),
  thomas2017 = bibentry("article",
    doi       = "10.1155/2017/1421409",
    year      = "2017",
    publisher = "Hindawi Limited",
    volume    = "2017",
    pages     = "1--8",
    author    = "Janek Thomas and Tobias Hepp and Andreas Mayr and Bernd Bischl",
    title     = "Probing for Sparse and Fast Variable Selection with Model-Based Boosting",
    journal   = "Computational and Mathematical Methods in Medicine"
  ),
  wu2007 = bibentry("article",
    doi       = "10.1198/016214506000000843",
    year      = "2007",
    month     = "3",
    publisher = "Informa {UK} Limited",
    volume    = "102",
    number    = "477",
    pages     = "235--243",
    author    = "Yujun Wu and Dennis D Boos and Leonard A Stefanski",
    title     = "Controlling Variable Selection by the Addition of Pseudovariables",
    journal   = "Journal of the American Statistical Association"
  ),
  guyon2002 = bibentry("article",
    title       = "Gene Selection for Cancer Classification using Support Vector Machines",
    volume      = "46",
    issn        = "1573-0565",
    doi         = "10.1023/A:1012487302797",
    pages       = "389--422",
    number      = "1",
    journal     = "Machine Learning",
    author      = "Isabelle Guyon and Jason Weston and Stephen Barnhill and Vladimir Vapnik",
    year        = "2002"
  ),
  kuhn2013 = bibentry("Inbook",
    author    = "Kuhn, Max and Johnson, Kjell",
    chapter   = "Over-Fitting and Model Tuning",
    title     = "Applied Predictive Modeling",
    year      = "2013",
    publisher = "Springer New York",
    address   = "New York, NY",
    pages     = "61--92",
    isbn      = "978-1-4614-6849-3"
  ),
  saeys2008 = bibentry("article",
    author      = "Saeys, Yvan and Abeel, Thomas and Van De Peer, Yves",
    doi         = "10.1007/978-3-540-87481-2_21",
    isbn        = "3540874801",
    journal     = "Machine Learning and Knowledge Discovery in Databases",
    pages       = "313--325",
    publisher   = "Springer, Berlin, Heidelberg",
    title       = "Robust feature selection using ensemble feature selection techniques",
    volume      = "5212 LNAI",
    year        = "2008"
  ),
  abeel2010 = bibentry("article",
    author    = "Abeel, Thomas and Helleputte, Thibault and Van de Peer, Yves and Dupont, Pierre and Saeys, Yvan",
    doi       = "10.1093/BIOINFORMATICS/BTP630",
    issn      = "1367-4803",
    journal   = "Bioinformatics",
    month     = "feb",
    pages     = "392--398",
    publisher = "Oxford Academic",
    title     = "Robust biomarker identification for cancer diagnosis with ensemble feature selection methods",
    volume    = "26",
    year      = "2010"
  ),
  pes2020 = bibentry("article",
    author    = "Pes, Barbara",
    doi       = "10.1007/s00521-019-04082-3",
    issn      = "14333058",
    journal   = "Neural Computing and Applications",
    month     = "may",
    number    = "10",
    pages     = "5951--5973",
    publisher = "Springer",
    title     = "Ensemble feature selection for high-dimensional data: a stability analysis across multiple domains",
    volume    = "32",
    year      = "2020"
  ),
  das1999 = bibentry("article",
    author    = "Das, I",
    issn      = "09344373",
    journal   = "Structural Optimization",
    month     = "may",
    number    = "1-2",
    pages     = "107--115",
    publisher = "Springer",
    title     = "On characterizing the 'knee' of the Pareto curve based on normal-boundary intersection",
    volume    = "18",
    year      = "1999"
  ),
  meinshausen2010 = bibentry("article",
    author    = "Meinshausen, Nicolai and Buhlmann, Peter",
    doi       = "10.1111/J.1467-9868.2010.00740.X",
    eprint    = "0809.2932",
    issn      = "1369-7412",
    journal   = "Journal of the Royal Statistical Society Series B: Statistical Methodology",
    month     = "sep",
    number    = "4",
    pages     = "417--473",
    publisher = "Oxford Academic",
    title     = "Stability Selection",
    volume    = "72",
    year      = "2010"
  ),
  hedou2024 = bibentry("article",
    author = "Hedou, Julien and Maric, Ivana and Bellan, Gregoire and Einhaus, Jakob and Gaudilliere, Dyani K. and Ladant, Francois Xavier and Verdonk, Franck and Stelzer, Ina A. and Feyaerts, Dorien and Tsai, Amy S. and Ganio, Edward A. and Sabayev, Maximilian and Gillard, Joshua and Amar, Jonas and Cambriel, Amelie and Oskotsky, Tomiko T. and Roldan, Alennie and Golob, Jonathan L. and Sirota, Marina and Bonham, Thomas A. and Sato, Masaki and Diop, Maigane and Durand, Xavier and Angst, Martin S. and Stevenson, David K. and Aghaeepour, Nima and Montanari, Andrea and Gaudilliere, Brice", #nolint
    doi = "10.1038/s41587-023-02033-x",
    issn = "1546-1696",
    journal = "Nature Biotechnology 2024",
    month = "jan",
    pages = "1--13",
    publisher = "Nature Publishing Group",
    title = "Discovery of sparse, reliable omic biomarkers with Stabl",
    url = "https://www.nature.com/articles/s41587-023-02033-x",
    year = "2024"
  )
)