• DocumentCode
    2073447
  • Title

    Intelligent planning of biomedical image mining workflows

  • Author

    Doukas, Charalampos ; Chatziioannou, Aristotle ; Maglogiannis, Ilias

  • Author_Institution
    Dept. of Inf. & Commun. Syst. Eng., Univ. of the Aegean, Karlovassi, Greece
  • fYear
    2010
  • fDate
    3-5 Nov. 2010
  • Firstpage
    1
  • Lastpage
    4
  • Abstract
    The analysis and characterization of biomedical image data is a complex procedure involving several processing phases, like data acquisition, preprocessing, segmentation, feature extraction and classification. The proper combination and parameterization of the utilized methods are heavily relying on the given image data set and experiment type and may thus require advanced image processing and classification knowledge from the side of the biomedical expert. In this work, an application, exploiting web services and applying ontological modeling, is presented, to enable the intelligent creation of image mining workflows. The described tool can be directly integrated to the Rapid-Miner or similar workflow management platforms. A case study dealing with the creation of a sample workflow for kidney biopsy microscopy images analysis is presented to demonstrate the functionality of the proposed framework.
  • Keywords
    Web services; biomedical optical imaging; data acquisition; data mining; feature extraction; image classification; image segmentation; kidney; medical image processing; ontologies (artificial intelligence); Rapid-Miner management platform; Web services; biomedical image mining workflow; data acquisition; feature extraction; image classification; image processing; intelligent planning; kidney biopsy microscopy images analysis; ontological modeling; preprocessing; segmentation; Analytical models; Biological system modeling; Biomedical imaging; Delta modulation; Pattern recognition; Simple object access protocol;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Technology and Applications in Biomedicine (ITAB), 2010 10th IEEE International Conference on
  • Conference_Location
    Corfu
  • Print_ISBN
    978-1-4244-6559-0
  • Type

    conf

  • DOI
    10.1109/ITAB.2010.5687677
  • Filename
    5687677