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Issue Date
2020-01-07Keywords
Decision treesWeb services
Classification decision
Classification trees
Global aspects
Natural language explanations
Natural languages
Numerical attributes
Metadata
Show full item recordPublisher
Institute of Physics PublishingJournal
Journal of Physics: Conference SeriesDOI
10.1088/1742-6596/1432/1/012074Additional Links
https://iopscience.iop.org/article/10.1088/1742-6596/1432/1/012074Abstract
This study describes a model of explanations in natural language for classification decision trees. The explanations include global aspects of the classifier and local aspects of the classification of a particular instance. The proposal is implemented in the ExpliClas open source Web service [1], which in its current version operates on trees built with Weka and data sets with numerical attributes. The feasibility of the proposal is illustrated with two example cases, where the detailed explanation of the respective classification trees is shown.Type
info:eu-repo/semantics/articleRights
info:eu-repo/semantics/openAccessAttribution-NonCommercial-ShareAlike 4.0 International
Language
engISSN
17426588EISSN
17426596ae974a485f413a2113503eed53cd6c53
10.1088/1742-6596/1432/1/012074
Scopus Count
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The following license files are associated with this item:
- Creative Commons