A Framework for Criminal Network Analysis Using Big Data

Proceedings - 13th IEEE International Conference on E-Business Engineering, ICEBE 2016 - Including 12th Workshop on Service-Oriented Applications, Integration and Collaboration, SOAIC 2016

Volumn , Issue , 2017, Pages 17-23

  Pramanik, Md Ileas ^a   Zhang, Wenping ^a   Lau, Raymond Y K ^a   Li, Chunping ^b  

^a CITY UNIVERSITY OF HONG KONG   (Hong Kong)

^b TSINGHUA UNIVERSITY   (China)

Author keywords

big data; criminal network; data mining; Social network analysis

Indexed keywords

CRIME; DATA MINING; DECISION MAKING; ELECTRONIC COMMERCE; SOCIAL NETWORKING (ONLINE);

CRIMINAL NETWORKS; DATA ANALYTICS; DATA PLATFORM; DATA-SOURCES; DISRUPTIVE TECHNOLOGY; FUTURE RESEARCH DIRECTIONS; LAW-ENFORCEMENT AGENCIES; RESEARCH CHALLENGES;

BIG DATA;

EID: 85013040738     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICEBE.2016.015     Document Type: Conference Paper

References (60)

1. Latora, Vito, Massimo Marchiori. "How the science of complex networks can help developing strategies against terrorism. " Chaos, solitons & fractals 20, no. 1 (2004): 69-75.
2. Chen, Hsinchun, Wingyan Chung, Jennifer Jie Xu, Gang Wang, Yi Qin, Michael Chau. "Crime data mining: a general framework and some examples. " Computer 37, no. 4 (2004): 50-56.
3. Brown, Donald E. "The regional crime analysis program (RECAP): a framework for mining data to catch criminals. " In Systems, Man, Cybernetics, 1998. 1998 IEEE International Conference on, vol. 3, pp. 2848-2853. IEEE, 1998.
4. Aldenderfer, Mark S., Roger K. Blashfield. "Cluster Analysis Sage University Papers Series. Quantitative. " (1984).
5. Xu, Jennifer J., Hsinchun Chen. "CrimeNet explorer: a framework for criminal network knowledge discovery. " ACM Transactions on Information Systems (TOIS) 23, no. 2 (2005): 201-226.
6. Burt, Ronald S. "Models of network structure. " Annual review of sociology (1980): 79-141.
7. McAndrew, D. " The structural analysis of criminal networks. "The Social Psychology of Crime: Groups, Teams, Networks, Offender Profiling Series, III. D. Canter and L. Alison (Eds. ). Aldershot, Dartmouth (1999).
8. Chen, Hsinchun, Wingyan Chung, Yi Qin, Michael Chau, Jennifer Jie Xu, Gang Wang, Rong Zheng, Homa Atabakhsh. "Crime data mining: an overview and case studies. " In Proceedings of the 2003 annual national conference on Digital government research, pp. 1-5. Digital Government Society of North America, 2003.
9. Sparrow, Malcolm K. "The application of network analysis to criminal intelligence: An assessment of the prospects. " Social networks 13, no. 3 (1991): 251-274.
10. Berkowitz, S. D. "An introduction to structural analysis: The network approach to social research. 1982. "
11. BREIGER, R. L. "The analysis of social networks. " In Handbook of Data Analysis, M. A. Hardy and A. Bryman, Eds. Sage Publications, London, (2004) U. K. 505-526.
12. SCOTT, J. "Social Network Analysis. " Sage Publications, London (1991), UK.
13. Wellman, Barry. "Structural analysis: From method and metaphor to theory and substance. " Contemporary Studies in Sociology 15 (1997): 19-61.
14. Galaskiewicz, Joseph, Karl R. Krohn. "Positions, Roles, Dependencies in a Community Interorganization System. " The Sociological Quarterly 25, no. 4 (1984): 527-550.
15. GARTON, L., HAYTHORNTHWAITE, C., WELLMAN, B. "Studying online social networks. " In Doing Internet Research, S. Jones, Ed. Sage Publications, London, UK, (1999): 75-105.
16. Kleinberg, Jon M. "Authoritative sources in a hyperlinked environment. " Journal of the ACM (JACM) 46, no. 5 (1999): 604-632.
17. Baker, Wayne E., Robert R. Faulkner. "The social organization of conspiracy: Illegal networks in the heavy electrical equipment industry. " American sociological review (1993): 837-860.
