Journals
- I. John, C. Kamanchi and S. Bhatnagar,
Generalized Speedy Q-Learning
In IEEE Control Systems Letters, vol. 4, no. 3, pp. 524-529, July 2020. Online pdf
- S. D. Madhukumar, K. S. Anju, J. Asha Mary, J. Indu , N. Subha, A. T. Reshma.
Virtual Machine Placement based on VM-PM Compatibility.
In The Mediterranean Journal of Computers and Networks Vol. 8 No. 2, pp. 35-41, April 2012. PDF
Conferences/Workshops
- Indu John and Shalabh Bhatnagar
Deep Reinforcement Learning with Successive Over-Relaxation and its Application in Autoscaling Cloud Resources.
To Appear In Proceedings of 2020 International Joint Conference on Neural Networks (IJCNN), Glasgow, UK, 2020.
- I.John, R.Karumanchi and S.Bhatnagar
Predictive and prescriptive analytics for performance optimization: framework and a case study on a large-scale enterprise system
IEEE International Conference on Machine Learning and Applications (ICMLA), Boca Raton, Florida, Dec 16-19, 2019.
- Indu John and Shalabh Bhatnagar
Efficient Budget Allocation and Task Assignment in Crowdsourcing
(Received Special Mention award in Young Researchers Symposium)
Proceedings of the ACM India Joint International Conference on Data Science and Management of Data. ACM, 2019.
Online pdf Oral presentation [00:09:40 to 00:18:54] Poster
- Indu John, Aiswarya Sreekantan and Shalabh Bhatnagar
Auto-scaling Resources for Cloud Applications using Reinforcement learning.
2019 Grace Hopper Celebration India (GHCI), Bangalore, India, 2019, pp. 1-5
- Indu John, Aiswarya Sreekantan and Shalabh Bhatnagar
Efficient Adaptive Resource Provisioning for Cloud Applications using Reinforcement Learning
In 2019 IEEE 4th International Workshops on Foundations and Applications of Self* Systems (FAS* W)