A New Method of Improving Classification Accuracy of Decision Tree in Case of Incomplete Samples
作者： Bartosz A. Nowak , Robert K. Nowicki , Wojciech K. Mleczko
DOI: 10.1007/978-3-642-38658-9_40
关键词:
摘要: In the paper a new method is proposed which improves classification accuracy of decision trees for samples with missing values. This aim was achieved by adding nodes to tree. The procedure applies structures and functions well-known C4.5 algorithm. However, it can be easily adapted other methods, forming trees. efficiency algorithm has been confirmed tests using eleven databases from UCI Repository. research concerned but not limited tasks.
springer.com
pcz.pl
sci-hub.se 参考文章(41)
Ryszard Tadeusiewicz, Leszek Rutkowski, Lotfi A. Zadeh, Jörg H. Siekmann, Artificial Intelligence and Soft Computing - ICAISC 2004 Springer Berlin Heidelberg. ,(2004) , 10.1007/B98109
Piero P. Bonissone, José Manuel Cadenas, María del Carmen Garrido, R. Andrés Díaz-Valladares, Fundamentals for Design and Construction of a Fuzzy Random Forest Springer Berlin Heidelberg. pp. 23- 42 ,(2010) , 10.1007/978-3-642-10728-3_2
Witold Pedrycz, Anna Maria Fanelli, Alfredo Petrosino, Fuzzy Logic and Applications ,(2008)
Danuta Rutkowska, Robert Nowicki, Leszek Rutkowski, On Processing of Noisy Data by Fuzzy Inference Neural Networks. SIP. pp. 314- 318 ,(1999)
Andrzej Przybył, Krzysztof Cpałka, A new method to construct of interpretable models of dynamic systems international conference on artificial intelligence and soft computing. pp. 697- 705 ,(2012) , 10.1007/978-3-642-29350-4_82
Rafal Scherer, Leszek Rutkowski, Connectionist fuzzy relational systems Computational Intelligence for Modelling and Prediction. ,vol. 2, pp. 35- 47 ,(2005)
R. Nowicki, D. Rutkowska, Implication-Based Neuro-Fuzzy Architectures International Journal of Applied Mathematics and Computer Science. ,vol. 10, pp. 675- 701 ,(2000)
Łukasz Bartczuk, Danuta Rutkowska, Type-2 Fuzzy Decision Trees Artificial Intelligence and Soft Computing – ICAISC 2008. pp. 197- 206 ,(2006) , 10.1007/978-3-540-69731-2_20
Rafał Scherer, Leszek Rutkowski, A Fuzzy Relational System with Linguistic Antecedent Certainty Factors Physica, Heidelberg. pp. 563- 569 ,(2003) , 10.1007/978-3-7908-1902-1_86
Janusz T. Starczewski, On Defuzzification of Interval Type-2 Fuzzy Sets Artificial Intelligence and Soft Computing – ICAISC 2008. pp. 333- 340 ,(2006) , 10.1007/978-3-540-69731-2_33