Comparison Of K Nearest Neighbours And Regression Tree Classifiers Used With Clonal Selection Algorithm To Diagnose Haematological Diseases
Journal Title: AJIT-e: Bilişim Teknolojileri Online Dergisi - Year 2014, Vol 5, Issue 16
Abstract
The aim of this study is to develop a method to improve the classification performance by haematological parameters. In classification problems it has been seen that kNN classifier is often used with the clonal selection algorithm. In this study unlike other studies Gini algorithm is performed instead of kNN classification algorithm and higher success rate is obtained. According to the World Health Organisation’s data nearly 10% of women in the world are anaemia. Anaemia is a disease that disrupts life quality and results in serious effects if not cured. Iron deficiency anaemia is the most common type of anaemia and women suffers this disease comparatively to men. Therefore, in this study, anaemia was preferred as a sample application. It is expected to reach successful results in diagnosis of other diseases by looking at haematological parameters with the proposed method. At the end of the study success ratios of different methods are compared by Receiver Operating Characteristics analysis method. While accuracy in memory-based classification is found as 96%, accuracy in regression tree method classification is 98.73%. Using Gini algorithm instead of kNN a higher success ratio is achieved so CSA surpassed ANN’s success ratio.
Authors and Affiliations
Burcu Yavuz, Tuba Yıldız, Nilüfer Yurtay, Ziynet Pamuk
Keywords
Related Articles
- EP ID EP95016
- DOI 10.5824/1309‐1581.2014.3.001.x
- Views 125
- Downloads 0
The Formation Of Green Buying Strategy On The Scope Of Consumer Decision Making Behavior
As the natural resources are becoming scarce and the concept of environmentalism is on the rise, green buying behavior has increased the attention of many academicians and practitioners as an emerging strategy. In litera...
New Media in Terms of Human Computer Interaction
This article identifies the problem domain of human computer interactions in relation to understanding new media. It explores the existing literature in the field, and is an attempt to identify what new media is, what it...
Digital Generation, Digital Communication And The Digitalized (!) Turkish
The generation X, Y, Z division of sociologists reinforces the opinion that this division is done in accordance with the interactivity of communication devices. This is because the digital generation referred to as...
Hızlı Gıda Tüketimi ve Tüketicilerin Değerleri&Yaşam Tarzlarının İlişkisi Üzerine Bir Araştırma
In the emergence of globalization, fast food industry has become an important focus of study in today’s business models.In this sense, food industry has been reshaped and eating cultures have changed. Companies in the fo...
Sosyal Medya ve Güven: Hükümet, Sivil Toplum Örgütleri ve Ticari Kuruluşlara Yönelik Ampirik Bir Araştırma
Özet Sosyal medyanın bireyler, gruplar, kurumlar ve toplumsal yapılar üzerinde giderek artan etkisi ve yaygınlaşma hızı bu araçlara duyulan güven düzeyini ve inanılırlığını tartışmayı gerektirmektedir. Kullanıcılarının ç...