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Discretization of continuous features
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<h2 id="software">Software</h2> <p>This is a partial list of software that implement MDL algorithm. </p> <ul><li><a href="https://gforge.inria.fr/projects/discretize4crf">discretize4crf</a> tool designed to work with popular <a href="/facts/Conditional_random_field/TNuLaGzM">CRF</a> implementations (<a href="/facts/C%252B%252B/Et0F2qn9">C++</a>)</li> <li><a href="https://cran.r-project.org/web/packages/discretization/discretization.pdf">mdlp</a> in the R package discretization</li> <li><a href="https://cran.r-project.org/web/packages/RWeka/RWeka.pdf">Discretize</a> in the R package RWeka</li></ul> <h2 id="see-also">See also</h2> <ul><li><a href="/facts/Density_estimation/YthqJssX">Density estimation</a></li> <li><a href="/facts/Continuity_correction/qkfEECMd">Continuity correction</a></li></ul> <h2 id="references">References</h2> <ol> <li id="fn:1"><p>Clarke, E. J.; Barton, B. A. (2000). "Entropy and MDL discretization of continuous variables for Bayesian belief networks" (PDF). International Journal of Intelligent Systems. 15: 61–92. doi:10.1002/(SICI)1098-111X(200001)15:1<61::AID-INT4>3.0.CO;2-O. Retrieved 2008-07-10. <a href="http://sci2s.ugr.es/keel/pdf/specific/articulo/IJIS00.pdf" target="_blank">http://sci2s.ugr.es/keel/pdf/specific/articulo/IJIS00.pdf</a> <a href="#fnref:1" class="footnote-back-ref">↩</a></p></li> <li id="fn:2"><p>Fayyad, Usama M.; Irani, Keki B. (1993) "Multi-Interval Discretization of Continuous-Valued Attributes for Classification Learning" (PDF). 29 July 2023. hdl:2014/35171., Proc. 13th Int. Joint Conf. on Artificial Intelligence (Q334 .I571 1993), pp. 1022-1027 <a href="https://www.ijcai.org/Proceedings/93-2/Papers/022.pdf" target="_blank">https://www.ijcai.org/Proceedings/93-2/Papers/022.pdf</a> <a href="#fnref:2" class="footnote-back-ref">↩</a></p></li> <li id="fn:3"><p>Dougherty, J.; Kohavi, R.; Sahami, M. (1995). "Supervised and Unsupervised Discretization of Continuous Features". In A. Prieditis & S. J. Russell, eds. Work. Morgan Kaufmann, pp. 194-202 <a href="http://robotics.stanford.edu/users/sahami/papers-dir/disc.pdf" target="_blank">http://robotics.stanford.edu/users/sahami/papers-dir/disc.pdf</a> <a href="#fnref:3" class="footnote-back-ref">↩</a></p></li> <li id="fn:4"><p>Kotsiantis, S.; Kanellopoulos, D (2006). "Discretization Techniques: A recent survey". GESTS International Transactions on Computer Science and Engineering. 32 (1): 47–58. CiteSeerX 10.1.1.109.3084. <a href="/wiki/CiteSeerX_(identifier)" target="_blank">/wiki/CiteSeerX_(identifier)</a> <a href="#fnref:4" class="footnote-back-ref">↩</a></p></li> </ol>