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New approach to interval linear regression

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216208%3A11320%2F10%3A10051670" target="_blank" >RIV/00216208:11320/10:10051670 - isvavai.cz</a>

  • Alternative codes found

    RIV/61384399:31140/10:00035441

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    New approach to interval linear regression

  • Original language description

    In interval regression analysis we aim at finding interval regression parameters that fit crisp or interval data. Diverse methods for this problem have been developed, however, many of them possess the property that some of the resulting regression parameters are crisp. This property is undesirable in a variety of applications. To overcome this drawback we propose a method motivated by tolerance analysis in linear systems. This method is not only computationally very cheap, but also yields intervals forregression parameters the widths of which are proportional to an in-advance given vector of parameters. For example, one choice of this vector allows to control relative tolerances and another leads to absolute tolerances. The tolerance quotient calculated by the method can also serve as a fitness measure of a given model. An example for a house price model is given.

  • 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

    2010

  • 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 24th Mini-EURO Conference On Continuous Optimization and Information-Based Technologies in The Financial Sector MEC EurOPT 2010

  • ISBN

    978-9955-28-597-7

  • ISSN

  • e-ISSN

  • Number of pages

    5

  • Pages from-to

  • Publisher name

    Vilnius Gediminas Technical University Publishing House "Technika"

  • Place of publication

    Vilnius

  • Event location

    Izmir

  • Event date

    Jun 23, 2010

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article