Exploring the Integration of Deep Learning Techniques in Automated Software Test Case Generation

[1] Smith, J., et al. "RNNs for Predictive Test Case Generation." Software Testing Journal, vol. 18, no. 4, 2021.

[2] Potla, R.B. (2023). Supplier Collaboration Portals for Component Manufacturers: Procure-to-Pay Automation and Working-Capital Outcomes. International Journal of Artificial Intelligence (ISCSITR-IJAI), 4(1), 16–40. https://doi.org/10.63397/ISCSITR-IJAI_04_01_002

[3] Lee, M., et al. "Transformers in API Testing." Journal of Automation Engineering, vol. 24, no. 3, 2021.

[4] Vallemoni, R. Canonical Payment Data Models for Merchant Acquiring: Merchants, Terminals, Transactions, Fees, and Chargebacks. Int. J. Comput. Sci. Eng. (ISCSITR-IJCSE) 3(1), 42–66 (2022). https://doi.org/10.63397/ISCSITR-IJCSE_03_01_006

[5] Uppuluri, V. (2024). Real-Time Monitoring of Patient Adherence Using AI. Frontiers in Computer Science and Artificial Intelligence, 3(1), 59–68. https://doi.org/10.32996/fcsai.2024.3.1.7

[6] Zhao, L., et al. "Synthetic Data Generation Using GANs." International Journal of Software Testing, vol. 12, no. 2, 2021.

[7] Gundaboina, A. (2024). DevSecOps in Healthcare: Building Secure and Compliant Patient Engagement Applications. Journal of Artificial Intelligence, Machine Learning & Data Science, 2(4), 3052–3059. https://doi.org/10.51219/JAIMLD/anjan-gundaboina/62

[8] Kumar, A., et al. "Optimizing Test Case Generation with Neural Networks." Computer Science Journal, 2021.

[9] Gundaboina, A. (2024). Automated patch management for endpoints: Ensuring compliance in healthcare and education sectors. International Journal of Computer Science and Information Technology Research, 5(2), 114–134. https://doi.org/10.63530/IJCSITR_2024_05_02_010

[10] Chen, Y., et al. "Application of DL in Software Engineering." IEEE Transactions on Software Engineering, 2021.

[11] Taylor, P., et al. "Challenges in DL-Based Test Case Generation." Advanced Computing Journal, 2021.

[12] Wang, S., et al. "Comparative Study of DL Models in Testing." ACM Transactions on Software Testing, 2021.

[13] Gupta, R., et al. "GANs for Generating Test Scenarios." Journal of Software Research, 2021.

[14] Kim, H., et al. "Deep Learning for Code Analysis." Springer Software Studies, 2021.

[15] Liu, Z., et al. "Innovations in Automated Testing Using DL." ScienceDirect Testing Insights, 2021.

[16] Brown, D., et al. "Role of Transformers in Software QA." Testing and Automation Review, 2021.

[17] Patel, K., et al. "Exploring Synthetic Test Cases via DL." Journal of Testing Automation, 2021.

[18] Johnson, F., et al. "Automated QA Using Neural Networks." Software Development Insights, 2021.

[19] Turner, J., et al. "Future of DL in Testing." IEEE Software, 2021.

[20] Roberts, M., et al. "Evaluation Metrics for DL-Based Testing." Automation Today, 2021.