Amirmasoud Ghiassi, Taraneh Younesian, Zhilong Zhao, Robert Birke, Valerio Schiavoni, Lydia Y. Chen (2019), Robust (Deep) learning framework against dirty labels and beyond, In Proceedings - 1st IEEE International Conference on Trust, Privacy and Security in Intelligent Systems and Applications, TPS-ISA 2019 p.236-244, IEEE.

Zilong Zhao, Sophie Cerf, Robert Birke, Bogdan Robu, Sara Bouchenak, Sonia Ben Mokhtar, Lydia Y. Chen (2019), Robust Anomaly Detection on Unreliable Data, In Proceedings - 49th Annual IEEE/IFIP International Conference on Dependable Systems and Networks, DSN 2019 p.630-637, IEEE.

Rui Han, Chi Harold Liu, Shilin Li, Lydia Chen, Guoren Wang, Jian Tang, Jieping Ye (2019), SlimML: Removing Non- critical Input Data in Large-scale Iterative Machine Learning, In IEEE Transactions on Knowledge and Data Engineering Volume 33 p.2223-2236.

Rui Han, Chi Harold Liu, Zan Zong, Lydia Y. Chen, Wending Liu, Siyi Wang, Jianfeng Zhan (2019), Workload-Adaptive Configuration Tuning for Hierarchical Cloud Schedulers, In IEEE Transactions on Parallel and Distributed Systems Volume 30 p.2879-2895.

Meisong Wang, Prem Prakash Jayaraman, Ellis Solaiman, Lydia Y. Chen, Zheng Li, Song Jun, Dimitrios Georgakopoulos, Rajiv Ranjan (2018), A multi-layered performance analysis for cloud-based topic detection and tracking in Big Data applications, In Future Generation Computer Systems Volume 87 p.580-590.

Rui Han, Zan Zong, Lydia Y. Chen, Siyi Wang, Jianfeng Zhan (2018), AdaptiveConfig: Run-Time Configuration of Cluster Schedulers for Cloud Short-Running Jobs, In 38th IEEE International Conference on Distributed Computing Systems, ICDCS 2018, Vienna, Austria, July 2-6, 2018 p.1519-1526.

Cheng Wang, Bhuvan Urgaonkar, George Kesidis, Aayush Gupta, Lydia Y. Chen, Robert Birke (2018), Effective Capacity Modulation as an Explicit Control Knob for Public Cloud Profitability, In ACM Transactions on Autonomous and Adaptive Systems Volume 13 p.2:1-2:25.

Juan F. Pérez, Lydia Y. Chen, Massimo Villari, Rajiv Ranjan (2018), Holistic Workload Scaling: A New Approach to Compute Acceleration in the Cloud, In IEEE Cloud Computing Volume 5 p.20-30.

Nathaniel Morris, Christopher Stewart, Lydia Y. Chen, Robert Birke, Jaimie Kelley (2018), Model-driven computational sprinting, In Proceedings of the Thirteenth EuroSys Conference, EuroSys 2018, Porto, Portugal, April 23-26, 2018 p.38:1-38:13.

Mathias Bjorkqvist, Natarajan Gautam, Robert Birke, Lydia Y. Chen, Walter Binder (2018), Optimizing for Tail Sojourn Times of Cloud Clusters, In IEEE Transactions on Cloud Computing Volume 6 p.156-167.