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University of texas at dallas |
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Department of computer science |
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SELECTED PUBLICATIONS |
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Refereed Journals
Mohammad M. Masud, Jing Gao, Latifur Khan, Jiawei Han, and Bhavani M. Thuraisingham.“Classification and novel class detection in concept-drifting data streams under time constraints.”. In Preprints, IEEE Transactions on Knowledge and Data Engineering (TKDE), 2010.
Mohammad M. Masud, Jing Gao, Latifur Khan, Jiawei Han, and Bhavani M. Thuraisingham.“Facing the reality of data stream classification: Coping with scarcity of labeled data.” Submitted for second round review, Journal of Knowledge and Information Systems (KAIS), 2010.
Tahseen M. Al-Khateeb, Mohammad M. Masud, Kevin W. Hamlen, Jing Gao, Latifur Khan and Jiawei Han.“Cloud based Malware Detection for Evolving Data Streams.” Submitted, IEEE Transactions on Dependable and Secure Computing (TDSC), 2010.
Mohammad Husain, James McGothlin, Mohammad M. Masud, Latifur Khan and Bhavani Thuraisingham.“Greedy Based Query Processing for Large RDF Graphs Using Cloud Computing.” Submitted for second round review, IEEE Transactions on Knowledge and Data Engineering (TKDE), Special issue on Cloud Data Management, 2010.
Kevin W. Hamlen, Vishwath Mohan, Mohammad M. Masud, Latifur Khan, Bhavani M. Thuraisingham.“Exploiting an antivirus interface.” Computer Standards & Interfaces 31(6), pp. 1182-1189, 2009.
Mohammad M. Masud, Latifur Khan, and Bhavani Thuraisingham. “A Scalable Multi-level Feature Extraction Technique to Detect Malicious Executables”. Information System Frontiers 10(1): 33-45, 2008.
Mohammad M. Masud, Latifur Khan, and Bhavani Thuraisingham. “E-mail Worm Detection Using Data Mining”. International Journal of Information Security and Privacy 1(4):47-61, 2007.
Peer-reviewed Conferences 2010 Mohammad M. Masud, Qing Chen, Jing Gao, Latifur Khan, Charu Aggarwal, Jiawei Han, and Bhavani Thuraisingham. “Addressing Concept-Evolution in Concept-Drifting Data Streams”. In ICDM ’10: Proceedings of the IEEE International Conference on Data Mining (ICDM 2010), pages 929-934, Sydney, Australia, December 14-17, 2010.
Mohammad M. Masud, Qing Chen, Jing Gao, Latifur Khan, Jiawei Han, and Bhavani Thuraisingham. “Classification and Novel Class Detection of Data Streams in A Dynamic Feature Space”. In ECML PKDD '10: Proceedings of the 2010 European Conference on Machine Learning and Principles and Practice in Knowledge Discovery in Databases, vol 2, pages 337-352, Barcelona, Spain, Sep 20-24, 2010.
Mohammad M. Masud, Jing Gao, Latifur Khan, Jiawei Han, and Bhavani M. Thuraisingham. “Classification and Novel Class Detection in Data Streams with Active Mining”. In PAKDD '10: Proceedings of The 14th Pacific Asia Conference on Knowledge Discovery and Data Mining, pages 311-324, Hyderabad, India, 21-24 June 2010.
2009 Clay Woolam, Mohammad M. Masud, and Latifur Khan. “Lacking labels in the stream: Classifying evolving stream data with few labels”. In ISMIS '09: Proceedings of the 18th International Symposium on Methodologies for Intelligent Systems, pages 552-562, Prague, Czech Republic, 14-17 Sep 2009.
Mohammad M. Masud, Jing Gao, Latifur Khan, Jiawei Han, and Bhavani Thuraisingham. “Integrating Novel Class Detection with Classification for Concept-Drifting Data Streams”. In Proceedings of 2009 European Conf. on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD’09), Bled, Slovenia, 7-11 Sept, 2009.