18. Saether, M., D. V. Canter. "A structural analysis of fraud and armed robbery networks in Norway. " In Proceedings of the 6th International Investigative Psychology Conference, Liverpool, England. 2001.
19. Freeman, Linton C. "Centrality in social networks conceptual clarification. " Social networks 1, no. 3 (1978): 215-239.
20. Prell, Christina. Social network analysis: History, theory and methodology. Sage, 2012.
21. Lorrain, Francois, Harrison C. White. "Structural equivalence of individuals in social networks. " The Journal of mathematical sociology 1, no. 1 (1971): 49-80.
22. Chibelushi, Caroline, Bernadette Sharp, Hanifa Shah. "ASKARI: A Crime Text Mining Approach. " Digital Crime and Forensic Science in Cyberspace (2006): 155.
23. Tan, Ah-Hwee. "Text mining: The state of the art and the challenges. " In Proceedings of the PAKDD 1999 Workshop on Knowledge Disocovery from Advanced Databases, vol. 8, pp. 65-70. 1999.
24. White, Tom. Hadoop: The definitive guide. " O'Reilly Media, Inc. ", 2012.
25. Malleson, Nick, Martin A. Andresen. "The impact of using social media data in crime rate calculations: shifting hot spots and changing spatial patterns. " Cartography and Geographic Information Science 42, no. 2 (2015): 112-121.
26. Jain, Anil K., Karthik Nandakumar, Abhishek Nagar. "Biometric template security. " EURASIP Journal on Advances in Signal Processing 2008 (2008): 113.
27. Brantingham, P. and P. Brantingham. "Patterns in Crime", Macmillan Publishing Company, New York (1984)
28. Rossmo, D. Kim. "Multivariate spatial profiles as a tool in crime investigation. " In Proceedings of the Workshop on crime analysis through computer mapping. Illinois Criminal Justice Information Authority and Loyola University Sociology Department: Chicargo. Library of Congress HV7936. C88 W, vol. 67, p. 1993. 1993.
29. Brown, Donald E. "The regional crime analysis program (RECAP): a framework for mining data to catch criminals. " In Systems, Man, Cybernetics, 1998. 1998 IEEE International Conference on, vol. 3, pp. 2848-2853. IEEE, 1998.
30. Mena, J. (2003). Investigative data mining for security and criminal detection. Butterworth-Heinemann.
31. Xu, Jennifer J., Hsinchun Chen. "Fighting organized crimes: using shortest-path algorithms to identify associations in criminal networks. " Decision Support Systems 38, no. 3 (2004): 473-487.
32. Chau, Michael, Jennifer J. Xu, Hsinchun Chen. "Extracting meaningful entities from police narrative reports. " In Proceedings of the 2002 annual national conference on Digital government research, pp. 1-5. Digital Government Society of North America, 2002.
33. Popp, Robert, Thomas Armour, Kristen Numrych. "Countering terrorism through information technology. " Communications of the ACM 47, no. 3 (2004): 36-43.
34. Ratcliffe, Jerry H. "The hotspot matrix: A framework for the spatio temporal targeting of crime reduction. " Police practice and research 5, no. 1 (2004): 5-23.
35. Zikopoulos, Paul, Chris Eaton. Understanding big data: Analytics for enterprise class hadoop and streaming data. McGraw-Hill Osborne Media, 2011.
36. Zikopoulos, Paul, Krishnan Parasuraman, Thomas Deutsch, James Giles, David Corrigan. Harness the power of big data The IBM big data platform. McGraw Hill Professional, 2012.
37. Borthakur, Dhruba. "HDFS architecture guide. Hadoop Apache Project. " (2008).
38. Vora, Mehul Nalin. "Hadoop-HBase for large-scale data. " In Computer science and network technology (ICCSNT), 2011 international conference on, vol. 1, pp. 601-605. IEEE, 2011.
39. Olston, Christopher, Benjamin Reed, Utkarsh Srivastava, Ravi Kumar, Andrew Tomkins. "Pig latin: a not-so-foreign language for data processing. " In Proceedings of the 2008 ACM SIGMOD international conference on Management of data, pp. 1099-1110. ACM, 2008.
