Title :
Framework for user identification using writeprint approach
Author :
Murkute, Abhishek M. ; Gadge, Jayant
Author_Institution :
Thadomal Shahani Eng. Coll., Mumbai, India
Abstract :
There has been an abrupt increase in the use of social networking sites from the past decade. This has given rise to various issues of social networking sites. The ever rising popularity of social networking site has lured the cyber criminals. The misuse of online messages for illegal purposes has become a serious issue. Thus, it has led to a great increase in threat to social networks. Hence, user identification is necessary. This paper proposes a framework for detecting user identification for social networking website using a writeprint approach. The writeprint uses the behavior type of biometric information for analysis and detection. In writeprint approach the stylometric characteristics is written text of the user, which is used to detect user identity. Firstly, the text is downloaded and features are extracted using text mining or web mining technique. The most of the features are extracted from this text using natural language processing tool. Multi layered perceptron model, a supervised machine learning technique is used for user identity detection.
Keywords :
data mining; learning (artificial intelligence); multilayer perceptrons; natural language processing; security of data; social networking (online); text analysis; Web mining technique; biometric information; cyber criminals; feature extraction; multilayered perceptron model; natural language processing tool; online messages; social networking Web site; stylometric characteristics; supervised machine learning technique; text mining technique; user identification detection; user identification framework; writeprint approach; Algorithm design and analysis; Feature extraction; Libraries; Mathematical model; Social network services; Sustainable development; Training; multi layered perceptron model; social networking sites; stylometric; user identification; writeprint;
Conference_Titel :
Technologies for Sustainable Development (ICTSD), 2015 International Conference on
Conference_Location :
Mumbai
DOI :
10.1109/ICTSD.2015.7095924