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Factor Analysis of Scintigraphic Image Sequences with Integrated Probabilistic Mask of Factor Images

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21340%2F11%3A00192620" target="_blank" >RIV/68407700:21340/11:00192620 - isvavai.cz</a>

  • Alternative codes found

    RIV/67985556:_____/11:00368078

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Factor Analysis of Scintigraphic Image Sequences with Integrated Probabilistic Mask of Factor Images

  • Original language description

    Factor analysis is a well established mathematical method for factor separation in the analysis of scintigraphical sequences. The results are typically an input to the next step, e.g. factor analysis for computing significant diagnostic coefficients. However, this computing highly depends on proper identification of factors and their biological meaning, which is not ensure only by factor analysis. The main issue is separation overlaping factors from themselves and from tissue background covering the whole sequence. Factor analysis highly depends on prior information which allows us to set biologically reasonable conditions to a mathematical model. In this paper, we propose a mathematical model which estimates the probability mask of each image factor and sets it as a prior information for the next step of iterative algorithm based on Variational Bayes method. The new proposed model provides more realistic estimates of factors than the standard factor analysis.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    BA - General mathematics

  • OECD FORD branch

Result continuities

  • Project

  • Continuities

    S - Specificky vyzkum na vysokych skolach

Others

  • Publication year

    2011

  • Confidentiality

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

Data specific for result type

  • Article name in the collection

    Doktorandské dny 2011

  • ISBN

    978-80-01-04907-5

  • ISSN

  • e-ISSN

  • Number of pages

    10

  • Pages from-to

    255-264

  • Publisher name

    Česká technika - nakladatelství ČVUT

  • Place of publication

    Praha

  • Event location

    Praha

  • Event date

    Nov 11, 2011

  • Type of event by nationality

    CST - Celostátní akce

  • UT code for WoS article