Frequency-Based vs. Knowledge-Based Similarity Measures for Categorical Data. - Summaya Mumtaz; Martin Giese (AAAI Spring Symposium: Combining Machine Learning with Knowledge Engineering (1), 2020)

Data-based support for petroleum prospect evaluation. - Summaya Mumtaz; Irina Pene; Adnan Latif; Martin Giese (Earth Sci. Informatics, 2020)

Correction to: Data-based support for petroleum prospect evaluation. - Summaya Mumtaz; Irina Pene; Adnan Latif; Martin Giese (Earth Sci. Informatics, 2020)

Hierarchy-based semantic embeddings for single-valued & multi-valued categorical variables. - Summaya Mumtaz; Martin Giese (J. Intell. Inf. Syst., 2022)

Overview of Current Applications of Large Language Models in Various Medical Specialities. - Ummara Mumtaz; Awais Ahmed; Summaya Mumtaz (CoRR, 2023)