40. Thusoo, Ashish, Joydeep Sen Sarma, Namit Jain, Zheng Shao, Prasad Chakka, Suresh Anthony, Hao Liu, Pete Wyckoff, Raghotham Murthy. "Hive: a warehousing solution over a map-reduce framework. " Proceedings of the VLDB Endowment 2, no. 2 (2009): 1626-1629.
41. Dean, Jeffrey, Sanjay Ghemawat. "MapReduce: simplified data processing on large clusters. " Communications of the ACM 51, no. 1 (2008): 107-113.
42. Lakshman, Avinash, Prashant Malik. "Cassandra: a decentralized structured storage system. " ACM SIGOPS Operating Systems Review 44, no. 2 (2010): 35-40.
43. Floratou, Avrilia, Jignesh M. Patel, Eugene J. Shekita, Sandeep Tata. "Column-oriented storage techniques for MapReduce. " Proceedings of the VLDB Endowment 4, no. 7 (2011): 419-429.
44. Hunt, Patrick, Mahadev Konar, Flavio Paiva Junqueira, Benjamin Reed. "ZooKeeper: Wait-free Coordination for Internet-scale Systems. " In USENIX Annual Technical Conference, vol. 8, p. 9. 2010.
45. McCandless, Michael, Erik Hatcher, Otis Gospodnetic. Lucene in Action: Covers Apache Lucene 3. 0. Manning Publications Co., 2010.
46. Islam, Mohammad, Angelo K. Huang, Mohamed Battisha, Michelle Chiang, Santhosh Srinivasan, Craig Peters, Andreas Neumann, Alejandro Abdelnur. "Oozie: towards a scalable workflow management system for hadoop. " In Proceedings of the 1st ACM SIGMOD Workshop on Scalable Workflow Execution Engines and Technologies, p. 4. ACM, 2012.
47. Liu, Bingwei, Erik Blasch, Yu Chen, Dan Shen, Genshe Chen. "Scalable sentiment classification for big data analysis using Naive Bayes Classifier. " In Big Data, 2013 IEEE International Conference on, pp. 99-104. IEEE, 2013.
48. Sarvari, Hamed, Ehab Abozinadah, Alex Mbaziira, Damon McCoy. "Constructing and analyzing criminal networks. " In Security and Privacy Workshops (SPW), 2014 IEEE, pp. 84-91. IEEE, 2014.
49. Petherick, Wayne. "Criminal profiling: How it got started and how it is used. " URL: http://www. crimelibrary. com (accessed May 2005) (2004).
50. Turvey, Brent E. Criminal profiling: An introduction to behavioral evidence analysis. Academic press, 2011.
51. McCue, Colleen. Data mining and predictive analysis: Intelligence gathering and crime analysis. Butterworth-Heinemann, 2014.
52. Drewes, B. "Integration of text and data mining. " Zanasi, A. Brebbia, C. A., Ebecken, NFF., et al. (Eds. ) Data Mining III, Series: Management Information Systems 6 (2002): 290-298.
53. Wasserman, Stanley, Katherine Faust. Social network analysis: Methods and applications. Vol. 8. Cambridge university press, 1994.
54. House, White. "Big Data: Seizing opportunities, preserving values. " Washington, DC: Exceutive Office of the President (2014).
55. Bollier, David, Charles M. Firestone. The promise and peril of big data. Washington, DC: Aspen Institute, Communications and Society Program, 2010.
56. Nair, Premchand S., Suseela T. Sarasamma. "Data mining through fuzzy social network analysis. " In Fuzzy Information Processing Society, 2007. NAFIPS'07. Annual Meeting of the North American, pp. 251-255. IEEE, 2007.
57. McAfee, Andrew, Erik Brynjolfsson, Thomas H. Davenport, D. J. Patil, Dominic Barton. "Big data. " The management revolution. Harvard Bus Rev 90, no. 10 (2012): 61-67.
58. Wu, Xindong, Xingquan Zhu, Gong-Qing Wu, Wei Ding. "Data mining with big data. " Knowledge and Data Engineering, IEEE Transactions on 26, no. 1 (2014): 97-107.
59. Nath, Shyam Varan. "Crime pattern detection using data mining. " In Web Intelligence and Intelligent Agent Technology Workshops, 2006. WI-IAT 2006 Workshops. 2006 IEEE/WIC/ACM International Conference on, pp. 41-44. IEEE, 2006.
60. Pramanik, M. I., Lau, R. Y. Automatic Crime Detector: A Framework for Criminal Pattern Detection in Big Data Era. PACIS 2016 Proceedings. Paper 311