Limiting the impact of statistics as a proverbial source of falsehood

Yiannis Kiouvrekis, Petros Stefaneas, Angelika Kokkinaki, Nikos Asimakis

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    Abstract

    This paper presents an early version of a decision-making “eco” system. We refer to it as an “eco” system because it is primarily based on mathematical logic and combines concepts and principles from the fields of statistics, decision theory, artificial intelligence and modeling of human behavior. The primary goal of the proposed approach is to address errors that occur resulting from the misuse of statistical methods. In practice, such errors often occur either owning to the use of inappropriate statistical methods or wrong interpretations of results. The proposed approach relies on the LPwNF (Logic Programming without Negation as Failure) framework of non-monotonic reasoning as provided by Gorgias. The proposed system enables automatic selection of the appropriate statistical method, based on the characteristics of the problem and the sample. The expected impact could be twofold: it can enhance the use of statistical systems like R and, combined with a Java-based interface to Gorgias, make non-monotonic reasoning easy to use in the proposed context.

    Original languageEnglish
    Title of host publicationInformation Systems - 15th European, Mediterranean, and Middle Eastern Conference, EMCIS 2018, Proceedings
    EditorsMarinos Themistocleous, Marinos Themistocleous, Paulo Rupino da Cunha
    PublisherSpringer Verlag
    Pages433-442
    Number of pages10
    ISBN (Print)9783030113940
    DOIs
    Publication statusPublished - 1 Jan 2019
    Event15th European, Mediterranean, and Middle Eastern Conference on Information Systems, EMCIS 2018 - Limassol, Cyprus
    Duration: 4 Oct 20185 Oct 2018

    Publication series

    NameLecture Notes in Business Information Processing
    Volume341
    ISSN (Print)1865-1348

    Conference

    Conference15th European, Mediterranean, and Middle Eastern Conference on Information Systems, EMCIS 2018
    Country/TerritoryCyprus
    CityLimassol
    Period4/10/185/10/18

    Keywords

    • AI
    • Decision theory
    • Gorgias
    • Health care
    • Information
    • Mathematical logic

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