Muhammad Aurangzeb Ahmad

Publications

An up to date list of publications is available at Google Scholar

2020

  1. Ming Yuan, Muhammad Aurangzeb Ahmad, Vikas Kumar, and Ankur Teredesai. “Fairness in Classification Parity of Machine Learning Models in Healthcare.” AAAI Fall Symposium 2020 on AI for Social Good, November 13, 2020.Details
  2. Kovalerchuk, Boris, Muhammad Aurangzeb Ahmad, and Ankur Teredesai. “Survey of Explainable Machine Learning with Visual and Granular Methods beyond Quasi-Explanations.” ArXiv Preprint ArXiv:2009.10221, 2020.Details
  3. Ahmad, Muhammad Aurangzeb, and Şener Özönder. “Physics Inspired Models in Artificial Intelligence.” In Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, 3535–36, 2020.Details
  4. Ahmad, Muhammad Aurangzeb, Arpit Patel, Carly Eckert, Vikas Kumar, and Ankur Teredesai. “Fairness in Machine Learning for Healthcare.” In Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, 3529–30, 2020.Details
  5. Ahmad, Muhammad Aurangzeb, Ankur Teredesai, and Carly Eckert. “Fairness, Accountability, Transparency in AI at Scale: Lessons from National Programs.” In Proceedings of the 2020 Conference on Fairness, Accountability, and Transparency, 690–90, 2020.Details
  6. Padthe, Karthik K., Vikas Kumar, Carly M. Eckert, Nicholas M. Mark, Anam Zahid, Muhammad Aurangzeb Ahmad, and Ankur Teredesai. “Emergency Department Optimization and Load Prediction in Hospitals.” AAAI Fall Symposium 2020 on AI for Social Good, November 13, 2020.Details

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2019

  1. Eckert, Carly, Neris Nieves-Robbins, Elena Spieker, Tom Louwers, David Hazel, James Marquardt, Keith Solveson, et al. “Development and Prospective Validation of a Machine Learning-Based Risk of Readmission Model in a Large Military Hospital.” Applied Clinical Informatics 10, no. 2 (2019): 316.Details
  2. Ahmad, Muhammad Aurangzeb, Carly Eckert, and Ankur Teredesai. “The Challenge of Imputation in Explainable Artificial Intelligence Models.” ArXiv Preprint ArXiv:1907.12669, 2019.Details

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2018

  1. Ahmad, Muhammad Aurangzeb, Carly Eckert, and Ankur M Teredesai. “Interpretable Machine Learning in Healthcare.” In Proceedings of the 2018 ACM International Conference on Bioinformatics, Computational Biology, and Health Informatics, 559–60, 2018.Details
  2. Liu, Eric, Muhammad A Ahmad, Carly Eckert, Anderson Nascimento, Martine De Cock, Karthik Padthe, Ankur Teredesai, and Greg McKelvey. “Automatic Detection of Excess Healthcare Spending and Cost Variation in ACOs.” SIAM, 2018.Details
  3. Ahmad, Muhammad A, Carly Eckert, Greg McKelvey, Kiyana Zolfaghar, Anam Zahid, and Ankur Teredesai. “Death vs. Data Science: Predicting End of Life.” In AAAI, 7719–26, 2018.Details
  4. Eckert, C, M Ahmad, K Zolfaghar, G McKelvey, C Carlin, and D Lowe. “S45 Predicting Likelihood of Emergency Department Admission Prior to Triage: Utilising Machine Learning within a COPD Cohort.” BMJ Publishing Group Ltd, 2018.Details

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2017

  1. Zhang, Mingming, Chao Chen, Tianyu Wo, Tao Xie, Md Zakirul Alam Bhuiyan, and Xuelian Lin. “SafeDrive: Online Driving Anomaly Detection from Large-Scale Vehicle Data.” IEEE Transactions on Industrial Informatics 13, no. 4 (2017): 2087–96.Details

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2016

  1. Ahmad, Muhammad Aurangzeb. “After Death: Big Data and the Promise of Resurrection by Proxy.” In Proceedings of the 2016 CHI Conference Extended Abstracts on Human Factors in Computing Systems, 397–408, 2016.Details

