Faculty Profile

Dr. Tariq Mahmood

Professor and Program Coordinator MS (CS) and MS (DS) Programs

Department: Computer Science

Specialization: Machine Learning

Onboard Status: Available

Email: tmahmood@iba.edu.pk


Work Experience

  • Professor & Program Coordinator MS (CS) & MS (DS) Programs at Institute of Business Administration, Karachi (Mar-2021 to PRESENT)
  • Associate Professor & Program Coordinator MS (CS) & MS (DS) Programs at Institute of Business Administration, Karachi (Mar-2021 to Mar-2021)
  • Associate Professor at Institute of Business Administration, Karachi (Nov-2018 to Mar-2021)
  • Assistant Professor at Institute of Business Administration, Karachi (Jul-2016 to Oct-2018)
  • Associate Professor at CBM (Sep-2013 to Jun-2016)

Academic Qualification

  • PhD (Machine Learning), University of Trento, Trento, Italy - 2009
  • MS (Artificial Intelligence-Pattern Recognition and its application), University of Pierre et Marie Curie Paris, France - 2004
  • BCS (Computer System Engineering), GIK Institute of Engineering Science and Tech - 2002

Research Interests

  • Machine Learning

Courses Taught

  • BIG DATA ANALYTICS
  • BUSINESS ANALYTICS
  • BUSINESS INTELLIGENCE
  • BIG DATA WRANGLING: GETTING EXPLORATORY INSIGHTS INTO YOUR BIG DATA LAKES
  • COMPUTER SCIENCE PROJECT I
  • COMPUTER SCIENCE PROJECT II
  • COURSE EXEMPTION 1
  • DATAWAREHOUSING
  • DOCTORAL DISSERTATION
  • DATA ANALYTICS AND WAREHOUSING
  • DEEP LEARNING
  • ESSENTIALS OF BIG DATA ANALYTICS
  • FINAL YEAR PROJECT
  • FINAL YEAR PROJECT - CS
  • INFRASTRUCTURE DEVELOPMENT FOR REAL-TIME BIG DATA ANALYTICS
  • MACHINE LEARNING
  • MS THESIS - 1
  • MS THESIS - II
  • MSCS/DS - PROJECT
  • MACHINE LEARNING FOR BIG DATA
  • MACHINE LEARNING-I (SUPERVISED LEARNING)
  • MACHINE LEARNING-II (UNSUPERVISED LEARNING)
  • MATHEMATICS FOR DATA SCIENCE
  • PHD COMPREHENSIVE EXAM
  • RESEARCH METHODOLOGY
  • RESEARCH SURVEY
  • REAL-TIME BIG DATA ANALYTICS

Research Output


Journal Publication(s)

