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Software Tools for ROC and AUC Estimates

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F62690094%3A18450%2F03%3A00000620" target="_blank" >RIV/62690094:18450/03:00000620 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Software Tools for ROC and AUC Estimates

  • Original language description

    Discrimination and classification are important tasks that enable to solve the problem of allocation objects into one of the predefined classes. This paper concentrates on the problem of discrimination between two populations (groups) of objects. ROC curve is recommended here as a meas-ure of the separation ability of different classification models when conditions of classification change. ROC can be used for description of predictive properties of different classification models. An overview and comparison of the software tools for ROC and AUC analysis are presented here. Results from analysis of the performance of different models for good and bad loans prediction (data for simulated - fictive bank) are used as an illustrative example.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    BB - Applied statistics, operational research

  • OECD FORD branch

Result continuities

  • Project

  • Continuities

    Z - Vyzkumny zamer (s odkazem do CEZ)

Others

  • Publication year

    2003

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Article name in the collection

    Proceedings of the 21th International Conference Mathematical Methods in Economics 2003

  • ISBN

    80-213-1046-4

  • ISSN

  • e-ISSN

  • Number of pages

    6

  • Pages from-to

    238-243

  • Publisher name

    Czech University of Agriculture in Prague

  • Place of publication

    Praha

  • Event location

    Praha

  • Event date

  • Type of event by nationality

  • UT code for WoS article