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2015

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    2014

    1. Ahmad, Muhammad Aurangzeb, and Jaideep Srivastava. “Behavioral Data Mining and Network Analysis in Massive Online Games.” In Proceedings of the 7th ACM International Conference on Web Search and Data Mining, 673–74, 2014.Details
    2. Keegan, Brian C, and Muhammad Aurangzeb Ahmad. “Dark Sides of Social Networking.” Encyclopedia of Social Network Analysis and Mining, 2014.Details
    3. Ahmad, Muhammad Aurangzeb, Cuihua Shen, Jaideep Srivastava, and Noshir Contractor. “On the Problem of Predicting Real World Characteristics from Virtual Worlds.” In Predicting Real World Behaviors from Virtual World Data, 1–18. Springer, 2014.Details
    4. Ahmad, Muhammad Aurangzeb, Cuihua Shen, Jaideep Srivastava, and Noshir . Contractor. Predicting Real World Behaviors from Virtual World Data. Springer, 2014.Details

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    2013

    1. Borbora, Zoheb Hassan, Muhammad Aurangzeb Ahmad, Jehwan Oh, Karen Zita Haigh, Jaideep Srivastava, and Zhen Wen. “Robust Features of Trust in Social Networks.” Social Network Analysis and Mining 3, no. 4 (2013): 981–99.Details
    2. Ahmad, Muhammad Aurangzeb, Brian Keegan, Atanu Roy, Dmitri Williams, Jaideep Srivastava, and Noshir Contractor. “Guilt by Association? Network Based Propagation Approaches for Gold Farmer Detection.” In Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, 121–26, 2013.Details
    3. Ahmad, Muhammad Aurangzeb. “Towards the Analysis of Narrative Networks.” Tech. Rep. number13-017, Department of Computer Science and Engineering …, 2013.Details
    4. Williams, Dmitri, Muhammad Aurangzeb Ahmad, Jaideep Srivastava, Brian Keegan, and Noshir Contractor. “Automatic Detection of Deviant Players in Massively Multiplayer Online Role Playing Games (Mmogs).” Google Patents, 2013.Details
    5. Mahajan, Deepa, Yanting Dong, and Muhammad A Ahmad. “Systems and Methods for Programming Implantable Medical Devices.” Google Patents, 2013.Details
    6. Kim, Young Ae, and Muhammad A Ahmad. “Trust, Distrust and Lack of Confidence of Users in Online Social Media-Sharing Communities.” Knowledge-Based Systems 37 (2013): 438–50.Details
    7. Ahmad, Muhammad Aurangzeb. “Information Network Analysis Meets Islamic Studies: Case Study from the Analysis of the Hadith Literature,” November 2013.Details
    8. Kim, Young Ae, and Muhammad Aurangzeb Ahmad. “Trust, Distrust and Lack of Confidence of Users in Online Social Media-Sharing Communities.” Knowledge-Based Systems 37 (2013): 438–50.Details

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    2012

    1. Ahmad, Muhammad Aurangzeb, Zoheb Borbora, Jaideep Srivastava, and Noshir Contractor. “Love All, Trust a Few: Link Prediction for Trust and Psycho-Social Factors in MMOs.” In International Conference on Social Computing, Behavioral-Cultural Modeling, and Prediction, 123–30. Springer, 2012.Details
    2. Ahmad, Muhammad Aurangzeb. “Computational Trust in Multiplayer Online Games.,” 2012.Details
    3. Roy, Atanu, Muhammad Aurangzeb Ahmad, Chandrima Sarkar, Brian Keegan, and Jaideep Srivastava. “The Ones That Got Away: False Negative Estimation Based Approaches for Gold Farmer Detection.” In 2012 International Conference on Privacy, Security, Risk and Trust and 2012 International Confernece on Social Computing, 328–37. IEEE, 2012.Details