  • Dr. Tariq Mahmood, Ahmed B. Alkhodre, Muhammad Shoaib Siddiqui, Ibrahim Abdul Rab, Sana Sheikh, Saba Aijaz, Muhammad Kashif, Ahson Memon, Imran Ali, Ghazal Peerwani, Asad Pathan ,"Predicting the Length of Stay of Cardiac Patients Based on Pre-Operative Variables—Bayesian Models vs. Machine Learning Models",Healthcare,Jan 18, 2024,,
  • Dr. Tariq Mahmood, Sarmad Zafar, Mishaal Amin, Muhammad Affan, Saleha Zuberi, Zahra Hoodbhoy, Babar Hasan ,"Enhancing Accuracy in Pediatric Inpatient Hospitalization Cost Estimation: A Machine Learning-Based Approach",SciBase Clinical and Medical Case Reports,Apr 16, 2024,,
  • Dr. Tariq Mahmood, Usman Ali ,"A novel framework for concept drift detection using autoencoders for classification problems in data streams",International Journal of Machine Learning and Cybernetics,Jun 03, 2024,,
  • Syed Tayyab ul Mazhar, Hasnain Khan, Uzma Afzal, Shazia Usmani, Dr. Tariq Mahmood ,"A Public Twitter Dataset from Pakistan During Covid-19",Journal of Engineering and Applied Sciences,Nov 25, 2023,,
  • Nafeesa Yousuf Murad, Dr. Tariq Mahmood, Abdul Rahim Mohammad Forkan, Ahsan Morshed, Prem Prakash Jayaraman, Shoaib Siddiqui ,"Weed Detection Using Deep Learning: A Systematic Literature Review",Sensors,Mar 31, 2023,,
  • Uzma Afzal, Dr. Tariq Mahmood, Ali Mustafa Qamar, Ayaz H Khan ,"Managing Health Treatment by Optimizing Complex Lab-Developed Test Configurations: A Health Informatics Perspective",Computers, Materials and Continua,Apr 29, 2023,,
  • Dr. Tariq Mahmood, Uzma Afzal, Shazia Usmani ,"Evolutionary Computing to solve product inconsistencies in Software Product Lines",Science of Computer Programming,Sep 28, 2022,United Kingdom,
  • Uzma Afzal, Dr. Tariq Mahmood, Raihan ur Rasool, Ayaz H. Khan, Rehan Ullah Khan, Ali Mustafa Qamar ,"Predictive Analytics for Product Configurations in Software Product Lines",International Journal of Computational Intelligence Systems,Jun 28, 2021,Netherlands,Amsterdam
  • Dr. Tariq Mahmood, Tatheer Fatima ,"Concept Drift in Streaming Data: A Systematic Literature Review",KIET Journal of Computing & Information Sciences (KJCIS),Jan 01, 2021,Pakistan,Karachi
  • Dr. Tariq Mahmood, Muhammad Riaz, Muhammad Nasir, Uzma Afzal, Sohaib Tariq, Muhammad Hamza Siddiqui ,"PSL Eye: Predicting the Winning Team in Pakistan Super League (PSL) Matches",KIET Journal of Computing & Information Sciences (KJCIS),Jul 01, 2021,Pakistan,Karachi
  • Hira Zahid, Dr. Tariq Mahmood, Ahsan Morshed, Timos Sellis ,"Big Data Analytics in Telecommunications: Literature Review and Architecture Recommendations",IEEE/CAA Journal of Automatica Sinica,Jan 01, 2020,,
  • Waqar Ahmed, Mahwish Amjad, Khurram Nazir Junejo, Dr. Tariq Mahmood, Ayaz H. Khan ,"Is the Performance of a Cricket team Really Unpredictable? A Case Study on Pakistan Team using Machine Learning",Indian Journal of Science and Technology,Sep 24, 2020,India,
  • Sohail Imran, Dr. Tariq Mahmood, Ahsan Morshed, Timos Sellis ,"Big Data Analytics in Healthcare — A Systematic Literature Review and Roadmap for Practical Implementation",IEEE/CAA Journal of Automatica Sinica,Sep 24, 2020,United States,
  • Uzma Afzal, Dr. Tariq Mahmood, Ayaz H Khan, Sadeeq Jan, Raihan ur Rusool, Ali Mustafa Qamar, Rehan ullah Khan ,"Feature Selection Optimization in Software Product Lines",IEEE Access,Sep 01, 2020,United States,
  • Muhammad Aneeq Yousuf, Muhammad Khalid Khan, Dr. Tariq Mahmood, Muhammad Umer, Rafiullah Afridi ,"Analyzing the Impact of Forest Cover at River Bank on Flood Spread by using Predictive Analytics and Satellite Imagery",International Journal of Advanced Computer Science and Applications,Dec 01, 2019,Japan,
