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https://doi.org/10.2498/cit.2004.02.06

“BOF” Trees Diagram as a Visual Way to Improve Interpretability of Tree Ensembles

Vesna Lužar-Stiffler
Charles Stiffler

Puni tekst: engleski, pdf (340 KB) str. 111-118 preuzimanja: 515* citiraj
APA 6th Edition
Lužar-Stiffler, V. i Stiffler, C. (2004). “BOF” Trees Diagram as a Visual Way to Improve Interpretability of Tree Ensembles. Journal of computing and information technology, 12 (2), 111-118. https://doi.org/10.2498/cit.2004.02.06
MLA 8th Edition
Lužar-Stiffler, Vesna i Charles Stiffler. "“BOF” Trees Diagram as a Visual Way to Improve Interpretability of Tree Ensembles." Journal of computing and information technology, vol. 12, br. 2, 2004, str. 111-118. https://doi.org/10.2498/cit.2004.02.06. Citirano 24.09.2020.
Chicago 17th Edition
Lužar-Stiffler, Vesna i Charles Stiffler. "“BOF” Trees Diagram as a Visual Way to Improve Interpretability of Tree Ensembles." Journal of computing and information technology 12, br. 2 (2004): 111-118. https://doi.org/10.2498/cit.2004.02.06
Harvard
Lužar-Stiffler, V., i Stiffler, C. (2004). '“BOF” Trees Diagram as a Visual Way to Improve Interpretability of Tree Ensembles', Journal of computing and information technology, 12(2), str. 111-118. https://doi.org/10.2498/cit.2004.02.06
Vancouver
Lužar-Stiffler V, Stiffler C. “BOF” Trees Diagram as a Visual Way to Improve Interpretability of Tree Ensembles. Journal of computing and information technology [Internet]. 2004 [pristupljeno 24.09.2020.];12(2):111-118. https://doi.org/10.2498/cit.2004.02.06
IEEE
V. Lužar-Stiffler i C. Stiffler, "“BOF” Trees Diagram as a Visual Way to Improve Interpretability of Tree Ensembles", Journal of computing and information technology, vol.12, br. 2, str. 111-118, 2004. [Online]. https://doi.org/10.2498/cit.2004.02.06

Sažetak
The motivation for this research stemmed from a desire to create visual aids to help researchers/managers interpret ensembles of decision tree outputs generated by various algorithms. The method employed a simulation experiment (using only bagging) followed by application of the new visualization tools on actual survey data. Simulated data, with a pre-specified structure, were "bagged" with the results presented using five graphical tools that recreated (and/or portrayed) the known data structures captured by the bagging algorithm. Then the same methodology was generalized to a structurally unknown, virgin (survey) data set. Results of the research are that five visual aids tools were examined (two of which are new approaches) and found to be useful for making action-oriented interpretations from e.g., web-survey data.

Hrčak ID: 44718

URI
https://hrcak.srce.hr/44718

Posjeta: 650 *