Title :
Fuzzy classification trees
Author :
Hsu, Jane Yung-jen ; Jen Chiang, I.
Author_Institution :
National Taiwan University
Abstract :
Overly generalized predictions are a serious problem in concept classification. In particu lar, the boundaries among classes are not always clearly defined. For example, there are usually uncertainties in diagnoses based on data from biochemical laboratory examinations. To avoid such problems, the idea of fuzzy classification is proposed. This paper presents the basic defini tion of fuzzy classification trees along with their construction algorithm. Instead of determining a single class for any given instance, fuzzy clas sification predicts the degree of possibility for every class.
Keywords :
Blood pressure; Classification algorithms; Classification tree analysis; Decision trees; Fuzzy sets; Pattern recognition; Process control; Temperature dependence;
Conference_Titel :
ISAI/IFIS 1996. Mexico-USA Collaboration in Intelligent Systems Technologies. Proceedings
Conference_Location :
IEEE
Print_ISBN :
968-29-9437-3