  • Anwar ul Haque, Dr. Tariq Mahmood, Muhammad Saeed ,"Enhanced GNSS Positioning solution on Android for Location Based Services using Big Data",Journal of Internet Technology,Mar 01, 2019,Taiwan, Province of China,Taipei
  • Dr. Tariq Mahmood, Sohail Imran ,"Mining Diagnostic Investigation Processes",Kiet Journal of Computing & Information Sciences,Apr 30, 2018,Pakistan,Karachi
  • Dr. Tariq Mahmood, Khadija Rohail, Muhammad Khalid Khan ,"Cluster Analysis of Pakistani Terrorism Events to Support Counterterrorism",Societies. Also published as a book, "Assisting Counter-Terrorism In Pakistan Through Cluster Analysis", by Lambart Academic Publishing. Available at morebooks.shop,Dec 11, 2018,Switzerland,Basel
  • Dr. Tariq Mahmood, Aleenah Khan, Salma Tajuddin ,"Transfer Learning Techniques for Image Recognition: A Systematic Literature Review",Kiet Journal of Computing & Information Sciences,Apr 30, 2018,Pakistan,Karachi
  • Dr. Tariq Mahmood, Shaukat Wasi, Muhammad Khalid Khan, Syed Hammad Ahmed, Zubair Ahmed Shaikh ,"Information Processing in EventWeb through Detection and Analysis of Connections between Events",International Journal of Advanced Computer Science and Applications,Nov 01, 2018,Japan,
  • Muhammad Khalid Khan, Dr. Tariq Mahmood ,"Using Predictive Analytics for Predicting Host Availability in Desktop Grids",International Journal of Grid and Distributed Computing,Feb 01, 2017,,
  • Muhammad Khalid Khan, Dr. Tariq Mahmood, Syed Irfan Hyder ,"Scheduling in Desktop Grid Systems: Theoretical Evaluation of Policies & Frameworks",International Journal of Advanced Computer Science and Applications,Feb 01, 2017,,
  • Dr. Tariq Mahmood, Ghulam Mujtaba, Liyana Shuib, Nikkishah Zulfiqar Ali, Amir Bawa, Saima Karim ,"Public Bus Commuter Assistance through the Named Entity Recognition of Twitter Feeds and Intelligent Route Finding",IET Intelligent Transport Systems,Jul 18, 2017,,
  • Uzma Afzal, Dr. Tariq Mahmood, Zubair Shaikh ,"Intelligent Software Product Line Configurations: A Literature Review",Computer Standards & Interfaces,Nov 01, 2016,,
  • Uzma Afzal, Dr. Tariq Mahmood, M Anwar, Zubair Shaikh ,"Health Informatics to Optimize Complex Laboratory Developed Test Cofigurtations",Technology and Health Care,Nov 14, 2016,,
  • Syed Zafar Nasir, Dr. Tariq Mahmood, Muhammad Shahid Shaikh, Zubair A. Shaikh ,"Fault Tolerant Context Development and Requirement Validation in ERP Systems",Computer Standards & Interfaces,Jan 01, 2015,,
  • Dr. Tariq Mahmood, Ghulam Mujtaba, Adriano Venturini ,"Dynamically Personalization in Conversational Recommender Systems",Journal of Information Systems and E-Business Management,May 01, 2014,,
  • Dr. Tariq Mahmood, Ghulam Mujtaba Shaikh ,"Adaptive Automated Teller Machines",Expert Systems with Applications,Mar 01, 2013,,
  • Uzma Afzal, Dr. Tariq Mahmood ,"Artificial Intelligence to Solve the Problem of Software Product Line Management",Sindh University Research Journal,Mar 01, 2013,,
  • Dr. Tariq Mahmood, Syed Imran Jami, Zubair Ahmad Shaikh, Muhammad Hussain Mughal ,"Towards the Modeling of Data Provenance in Scientific Publications",Computer Standards and Interfaces,Jan 01, 2013,,
  • Dr. Tariq Mahmood, Syed Obaid Ahmed, Syed Hassan Nayyar, Muhammad Hadi Swaleh ,"A-EYE: Automating the Role of the Third Umpire in the Game of Cricket",Expert Systems with Applications,Nov 01, 2012,,
  • Dr. Tariq Mahmood, Francesco Ricci, Adriano Venturini ,"Improving Recommendation Effectiveness: Adapting a Dialogue Strategy in Online Travel Planning",Information Technology & Tourism,Jan 01, 2009,,