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    2011

    1. Ahmad, Muhammad Aurangzeb, Iftekhar Ahmed, Jaideep Srivastava, and Marshall Scott Poole. “Trust Me, i’m an Expert: Trust, Homophily and Expertise in Mmos.” In 2011 IEEE Third International Conference on Privacy, Security, Risk and Trust and 2011 IEEE Third International Conference on Social Computing, 882–87. IEEE, 2011.Details
    2. Ahmad, Muhammad Aurangzeb, Brian Keegan, Sophia Sullivan, Dmitri Williams, Jaideep Srivastava, and Noshir Contractor. “Illicit Bits: Detecting and Analyzing Contraband Networks in Massively Multiplayer Online Games.” In 2011 IEEE Third International Conference on Privacy, Security, Risk and Trust and 2011 IEEE Third International Conference on Social Computing, 127–34. IEEE, 2011.Details
    3. Ahmad, Muhammad Aurangzeb, Zoheb Borbora, Cuihua Shen, Jaideep Srivastava, and Dmitri Williams. “Guild Play in MMOGs: Rethinking Common Group Dynamics Models.” In International Conference on Social Informatics, 145–52. Springer, 2011.Details
    4. Borbora, Zoheb H, Muhammad Aurangzeb Ahmad, Karen Zita Haigh, Jaideep Srivastava, and Zhen Wen. “Exploration of Robust Features of Trust across Multiple Social Networks.” In 2011 Fifth IEEE Conference on Self-Adaptive and Self-Organizing Systems Workshops, 27–32. IEEE, 2011.Details
    5. Wang, Jing, David A Huffaker, Jeffrey W Treem, Lindsay Fullerton, Muhammad A Ahmad, Dmitri Williams, Marshall Scott Poole, and Noshir Contractor. “Focused on the Prize: Characteristics of Experts in Massive Multiplayer Online Games.” First Monday, 2011.Details
    6. Ahmad, Muhammad Aurangzeb, Brian Keegan, Dmitri Williams, Jaideep Srivastava, and Noshir S Contractor. “Trust Amongst Rogues? A Hypergraph Approach for Comparing Clandestine Trust Networks in MMOGs.” In ICWSM, 2011.Details
    7. Keegan, Brian, Muhammad Aurangzeb Ahmad, Dmitri Williams, Jaideep Srivastava, and Noshir S Contractor. “Sic Transit Gloria Mundi Virtuali? Promise and Peril in the Computational Social Science of Clandestine Organizing.” Proceedings of the 3rd International Web Science Conference, 2011.Details
    8. Keegan, Brian, Muhammad Aurangzeb Ahmad, Dmitri Williams, Jaideep Srivastava, and Noshir Contractor. “What Can Gold Farmers Teach Us about Criminal Networks?” XRDS: Crossroads, The ACM Magazine for Students 17, no. 3 (2011): 11–15.Details
    9. Shim, Kyong Jin, Nishith Pathak, Muhammad A Ahmad, Colin DeLong, Zoheb Borbora, Amogh Mahapatra, and Jaideep Srivastava. “Analyzing Human Behavior from Multiplayer Online Game Logs: A Knowledge Discovery Approach.” IEEE Intelligent Systems 26, no. 1 (2011): 85–89.Details
    10. Ahmad, Muhammad Aurangzeb, and J Srivastava. “Item Recommendations in Multiple Overlapping Social Networks in MMOs.” In The Third ACM WebSci Conference, Koblenz, Germany June, 14–17, 2011.Details
    11. Ahmad, Muhammad Aurangzeb, Marshall Scott Poole, and J Srivastava. “ The Trust Propensity Prediction Problem.” In The Third ACM WebSci Conference, Koblenz, Germany June, 2011.Details
    12. Ahmad, Muhammad Aurangzeb, and Jaideep Srivastava. “Models of Social Capital for Predicting Success in MMOs.” In The Third ACM WebSci Conference, Koblenz, Germany June, 2011.Details
    13. Ahmad, Muhammad Aurangzeb, and J Srivastava. “Models of Social Capital for Predicting Success in MMOs.” In The Third ACM WebSci Conference, Koblenz, Germany June, 2011.Details

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    2010

    1. Keegan, Brian, Muhammad Aurangzeb Ahmed, Dmitri Williams, Jaideep Srivastava, and Noshir Contractor. “Dark Gold: Statistical Properties of Clandestine Networks in Massively Multiplayer Online Games.” In 2010 IEEE Second International Conference on Social Computing, 201–8. IEEE, 2010.Details
    2. Ahmad, Muhammad Aurangzeb, David Huffaker, Jing Wang, Jeff Treem, Dinesh Kumar, Marshall Scott Poole, and Jaideep Srivastava. “The Many Faces of Mentoring in an Mmorpg.” In 2010 IEEE Second International Conference on Social Computing, 270–75. IEEE, 2010.Details
    3. Ahmad, Muhammad Aurangzeb, Marshall Scott Poole, and Jaideep Srivastava. “Network Exchange in Trust Networks.” In 2010 IEEE Second International Conference on Social Computing, 341–46. IEEE, 2010.Details
    4. Ahmad, Muhammad Aurangzeb, David Huffakar, Jing Wang, Jeff Treem, Marshall Scott Poole, and Jaideep Srivastava. “GTPA: A Generative Model for Online Mentor-Apprentice Networks.” In Twenty-Fourth AAAI Conference on Artificial Intelligence, 2010.Details
    5. Ahmad, Muhammad Aurangzeb, and Mohamed Elidrisi. “Opponent Classification in Poker.” In International Conference on Social Computing, Behavioral Modeling, and Prediction, 398–405. Springer, 2010.Details
    6. Ahmad, Muhammad Aurangzeb, and Xin Zhao. “COLBERT: a Scoring Based Graphical Model for Expert Identification.” In International Conference on Social Computing, Behavioral Modeling, and Prediction, 180–88. Springer, 2010.Details
    7. Ahmad, Muhammad Aurangzeb, Zoheb Borbora, Jaideep Srivastava, and Noshir Contractor. “Link Prediction across Multiple Social Networks.” In 2010 IEEE International Conference on Data Mining Workshops, 911–18. IEEE, 2010.Details

