Yazar "Kılıç, Niyazi" için listeleme
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Breast Cancer Classification by Using Support Vector Machines with Reduced Dimension
Mert, Ahmet; Kılıç, Niyazi; Akan, Aydın (Croatian Society Electronics Marine, 2011)Correct and timely diagnosis of diseases is an essential matter in medical field. Limited human capability and limitations decrease the rate of correct diagnosis. Machine learning algorithms such as support vector machine ... -
Breast Cancer Detection with Reduced Feature Set
Mert, Ahmet; Kılıç, Niyazi; Bilgili, Erdem; Akan, Aydın (Hindawi Ltd, 2015)This paper explores feature reduction properties of independent component analysis (ICA) on breast cancer decision support system. Wisconsin diagnostic breast cancer (WDBC) dataset is reduced to one-dimensional feature ... -
Evaluation of bagging ensemble method with time-domain feature extraction for diagnosing of arrhythmia beats
Mert, Ahmet; Kılıç, Niyazi; Akan, Aydın (Springer London Ltd, 2014)We explore the effect of using bagged decision tree (BDT) as an ensemble learning method with proposed time-domain feature extraction methods on electrocardiogram (ECG) arrhythmia beat classification comparing with single ... -
An improved hybrid feature reduction for increased breast cancer diagnostic performance
Mert, Ahmet; Kılıç, Niyazi; Akan, Aydın (Springer Verlag, 2014)Methods: A hybrid method is proposed using the independent component analysis (ICA) and the discrete wavelet transform (DWT) to reduce feature vectors of Wisconsin diagnostic breast cancer (WDBC) data set. Two independent ... -
Random subspace method with class separability weighting
Mert, Ahmet; Kılıç, Niyazi; Bilgili, Erdem (Wiley, 2016)The random subspace method (RSM) is one of the ensemble learning algorithms widely used in pattern classification applications. RSM has the advantages of small error rate and improved noise insensitivity due to ensemble ...
