Summaya Mumtaz

• Evaluating the Influence of Twitter on the Saudi Arabian Stock Market Indicators, Alshahrani M, Zhu F, Sameh A, Zhang L & Summaya M , 5th International Symposium on Data Mining Applications. Advances in Intelligent Systems and Computing, Jan-2018

• Customer Segmentation using Two-Step & K-Means Clustering Algorithm, Salar M, Moaz A, Faryal A, Ali Mustafa Q, Aatif K, Ahsan R, Summaya M & Khurrum J , International Journal of Information Technology Review, Nov-2013

• Comparative analysis of machine learning Techniques for telecommunication Subscriber’s Churn Prediction, Saad A, Ammar S, Ali Mustafa Q, Aatif K, Summaya M & Khurram J, International Journal of Intelligent Computing, Dec- 2013

• Mumtaz, Summaya & Giese, Martin (2020). Frequency-Based vs. Knowledge-Based Similarity Measures for Categorical Data, In Andreas Martin; Hinkelmann Knut & Hans-George Fill (ed.),  AAAI-MAKE 2020 Combining Machine Learning and Knowledge Engineering in Practice - Volume I: Spring Symposium.  Technical University of Aachen.  ISBN 9783642224126.  AAAI MAKE 2020Spring Symposium.
• Mumtaz, Summaya; Pene, Irina; Latif, Adnan & Giese, Martin (2020). Data-based support for petroleum prospect evaluation. Earth Science Informatics.  ISSN 1865-0473. . doi: 10.1007/s12145-020-00502-4
• Alshahrani, Mohammed; Zhu, Fuxi; Sameh, Ahmed; Zheng, Lin & Mumtaz, Summaya (2018). Evaluating the influence of twitter on the saudi arabian stock market indicators. Advances in Intelligent Systems and Computing.  ISSN 2194-5357.  753, s 113- 132 . doi: 10.1007/978-3-319-78753-4_10

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