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    2009

    1. Huffaker, David, Jing Wang, Jeffrey Treem, Muhammad A Ahmad, Lindsay Fullerton, Dmitri Williams, Marshall Scott Poole, and Noshir Contractor. “The Social Behaviors of Experts in Massive Multiplayer Online Role-Playing Games.” In 2009 International Conference on Computational Science and Engineering, 4:326–31. IEEE, 2009.Details
    2. Ahmad, Muhammad Aurangzeb, Brian Keegan, Jaideep Srivastava, Dmitri Williams, and Noshir Contractor. “Mining for Gold Farmers: Automatic Detection of Deviant Players in Mmogs.” In 2009 International Conference on Computational Science and Engineering, 4:340–45. IEEE, 2009.Details
    3. Kim, Young, Muhammad A Ahmad, Jaideep Srivastava, and Soung Hie Kim. “Role of Computational Trust Models in Service Science.” Journal of Management Information Systems, 2009.Details
    4. Shim, Kyong Jin, Muhammad Aurangzeb Ahmad, Nishith Pathak, and Jaideep Srivastava. “Inferring Player Rating from Performance Data in Massively Multiplayer Online Role-Playing Games (MMORPGs).” In 2009 International Conference on Computational Science and Engineering, 4:1199–1204. IEEE, 2009.Details

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    2008

    1. Srivastava, Jaideep, Muhammad A Ahmad, Nishith Pathak, and David Kuo-Wei Hsu. “Data Mining Based Social Network Analysis from Online Behavior.” In Tutorial at the 8th SIAM International Conference on Data Mining (SDM’08), 2008.Details
    2. Ahmad, Muhammad Aurangzeb, and Jaideep Srivastava. “An Ant Colony Optimization Approach to Expert Identification in Social Networks.” In Social Computing, Behavioral Modeling, and Prediction, 120–28. Springer, 2008.Details
    3. Srivastava, Jaideep, Nishith Pathak, Sandeep Mane, and Muhammad A Ahmad. “Data Mining for Social Network Analysis.” In ISI, 2008.Details

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    2007

    1. Kang, James M, Muhammad Aurangzeb Ahmad, Ankur Teredesai, and Roger Gaborski. “Cognitively Motivated Novelty Detection in Video Data Streams.” In Multimedia Data Mining and Knowledge Discovery, 209–33. Springer, 2007.Details

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    2006

    1. Teredesai, Ankur M, Muhammad A Ahmad, Juveria Kanodia, and Roger S Gaborski. “CoMMA: a Framework for Integrated Multimedia Mining Using Multi-Relational Associations.” Knowledge and Information Systems 10, no. 2 (2006): 135–62.Details
    2. Xiong, Li, Marshall Scott Poole, Dmitri Williams, and Muhammad A Ahmad. “The Effects of Group Structure on Group Outcomes in an Online Game,” 2006.Details
    3. Ahmad, Muhammad A, and Ankur Teredesai. “Modeling Spread of Ideas in Online Social Networks.” In Proceedings of the Fifth Australasian Conference on Data Mining and Analystics-Volume 61, 185–90, 2006.Details

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    2005

    1. Ahmad, Muhammad Aurangzeb, and Ankur Teredesai. “Domain Independent Integrated Multimedia Data Mining Is a Frivolous Exercise: Classicism vs. Connectionism Debate Revisited.” In Wissensmanagement, 587–94, 2005.Details

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