PL EN


Preferencje help
Widoczny [Schowaj] Abstrakt
Liczba wyników
Tytuł artykułu

Induction of diagnostic support rules through data mapping - on the example of the Hepar system

Identyfikatory
Warianty tytułu
Języki publikacji
EN
Abstrakty
EN
Induction of similarity measures through data transformations is considered in the paper. Particular attention is paid to the separable linear transformation of multidimensional data on a plane and the data visualisation on diagnostic maps. Diagnostic support in the Hepar computer system is based on diagnostic maps. Separable linear transformations in the Hepar system are based on minimization of the convex and piecewise linear (CPL) criterion functions. The CPL criterion functions give a possibility for a flexible and efficient design of the visualising transformations which well separates the disease on the diagnostic maps.
Twórcy
autor
autor
  • Institute of Biocybernetics and Biomedical Engineering, Polish Academy of Sciences, 4 Trojdena St., 02-109 Warsaw, Poland, leon@ibib.waw.pl
Bibliografia
  • 1. Perner P.: Data Mining on Multimedia Data, Springer, Berlin 2002.
  • 2. Fukunaga K.: Statistical Pattern Recognition, Academic Press, Inc., San Diego 1990.
  • 3. Duda O. R., Hart P. E.: Pattern Classification, Sec. Edition. J. Wiley, New York 2001.
  • 4. Johnson R. A., Wichern D. W.: Applied Multivariate Statistical Analysis, Prentice-Hall, Inc., Englewood Cliffs, New York 1991.
  • 5. Bobrowski L., Topczewska M.: Improving the K-NN classification with the Euclidean distance through linear data transformations, in: ICDM 2004, Eds. P. Perner et al., Lipsk Germany, Springer Verlag 2004, Springer Lecture Notes in Artificial Intelligence 3275, 22-32.
  • 6. Bobrowski L., Topczewska M.: Linear visualising transformations and convex, piecewise linear criterion functions, Bioc. and Biom. Eng., 2002,1, 22, 69-78.
  • 7. Bobrowski L.: Design of piecewise linear classifiers from formal neurons by some basis exchange, Pattern Recognition, 1991, 24(9), 863-870.
  • 8. Bobrowski L., Wasyluk H.: Diagnosis supporting rules of the Hepar system, in: MEDINFO 2001, Eds: V. L. Petel, R. Rogers, R. Haux, IDS Press, Amsterdam 2001, 1309-1313.
  • 9. Bobrowski L.: Data mining based on convex and piecewise linear (CPL) criterion functions (in Polish), Technical University Biatystok 2005.
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-article-BPZ1-0043-0033
JavaScript jest wyłączony w Twojej przeglądarce internetowej. Włącz go, a następnie odśwież stronę, aby móc w pełni z niej korzystać.