| 1 | Ashraf, M.; Abid, F.; Din, I.U.; Rasheed, J.; Yesiltepe, M.; Yeo, S.F.; Ersoy, M.T. A Hybrid CNN and RNN Variant Model for Music Classification. Appl. Sci. 2023, 13, 1476. Online |
| 2 | Jamil, A., Ashraf, M., Farooq, A., Khan, M. B., Ahmed, U., & Umair, M. (2023, February). An Optimized Algorithm for Human Portrait Image Segmentation Using U-Net. In 2023 4th International Conference on Advancements in Computational Sciences (ICACS) (pp. 1-6). IEEE. |
| 3 | Ghaffar, A., Abid, F., Ashraf, M., Jamil, A., Abbas, A., & Malik, F. R. (2023). Identification of an Optimized Google PageSpeed Audit-Rule-Sequence to Optimize Page Speed. |
| 4 | Ashraf, M., Abid, F., Atif, M., & Bashir, S. (2022). The Role of CNN and RNN in the Classification of Audio Music Genres. |
| 5 | Ghouri, M. G., & Ashraf, M. (2022). The Prediction of Cryptocurrency Prices Using Neural Architectures and Sentiment Analysis. |
| 6 | Rauf, F., Irfan, R., Mushtaq, L., & Ashraf, M. (2022). Fake News Detection in Urdu using Deep Learning. |
| 7 | Jabbar, M. A., Hussain, M., Farooqi, S., & Ashraf, M. (2022). Formal Modeling and Analysis of Integrated Healthcare System using Colored Petri Nets. |
| 8 | Iqbal, T., Farooq, A., Sarwar, N., Ashraf, M., & Irshad, A. (2022). Developing a Tumor Diagnosis Application for Medical Practitioners using Transfer Learning. BioScientific Review, 4(1), 17-17. |
| 9 | Ashraf, M., Ahmad, F., Rauqir, R., Abid, F., Naseer, M., & Haq, E. (2021, December). Emotion recognition based on musical instrument using deep neural network. In 2021 International Conference on Frontiers of Information Technology (FIT) (pp. 323-328). IEEE. |
| 10 | Ashraf, M., Geng, G., Wang, X., Ahmad, F., & Abid, F. (2020). A globally regularized joint neural architecture for music classification. IEEE Access, 8, 220980-220989. |
| 11 | M. Ashraf, G. Guohua, X. Wang and F. Ahmad, "Detection and Resolving WSN Issues with the use of Data Mining & Intelligent Algorithms," 2018 International Conference on Frontiers of Information Technology (FIT), 2018, pp. 253-258, doi: 10.1109/FIT.2018.00051. |
| 12 | M. Ashraf, G. Guohua, X. Wang and F. Ahmad, "Integration of Speech/ Music Discrimination and Mood Classification with Audio Feature Extraction," 2018 International Conference on Frontiers of Information Technology (FIT), 2018, pp. 224-229, doi: 10.1109/FIT.2018.00046. |
| 13 | M. Ajmal, F. Ahmad, M. -E. A.M., M. Naseer, A. Muhammad and M. Ashraf, "Image to Multilingual Text Conversion for Literacy Education," 2018 17th IEEE International Conference on Machine Learning and Applications (ICMLA), 2018, pp. 1328-1332, doi: 10.1109/ICMLA.2018.00215. |
| 14 | Ashraf, M., Bilal, H., Khan, I. A., & Ahmad, F. (2016). Vanet challenges of availability and scalability. VFAST Transactions on Software Engineering, 10(2), 1-8. |
| 15 | Shahzad, F., Abid, F., Obaid, A. J., Kumar Rai, B., Ashraf, M., & Abdulbaqi, A. S. (2021). Forward stepwise logistic regression approach for determinants of hepatitis B & C among Hiv/Aids patients. International Journal of Nonlinear Analysis and Applications, 12, 1367-1396. |
| 16 | Das, K., Shehryar, M., Abid, F., Ashraf, M., Adil, M., Inam, S., ... & Mushtaq, H. (2021). Impact of using e-learning tools on Student’s Psychological Health during covid-19. |
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