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Searching for Credible Relations in Machine Learning

Author(s): Vedrana Vidulin (Author), Matjaž Gams (Supervisor), Bogdan Filipič (Co-Supervisor)

Year: 2012

Type: Doctoral dissertation

Can a model constructed by machine learning or data mining programs be trusted? For example, it is known that a decision tree model can contain less-credible parts caused by pathologies in induction algorithms, noise and missing values in data, or simply because of the complexity of a domain. Such models …