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Predictability of Off-line to On-line Recommender Measures via Scaled Fuzzy Implicators

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216208%3A11320%2F20%3A10416938" target="_blank" >RIV/00216208:11320/20:10416938 - isvavai.cz</a>

  • Result on the web

    <a href="https://doi.org/10.1109/FUZZ48607.2020.9177682" target="_blank" >https://doi.org/10.1109/FUZZ48607.2020.9177682</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.1109/FUZZ48607.2020.9177682" target="_blank" >10.1109/FUZZ48607.2020.9177682</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    Predictability of Off-line to On-line Recommender Measures via Scaled Fuzzy Implicators

  • Original language description

    This paper introduces fuzzy Challenge Response Framework, designed to understand the relationship between the model of a real-world situation and some real observations, based on scaled fuzzy Implicators between them. This general framework is applied to a particular case in recommender systems: the prediction of on-line performance given off-line evaluation results. We perform an empirical evaluation with real data from a Czech travel agency, comparing different recommender algorithms, different metrics for on-line and offline evaluations, and different implication operators.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

  • OECD FORD branch

    10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)

Result continuities

  • Project

    <a href="/en/project/GJ19-22071Y" target="_blank" >GJ19-22071Y: Flexible models for known-item search in large video collections</a><br>

  • Continuities

    P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Others

  • Publication year

    2020

  • Confidentiality

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

Data specific for result type

  • Article name in the collection

    2020 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)

  • ISBN

    978-1-72816-932-3

  • ISSN

  • e-ISSN

  • Number of pages

    8

  • Pages from-to

    1-8

  • Publisher name

    IEEE

  • Place of publication

    Neuveden

  • Event location

    Glasgow, United Kingdom, United Kingdom

  • Event date

    Jul 19, 2020

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article