A two-stage intrusion detection system with auto-encoder and LSTMs. - Earum Mushtaq; Aneela Zameer; Muhammad Umer; Asima Akber Abbasi (Appl. Soft Comput., 2022)

A two-stage stacked ensemble intrusion detection system using five base classifiers and MLP with optimal feature selection. - Earum Mushtaq; Aneela Zameer; Asifullah Khan (Microprocess. Microsystems, 2022)

Knacks of a hybrid anomaly detection model using deep auto-encoder driven gated recurrent unit. - Earum Mushtaq; Aneela Zameer; Rubina Nasir (Comput. Networks, 2023)

Cost-sensitive stacked long short-term memory with an evolutionary framework for minority class detection. - Asima Akber Abbasi; Aneela Zameer; Earum Mushtaq; Muhammad Asif Zahoor Raja (Appl. Soft Comput., 2024)