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Autori: Piltaver, Rok; Luštrek, Mitja; Gams, Matjaž; Martinčić-Ipšić, Sanda
Naslov: Comprehensibility of Classification Trees – Survey Design Validation
( Comprehensibility of Classification Trees – Survey Design Validation )
Izvornik: 6th International Conference on Information Technologies and Information Society - ITIS2014 / Boshkoska, Biljana Mileva ; Levnajić, Zoran (ur.). - Šmarješke toplice, Slovenija :
Skup: 6th International Conference on Information Technologies and Information Society - ITIS2014
Mjesto i datum: Šmarješke toplice, Slovenija, 6-7.11.20014
Ključne riječi: classification tree; comprehensibility; understandability; survey
( classification tree; comprehensibility; understandability; survey )
Sažetak:
Classifier comprehensibility is a decisive factor for practical classifier applications ; however it is ill-defined and hence difficult to measure. Most algorithms use comprehensibility metrics based on classifier complexity – such as the number of leaves in a classification tree – despite evidence that they do not correspond to comprehensibility well. A classifier comprehensibility survey was therefore designed in order to derive exhaustive comprehensibility metrics better reflecting the human sense of classifier comprehensibility. This paper presents an implementation of a classification-tree comprehensibility survey based on the suggested design and empirically verifies the assumptions on which the survey design is based: the chosen respondent performance metrics measured while solving the chosen tasks can be used to indirectly but objectively measure the influence of chosen tree properties on their comprehensibility.
Vrsta sudjelovanja: Predavanje
Vrsta prezentacije u zborniku: Cjeloviti rad (više od 1500 riječi)
Vrsta recenzije: Međunarodna recenzija
Izvorni jezik: eng
Kategorija: Znanstveni
Znanstvena područja:
Računarstvo,Informacijske i komunikacijske znanosti
URL Internet adrese: http://itis2014.fis.unm.si/wp-content/uploads/2014/12/ITIS2014-proceedings.pdf
Upisao u CROSBI: Sanda Martinčić - Ipšić (smarti@inf.uniri.hr), 10. Stu. 2014. u 12:15 sati



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