{"product_id":"a-genetic-programming-approach-to-classification-problems-von-hakan-uysal","title":"A Genetic Programming Approach to  Classification Problems","description":"\u003cp\u003eEssay from the year 2013 in the subject Computer Science - Programming, grade: A+, University College Dublin, course: Natural Computing, language: English, abstract: Genetic Programming is a biological evolution inspired technique for computer programs to solve problems automatically by evolving iteratively using a fitness function. The advantage of this type programming is that it only defines the basics. \u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eAs a result of this, it is a flexible solution for broad range of domains. Classification has been one of the most compelling problems in machine learning. In this paper, there is a comparison between genetic programming classifier and conventional classification algorithms like Naive Bayes, C4.5 decision tree, Random Forest, Support Vector Machines and k-Nearest Neighbour. \u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eThe experiment is done on several data sets with different sizes, feature sets and attribute properties. There is also an experiment on the time complexity of each classifier method.\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783656984375\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Libri","offers":[{"title":"Softcover - 9783656984375","offer_id":39447397957725,"sku":"9783656984375","price":15.95,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/f774858f-0b65-497b-84d3-4cfd69431e1f.jpg?v=1778303687","url":"https:\/\/shop.autorenwelt.de\/en\/products\/a-genetic-programming-approach-to-classification-problems-von-hakan-uysal","provider":"Autorenwelt Shop","version":"1.0","type":"link"}