Mohammad M. Masud, Jing Gao, Latifur Khan, Jiawei Han, and Bhavani Thuraisingham. “A Multi-Partition Multi-Chunk Ensemble Technique to Classify Concept-Drifting Data Streams”. In Proceedings of The 13th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD’09), Bangkok, Thailand, 27-30 April, 2009, pp 363-375.
2008 Mohammad M. Masud, Jing Gao, Latifur Khan, Jiawei Han, and Bhavani Thuraisingham. “A Practical Approach to Classify Evolving Data Streams: Training with Limited Amount of Labeled Data”. In Proceedings of the International Conference on Data Mining (ICDM’08) Pisa, Italy. Dec 15-19, 2008, pp 929-934.
Mohammad M. Masud, Tahseen Al-khateeb, Latifur Khan, Bhavani Thuraisingham, and Kevin W. Hamlen. “Flow-based Identification of Botnet Traffic by Mining Multiple Log Files”. In proceedings of the International Conference on Distributed Frameworks & Applications (DFMA’08), Penang, Malaysia, Oct 21-22, 2008, pp 200-206.
Mohammad M. Masud, Latifur Khan, Bhavani Thuraisingham, Xinran Wang, Peng Liu, and Sencun Zhu. “Detecting Remote Exploits using Data Mining”, In Proceedings of IFIP International Conference in Digital Forensics. Kyoto, Japan, January 28-30, 2008, IFIP International Federation for Information Processing, Volume 285; Advances in Digital Forensics IV (Boston: Springer), pp. 177–189.
2007 Mohammad M. Masud, Latifur Khan, and Bhavani Thuraisingham. “Feature based Techniques for Auto-detection of Novel Email Worms”. In Proceedings of the eleventh Pacific-Asia Conference on Knowledge Discovery in Data Mining (PAKDD’07), Nanjing, China, 22-25 May, 2007. LNAI 4426/2007, pp. 205-216.
Mohammad M. Masud, Latifur Khan, and Bhavani Thuraisingham. “A Hybrid Model to Detect Malicious Executables”. In Proceedings of the IEEE International Conference on Communications (ICC’07), Glasgow, UK, 24-28 June, 2007, pp 1443-1448.
2006 Mohammad M. Masud, Latifur Khan, Bhavani Thuraisingham. “A Knowledge-based Approach to detect new Malicious Executables”. In Proceedings of the Second Secure Knowledge Management Workshop (SKM’06) Brooklyn, NY, USA, Sep 28-29, 2006.
Mohammad M. Masud, Latifur Khan, and Bhavani Thuraisingham. “Email Worm Detection using Naïve Bayes and Support Vector Machine”. In Proceedings of the IEEE International Conference on Intelligence and Security Informatics (ISI’06), San Diego, CA, USA, May 23-24, 2006. LNCS 3975/2006, pp. 733-734
2004 Mohammad M. Masud. “Combined Evolution Model: Integrating Machine Learning, Simulated Annealing and Evolutionary Computing”. In Proceedings of the 5th International Conference on Recent Advances in Soft Computing (RASC’04), 16-18 December, 2004, Nottingham, U.K, pp. 428-435.
Mohammad M. Masud, Md. Monirul Islam, and K. Murase. “Empirical Study On Learnable Evolution Model For P-Median and Capacitated P-Median Problems”. In Proceedings of the Fourth International Symposium on Human and Artificial Intelligence Systems: From Control to Autonomy (HART’04), 5-6 December, 2004, Fukui, Japan, pp. 265-270.
2001 Mehedy Mashnad, and Mohammad M. Masud. “Simulation of the Stochastic Response of Offshore Platform to Wave Forces”. Computer Methods and Advances in Geomechanics, Balkema Publishers, Desai et al. edited, pp.1319-1323.
2000 Mehedy Mashnad, and Mohammad M. Masud. “Simulation of Stochastic Response of Offshore Structures Excited by Stationary Drag and Inertia Forces”. In DeRoeck, G. and Topping, B.H.V. (eds.) Computational Civil and Structural Engineering, pp. 11-16. Edinburgh, UK, 2000, Civil-Comp Press. |