• DocumentCode
    3634493
  • Title

    YAPS: Yet Another Protein Similarity

  • Author

    Tomáš Novosád;Václav Snášel;Ajith Abraham;Jack Y. Yang

  • Author_Institution
    Dept. of Comput. Sci., VSB Tech. Univ. of Ostrava, Ostrava, Czech Republic
  • fYear
    2009
  • Firstpage
    497
  • Lastpage
    504
  • Abstract
    In this article we present a novel method for measuring protein similarity based on their tertiary structure. Our new method deals with suffix trees and classical information retrieval tasks, such as the vector space model, using tf-idf term weighing schema or using various types of similarity measures. Our goal to use the whole PDB database of known proteins, not just some kinds of selections, which have been studied in other works. For verification of our algorithm we are using comparisons with the SCOP database which is maintained primarily by humans. The next goal is to be able to categorize proteins not included in the latest version of the SCOP database with nearly 100% accuracy.
  • Keywords
    "Databases","Protein engineering","Amino acids","Spine","Information retrieval","Machine learning algorithms","Support vector machines","Sequences","Nuclear magnetic resonance","Pattern recognition"
  • Publisher
    ieee
  • Conference_Titel
    Soft Computing and Pattern Recognition, 2009. SOCPAR ´09. International Conference of
  • Print_ISBN
    978-1-4244-5330-6
  • Type

    conf

  • DOI
    10.1109/SoCPaR.2009.101
  • Filename
    5368662