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COMPARISON OF CLASSIFICATION TECHNIQUES ON DERMATOLOGICAL DATASET

Published In: 3RD INTERNATIONAL CONFERENCE ON ADVANCES IN BIO-INFORMATICS AND ENVIRONMENTAL ENGINEERING
Author(s): KEMAL TUTUNCU , MURAT KOKLU

Abstract: Data mining is the process of analysing data and summarizing it into useful information. One of main problem in the field of data mining is classification. Having done in this study, Simple Logistic Regression, Bayes Net, Naïve Bayes, Radial Basis Function Network (RBF), Multilayer Perceptron (MLP), Naïve Bayes Tree (NB Tree), Sequential Minimal Optimization (SMO), J48, Random Tree and ZeroR classification methods were applied on dermatology data set by UCI Machine Learning Repository. When comparing the performances of algorithms it’s been found that Simple Logistic Regression and Bayes Net have highest accuracies whereas ZeroR had the worst accuracy. The results were also compared with previous studies in the literature. It has been seen that Simple Logistic Regression and Bayes Net had promising results when they compared with the methods used in literature.

  • Publication Date: 11-Dec-2015
  • DOI: 10.15224/978-1-63248-078-1-119
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CATALYTIC BEHAVIOR OF PEROVSKITE NANOPEROVSKITES FOR NO+CO REDUCTION FROM ENVIRONMENT

Published In: 3RD INTERNATIONAL CONFERENCE ON ADVANCES IN BIO-INFORMATICS AND ENVIRONMENTAL ENGINEERING
Author(s): ALI FARZI , ALIGHOLI NIAEI , PARISA RASHIDI ZOUNOZ , PARVANEH NIAEI

Abstract: In this paper, LaMn0.6B0.4O3 (B= Cu and Fe) perovskite type mixed oxides were prepared by sol-gel method and characterized by X-ray diffraction and scanning electron microscope. Activity of synthesized catalysts were evaluated in catalytic reduction of NO with CO. XRD results show that the studied perovskites were synthesized in single phase perovskite structure. The activity of catalysts improved due to partial substitution of Mn by B cation. T50% of NO over LaMnO3, LaMn0.6Cu0.4O3 and LaMn0.6Fe0.4O3 was 451, 358 and 366 ºC, respectively. LaMn0.6Cu0.4O3 was the optimum catalyst in simultaneous reduction of NO with CO.

  • Publication Date: 11-Dec-2015
  • DOI: 10.15224/978-1-63248-078-1-127
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