Case(s)


    Book(s)

    • Ghulam Mujtaba Shaikh, Dr. Tariq Mahmood ,"Mining and Adaptivity in Automated Teller Machines",Advances in Data Mining Knowledge Discovery and Applications. Adem Karahoca (Ed.),Sep 12, 2012,,
    • Dr. Tariq Mahmood ,"Learning User-Adapted Strategies in Conversational Recommender Systems",VDM-Verlag,Mar 19, 2010,,

    Conference(s)

    • Dr. Tariq Mahmood, Nafeesa Yousuf Murad, Ahsan Morshed ,"Weed Classification for Smart farming in Field Crops: A Machine Learning Evaluation",IEEE Engineering Informatics,May 14, 2024,Australia,Melbourne
    • Tazeen Fatima, Dr. Tariq Mahmood ,"Semi-Supervised Learning in Smart Agriculture: A Systematic Literature Review",6th International Multi-Topic ICT Conference (IMTIC),Mar 03, 2022,Pakistan,Karachi
    • Syed Ahmed Hussain, Dr. Tariq Mahmood ,"A Survey on State of Enterprise Machine Learning in Pakistan",6th International Multi-Topic ICT Conference (IMTIC),Mar 03, 2022,Pakistan,Karachi
    • Sonam Ramchand, Dr. Tariq Mahmood ,"Big data architectures for data lakes: A systematic literature review",2022 IEEE 46th Annual Computers, Software, and Applications Conference (COMPSAC),Aug 10, 2022,United States,California
    • Dr. Tariq Mahmood, Francesco Ricci, Adriano Venturini, Wolfram Hopken ,"Adaptive Recommender Systems for Travel Planning",Information and Communication Technologies in Tourism. O’Connor P., Höpken W., Gretzel U. (Eds),Dec 20, 2022,Austria,Vienna
    • Anwar ul Haque, Dr. Sayeed Ghani, Dr. Tariq Mahmood ,"Decentralized Transfer Learning using Blockchain & IPFS for Deep Learning",International Conference on Information Networking (ICOIN),May 01, 2020,Spain,Barcelona
    • Mahwish Amjad, Hira Zahid, Sania Zafar Awan, Dr. Tariq Mahmood ,"A Novel Deep Learning Framework for Intrusion Detection System",2019 International Conference on Advances in the Emerging Computing Technologies (AECT),Sep 10, 2020,Saudi Arabia,Al-Madinah Al-Munawwarah
    • Anwar ul Haque, Dr. Tariq Mahmood, Dr. Sayeed Ghani ,"A R2N2 Approach For Cardiac Behavior Forecast on Non-Trending Big HealthCare Data",2019 International Conference on Advances in the Emerging Computing Technologies (AECT),Sep 10, 2020,Saudi Arabia,Al Madinah Al Munawaara
    • Anwar ul Haque, Dr. Tariq Mahmood, Nassar Ikram ,"Performance Comparison of State of Art NoSql Technologies using Apache Spark",Intelligent Systems Conference (INTSYS 2018),Nov 08, 2018,United Kingdom,London
    • Hira Zahid, Dr. Tariq Mahmood, Nassar Ikram ,"Enhancing Dependability in Big Data Analytics: Enterprise Pipelines",The 4th International Symposium on Dependability in Sensor, Cloud, and Big Data Systems and Applications (DependSys 2018),Dec 07, 2018,Australia,Melbourne
    • Usman Ali, Dr. Tariq Mahmood ,"Using Deep learning to Predict Short-Term Traffic Flow: A Systematic Literature Review",First International Conference on Intelligent Transport Systems,Jul 07, 2018,Finland,Helsinki
    • Usman Ali, Dr. Tariq Mahmood ,"Using Deep Learning to Predict Short Term Traffic Flow: A Systematic Literature Review",Intelligent Transport Systems,Dec 31, 2017,Finland,Helsinki
    • Dr. Tariq Mahmood, Ghulam Mujtaba, Liyana Shuib, Nikkishah Zulfiqar Ali, Amir Bawa, Saima Karim ,"Mobile-Based Intelligent Transportation for Bus Commuters Based on Twitter Analytics",International Conference on Frontiers of Information Technology (FIT), 2016,Dec 19, 2016,Pakistan,Islamabad
    • Dr. Tariq Mahmood, Ghulam Mujtaba, Liyana Shuib, Nikkishah Zulfiqar Ali, Aamir Bawa, Saima Karim ,"Mobile-Based Intelligent Transportation for Bus Commuters based on Twitter Analytics",Frontiers of Information Technology (FIT 2016),Dec 19, 2016,Pakistan,Islamabad
