A Graph-Based Concept Discovery Method for n-Ary Relations. - Nazmiye Ceren Abay; Alev Mutlu; Pinar Karagoz (DaWaK, 2015)

A path-finding based method for concept discovery in graphs. - Nazmiye Ceren Abay; Alev Mutlu; Pinar Karagoz (IISA, 2015)

Privacy Preserving Synthetic Data Release Using Deep Learning. - Nazmiye Ceren Abay; Yan Zhou 001; Murat Kantarcioglu; Bhavani Thuraisingham; Latanya Sweeney (ECML/PKDD (1), 2018)

ChainNet: Learning on Blockchain Graphs with Topological Features. - Nazmiye Ceren Abay; Cuneyt Gurcan Akcora; Yulia R. Gel; Murat Kantarcioglu; Umar D. Islambekov; Yahui Tian; Bhavani Thuraisingham (ICDM, 2019)

Using Machine Learning Techniques for Prediction and Data Generation with Applications to Data Privacy. - Nazmiye Ceren Abay (2019)

Knowledge Distillation Using Frontier Open-source LLMs: Generalizability and the Role of Synthetic Data. - Anup Shirgaonkar; Nikhil Pandey; Nazmiye Ceren Abay; Tolga Aktas; Vijay Aski (CoRR, 2024)