Title :
Crime analytics: Analysis of crimes through newspaper articles
Author :
Jayaweera, Isuru ; Sajeewa, Chamath ; Liyanage, Sampath ; Wijewardane, Tharindu ; Perera, Indika ; Wijayasiri, Adeesha
Author_Institution :
Dept. of Comput. Sci. & Eng., Univ. of Moratuwa, Moratuwa, Sri Lanka
Abstract :
Crime analysis is one of the most important activities of the majority of the intelligent and law enforcement organizations all over the world. Generally they collect domestic and foreign crime related data (intelligence) to prevent future attacks and utilize a limited number of law enforcement resources in an optimum manner. A major challenge faced by most of the law enforcement and intelligence organizations is efficiently and accurately analyzing the growing volumes of crime related data. The vast geographical diversity and the complexity of crime patterns have made the analyzing and recording of crime data more difficult. Data mining is a powerful tool that can be used effectively for analyzing large databases and deriving important analytical results. This paper presents an intelligent crime analysis system which is designed to overcome the above mentioned problems. The proposed system is a web-based system which comprises of crime analysis techniques such as hotspot detection, crime comparison and crime pattern visualization. The proposed system consists of a rich and simplified environment that can be used effectively for processes of crime analysis.
Keywords :
Internet; computational complexity; data mining; police data processing; crime analytics; crime comparison; crime patterns complexity; data mining; geographical diversity; hotspot detection; intelligence organizations; intelligent crime analysis system; large databases; law enforcement organizations; newspaper articles; Accuracy; Crawlers; Data mining; Databases; Law enforcement; Organizations; Support vector machines; crime analysis; document classification; entity extraction; near duplicate detection; web crawling;
Conference_Titel :
Moratuwa Engineering Research Conference (MERCon), 2015
Conference_Location :
Moratuwa
DOI :
10.1109/MERCon.2015.7112359