    • Uzma Afzal, Dr. Tariq Mahmood, Dr. Imran Rauf, Zubair Shaikh ,"Minimizing Feature Model Inconsistencies in Software Product Lines",17th International Multi-Topic Conference (INMIC), 2014,Dec 08, 2014,Pakistan,Karachi
    • Dr. Tariq Mahmood, Uzma Afzal ,"Security Analytics: Big Data Analytics for Cybersecurity: A Review of Trends, Techniques and Tools",2nd National Conference on Information Assurance,Feb 10, 2014,Pakistan,Islamabad
    • Dr. Tariq Mahmood, Tasmiyah Iqbal, Farnaz Amin, Wajeeta Lohana, Atika Mustafa ,"Mining Twitter Big Data to Predict 2013 Pakistan Election Winner",International Multi Topic Conference (INMIC),Feb 06, 2014,Pakistan,Lahore
    • Aneeq Hashmi, Faraz Zaidi, Arnaud Sallaberry, Dr. Tariq Mahmood ,"Are All Social Networks Structurally Similar?",International Conference on Advances in Social Networks Analysis and Mining (ASONAM),Feb 04, 2013,Turkey,Istanbul
    • Dr. Tariq Mahmood, Khadija Rohail ,"Analyzing Terrorist Incidents to Support Counter-Terrorism - Events and Methods",2012 International Conference on Robotics and Artificial Intelligence (ICRAI),Jan 17, 2013,Pakistan,Islamabad
    • Uzma Afzal, Dr. Tariq Mahmood ,"Using Predictive Analytics to Forecast Drone Attacks in Pakistan",International Conference on Information & Communication Technologies (ICICT),Dec 15, 2013,Pakistan,Karachi
    • Dr. Tariq Mahmood, Syed Obaid Ahmed, Muhammad Hadi Swaleh, Syed Hassan Nayyer ,"A-Eye: Automating the Role of the Third Umpire in the Game of Cricket",International Conference on Information Science and Applications (ICISA) 2011,May 23, 2011,Korea, Republic of,Jeju Island
    • Ghulam MUjtaba, Dr. Tariq Mahmood ,"Adaptive Automated Teller Machines — Part I",International Conference on Information and Communication Technologies (ICICT),Aug 15, 2011,Pakistan,Karachi
    • Ghulam Mujtaba, Dr. Tariq Mahmood ,"Adaptive Automated Teller Machines — Part II",International Conference on Information and Communication Technologies (ICICT),Aug 15, 2011,Pakistan,Karachi
    • Dr. Tariq Mahmood, Syed Hammad Ahmed, Saqib Mahmood ,"Comparing Reward-Based Optimal Behaviors in User-Adapted Recommender Systems",International Conference on Computer Science and Information Technology (ICCSIT),Jul 11, 2010,China,Chengdu
    • Dr. Tariq Mahmood ,"Analyzing Optimal Behavior Policies in Conversational Recommender Systems",International Conference on Information and Emerging Technologies (ICIET),Aug 01, 2010,Pakistan,Karachi
    • Dr. Tariq Mahmood, Francesco Ricci, Adriano Venturini ,"Learning Adaptive Recommendation Strategies for Online Travel Planning",Information and Communication Technologies in Tourism 2009. Höpken W., Gretzel U., Law R. (Eds). Springer, Vienna,Jan 30, 2009,Netherlands,Amsterdam
    • Dr. Tariq Mahmood, Francesco Ricci ,"Improving Recommender Systems with Adaptive Conversational Strategies",Proceedings of the 20th ACM conference on Hypertext and hypermedia,Jul 01, 2009,Italy,Torino
    • Francesco Ricci, Dr. Tariq Mahmood ,"Adapting the Interaction State Model in Conversational Recommender Systems",Proceedings of the 10th International Conference on Electronic Commerce,Aug 18, 2008,,
    • Dr. Tariq Mahmood, Francesco Ricci ,"Towards Learning User-Adaptive State Models in a Conversational Recommender System",Workshop on Learning, Knowledge, and Adaptability: Adaptability and User Modelling in Interactive Software Systems (ABIS),Sep 01, 2007,Germany,Halle
    • Dr. Tariq Mahmood, Francesco Ricci ,"Learning and Adaptivity in Interactive Recommender Systems",9th International Conference on Electronic Commerce (ICEC). Original paper also published in Proceedings of the 17th European Conference on Artificial Intelligence (ECAI 2006), Riva del Garda, Italy,Aug 22, 2007,United States,Minneapolis

    Other(s)


      Projects

      List to come