Muhammad Aurangzeb Ahmad
Department of Computer Science and Engineering
University of Minnesota - Twin Cities
5-206, EE/CS Building,
200 Union St SE,
Minneapolis, MN 55455, USA.
Research Assistant
Minnesota Population Center
Research Assistant
mahmad [at] cs [dot] umn [dot] edu
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Education
Honors and Awards
Experience
Research Publications
Book Chapters
- Jim Kang, Muhammad A Ahmad, Ankur Teredesai, Roger Gaborski "Cognitively Motivated Novelty Detection in Video Data Streams" Multimedia Data Mining and Knowledge Discovery, Springer Publishers. Valery A. Petrushin and Latifur Khan (Eds.)
Journal Papers
Conference Papers
Tutorials
- Jaideep Srivastava, Nisthith Pathak, Sandeep Mane, Muhammad A Ahmad Data Mining and Social Network Analysis ICDM 2006
Workshops
- Muhammad A Ahmad, Ankur Teredesai "Domain Independent Integrated Multimedia Data Mining is a Frivolous Exercise: Classicism vs. Connectionism Debate Revisited" Second International Workshop on Philosophy and Informatics (WSPI 2005) Kaiserslautern, Germany. Also published in WM2005: Professional Knowledge Management Experiences and Visions, Klaus-Dieter Althoff, Andreas Dengel, Ralph Bergmann, Markus Nick, and Thomas Roth-Berghofer (Eds.), 587-594 ISBN 3-00-016020-5, DFKI GmbH, 2005.
- Muhammad A Ahmad, Ankur Teredesai, Juveria Kanodia. "Image Search And Visualization in CoMMA" Proceedings of the First GCCIS Conference on Computing and Information Sciences Cary Graphic Art Press, RIT.
- Ankur Teredesai, Muhammad Ahmad, Juveria Kanodia, Roger Gaborski "CoMMA: Combing Multimedia Multi-relational Associations" The 7th ACM SIGKDD Workshop on Multimedia DataMining, Seattle, WA, USA, August 2004.
Conference Presentations
- Muhammad Ahmad, Juveria Kanodia, Ankur Teredesai "CoMMA: Combing Multimedia Multi-relational Associations" First GCCIS conference on Computing and Information Sciences, Rochester, NY.
Research Projects
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Small World Networks: I worked with Professor Duncan Watts at Columbia University on the analysis of the "Small World" dataset. The project involved geocoding, analyzing and visualization of the "Small World" dataset. (2006)
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Dynamic Online Social Networks: The goal of this project is to algorithmically study dynamic online social networks like Instant Messaging Networks and the dissemination of information in these networks. Kleinberg's model for information cascading behavior are the basis for our experiments. (2005-6)
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DMRG Repository of Simulations: Coded and explored game theoretic simulations for studying social phenomenon. The simulations include Sugarscape, Spatialized iterated two person games, Axelrod's Cultural Dissemination Models, Zhang and Challet's Minority Game for economic modeling, Patrick Grim's model for prejudice reduction, Evolution of communication model. The repository is being used for pedagogic and learning purposes. (2005-6)
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BuddyScan: The objective of this project is to develop an efficient method for collecting, storing, and analyzing all the publicly available data generated by the various Instant Messaging services. (2005)
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VENUS: VENUS is a framework used for novelty detection in videos. In VENUS, habituation is the basis of discovering novelty in video streams. I worked on the evaluation of the performance of humans vs. a machine based novelty systems. (2005)
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CoMMA: CoMMA is a framework for using multi-relational multi-media data for automating the process of caption generation for large image datasets. An extension to the FP-Growth algorithm, the MRFP-Growth was devised for the annotation purposes. (2004-5)
Teaching Assistant
- Introduction to Data Mining (Fall 2004-2005 , Winter 2005-2006, Spring 2005-2006) Rochester Institute of Technology.
External Reviews
- Reviewer SAC (ACM Symposium on Applied Computing) 2005