Improvement of Criminal Identification by Smart Optimization Method

Author:

Razzaq Abdul Hussein Reem,Sadik Croock Dr.Muayad,Mahdi Al-Qaraawi Dr Salih

Abstract

Data-mining methods, which can be optimized via different methods, are applied in crime detection. This work, the decision tree algorithm is used for classifying and optimizing its structure with the smart method. This method is applied to two datasets: Iraq and India criminals. The goal of the proposed method is to identify criminals using a mining method based on smart search. This contribution helps in the acquisition of better results than those provided by traditional mining methods via controlling the size of the tree through decreasing leaf size.

Publisher

EDP Sciences

Subject

General Medicine

Reference10 articles.

1. : Abdul Hussein Reem Razzaq, Al-Qaraawi Dr. Salih Mahdi, Croock Dr.Muayad Sadik,” Role of Data Mining in E-Government Framework”. Iraqi Journal for Computers and Informatics Vol. 44 Issue 1,(2018).

2. : Abdul Husse Reem Razzaqin Croock Dr.Muayad Sadik, Al-Qaraawi Dr. Salih Mahdi, “Developed Crime Location Predication Using Latten Markov Model”, Journal of Theoretical and Applied Information Technology, Vol. 96. No 1, (2019.)

3. : Claesen Marc, and Moor Bart De. "Hyperparameter search in machine learning". arXiv preprint arXiv:1502.02127 (2015).

4. : Snoek Jasper, Larochelle Hugo, and Adams Ryan P.. "Practical Bayesian optimization of machine learning algorithms". Advances in neural information processing systems. (2012).

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