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# CITATION file created with {cffr} R package
# See also: https://docs.ropensci.org/cffr/
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cff-version: 1.2.0
message: 'To cite package "itsdm" in publications use:'
type: software
license: MIT
title: 'itsdm: Isolation Forest-Based Presence-Only Species Distribution Modeling'
version: 0.2.2
doi: 10.32614/CRAN.package.itsdm
abstract: 'Collection of R functions to do purely presence-only species distribution
  modeling with isolation forest (iForest) and its variations such as Extended isolation
  forest and SCiForest. See the details of these methods in references: Liu, F.T.,
  Ting, K.M. and Zhou, Z.H. (2008) <https://doi.org/10.1109/ICDM.2008.17>, Hariri,
  S., Kind, M.C. and Brunner, R.J. (2019) <https://doi.org/10.1109/TKDE.2019.2947676>,
  Liu, F.T., Ting, K.M. and Zhou, Z.H. (2010) <https://doi.org/10.1007/978-3-642-15883-4_18>,
  Guha, S., Mishra, N., Roy, G. and Schrijvers, O. (2016) <https://proceedings.mlr.press/v48/guha16.html>,
  Cortes, D. (2021) <https://doi.org/10.48550/arXiv.2110.13402>. Additionally, Shapley
  values are used to explain model inputs and outputs. See details in references:
  Shapley, L.S. (1953) <https://doi.org/10.1515/9781400881970-018>, Lundberg, S.M.
  and Lee, S.I. (2017) <https://dm-gatech.github.io/CS8803-Fall2018-DML-Papers/shapley.pdf>,
  Molnar, C. (2020) <ISBN:978-0-244-76852-2>, Štrumbelj, E. and Kononenko, I. (2014)
  <https://doi.org/10.1007/s10115-013-0679-x>. itsdm also provides functions to diagnose
  variable response, analyze variable importance, draw spatial dependence of variables
  and examine variable contribution. As utilities, the package includes a few functions
  to download bioclimatic variables including ''WorldClim'' version 2.0 (see Fick,
  S.E. and Hijmans, R.J. (2017) <https://doi.org/10.1002/joc.5086>) and ''CMCC-BioClimInd''
  (see Noce, S., Caporaso, L. and Santini, M. (2020) <https://doi.org/10.1038/s41597-020-00726-5>.'
authors:
- family-names: Song
  given-names: Lei
  email: lsong@clarku.edu
  orcid: https://orcid.org/0000-0002-4371-1473
repository: https://cranhaven.r-universe.dev
repository-code: https://github.com/LLeiSong/itsdm
commit: d6186fbb19fadbea15fd0c59d76db6ba0fab1092
url: https://lleisong.github.io/itsdm/
date-released: '2026-05-27'
contact:
- family-names: Song
  given-names: Lei
  email: lsong@clarku.edu
  orcid: https://orcid.org/0000-0002-4371-1473