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Title: :  CRIMINAL DATA CLASSIFICATION IN CYBERCRIME INVESTIGATION USING WORDNET AND MODIFIED NAÏVE BAYES CLASSIFIER
PaperId: :  16449
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 8 Issue 2 2022
DUI:    16.0415/IJARIIE-16449
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Bhuvaneswari.Phindusthan institute of technology
Rohit kumar Uhindusthan institute of technology
Keerthana Shindusthan institute of technology
Sanjay akash Shindusthan institute of technology

Abstract

computer engineering
Data mining, crime investigation, criminal communities, clustering algorithms, WordNet.
Cybercriminals exploit the opportunities provided by the information revolution and social media to communicate and conduct underground illicit activities, such as online fraudulence, cyber pre-dation, cyberbullying, hacking, blackmailing, and drug smuggling. To combat the increasing number of criminal activities, structure and content analysis of criminal communities can provide insight and facilitate cybercrime forensics. In this paper, we propose a framework to analyze chat logs for crime investigation using data mining and natural language processing techniques. The proposed framework extracts the social network from chat logs and summarizes conversation into topics. The crime investigator can use information visualizer to see the crime-related results. To test the validity of our proposed framework, we worked in a joint effort with the cybercrime unit of a Canadian law enforcement agency. The experimental outcomes on real-life data and feedback from the law enforcement of cers suggest that the proposed chat log mining framework meets the need for law enforcement agencies and is very effective for crime investigation.

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IJARIIE Bhuvaneswari.P, Rohit kumar U, Keerthana S, and Sanjay akash S. "CRIMINAL DATA CLASSIFICATION IN CYBERCRIME INVESTIGATION USING WORDNET AND MODIFIED NAÏVE BAYES CLASSIFIER" International Journal Of Advance Research And Innovative Ideas In Education Volume 8 Issue 2 2022 Page 1811-1815
MLA Bhuvaneswari.P, Rohit kumar U, Keerthana S, and Sanjay akash S. "CRIMINAL DATA CLASSIFICATION IN CYBERCRIME INVESTIGATION USING WORDNET AND MODIFIED NAÏVE BAYES CLASSIFIER." International Journal Of Advance Research And Innovative Ideas In Education 8.2(2022) : 1811-1815.
APA Bhuvaneswari.P, Rohit kumar U, Keerthana S, & Sanjay akash S. (2022). CRIMINAL DATA CLASSIFICATION IN CYBERCRIME INVESTIGATION USING WORDNET AND MODIFIED NAÏVE BAYES CLASSIFIER. International Journal Of Advance Research And Innovative Ideas In Education, 8(2), 1811-1815.
Chicago Bhuvaneswari.P, Rohit kumar U, Keerthana S, and Sanjay akash S. "CRIMINAL DATA CLASSIFICATION IN CYBERCRIME INVESTIGATION USING WORDNET AND MODIFIED NAÏVE BAYES CLASSIFIER." International Journal Of Advance Research And Innovative Ideas In Education 8, no. 2 (2022) : 1811-1815.
Oxford Bhuvaneswari.P, Rohit kumar U, Keerthana S, and Sanjay akash S. 'CRIMINAL DATA CLASSIFICATION IN CYBERCRIME INVESTIGATION USING WORDNET AND MODIFIED NAÏVE BAYES CLASSIFIER', International Journal Of Advance Research And Innovative Ideas In Education, vol. 8, no. 2, 2022, p. 1811-1815. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/CRIMINAL_DATA_CLASSIFICATION_IN_CYBERCRIME__INVESTIGATION_USING_WORDNET_AND_MODIFIED_NAÏVE_BAYES_CLASSIFIER_ijariie16449.pdf (Accessed : 08 August 2023).
Harvard Bhuvaneswari.P, Rohit kumar U, Keerthana S, and Sanjay akash S. (2022) 'CRIMINAL DATA CLASSIFICATION IN CYBERCRIME INVESTIGATION USING WORDNET AND MODIFIED NAÏVE BAYES CLASSIFIER', International Journal Of Advance Research And Innovative Ideas In Education, 8(2), pp. 1811-1815IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/CRIMINAL_DATA_CLASSIFICATION_IN_CYBERCRIME__INVESTIGATION_USING_WORDNET_AND_MODIFIED_NAÏVE_BAYES_CLASSIFIER_ijariie16449.pdf (Accessed : 08 August 2023)
IEEE Bhuvaneswari.P, Rohit kumar U, Keerthana S, and Sanjay akash S, "CRIMINAL DATA CLASSIFICATION IN CYBERCRIME INVESTIGATION USING WORDNET AND MODIFIED NAÏVE BAYES CLASSIFIER," International Journal Of Advance Research And Innovative Ideas In Education, vol. 8, no. 2, pp. 1811-1815, Mar-App 2022. [Online]. Available: https://ijariie.com/AdminUploadPdf/CRIMINAL_DATA_CLASSIFICATION_IN_CYBERCRIME__INVESTIGATION_USING_WORDNET_AND_MODIFIED_NAÏVE_BAYES_CLASSIFIER_ijariie16449.pdf [Accessed : 08 August 2023].
Turabian Bhuvaneswari.P, Rohit kumar U, Keerthana S, and Sanjay akash S. "CRIMINAL DATA CLASSIFICATION IN CYBERCRIME INVESTIGATION USING WORDNET AND MODIFIED NAÏVE BAYES CLASSIFIER." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 8 number 2 (08 August 2023).
Vancouver Bhuvaneswari.P, Rohit kumar U, Keerthana S, and Sanjay akash S. CRIMINAL DATA CLASSIFICATION IN CYBERCRIME INVESTIGATION USING WORDNET AND MODIFIED NAÏVE BAYES CLASSIFIER. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2022 [Cited : 08 August 2023]; 8(2) : 1811-1815. Available from: https://ijariie.com/AdminUploadPdf/CRIMINAL_DATA_CLASSIFICATION_IN_CYBERCRIME__INVESTIGATION_USING_WORDNET_AND_MODIFIED_NAÏVE_BAYES_CLASSIFIER_ijariie16449.pdf
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