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2022

Multiple Strategies Differential Privacy on Sparse Tensor Factorization for Network Traffic Analysis in 5GJin Wang 0001, Hui Han, Hao Li 0025, Shiming He, Pradip Kumar Sharma, Lydia Y. Chen. tii, 18(3):1939-1948, 2022. [doi]

EdgeTuner: Fast Scheduling Algorithm Tuning for Dynamic Edge-Cloud Workloads and ResourcesRui Han 0001, Shilin Wen, Chi Harold Liu, Ye Yuan 0001, Guoren Wang, Lydia Y. Chen. infocom 2022: 880-889 [doi]

Memory-aware and context-aware multi-DNN inference on the edgeBart Cox, Robert Birke, Lydia Y. Chen. percom, 83:101594, 2022. [doi]

Aergia: leveraging heterogeneity in federated learning systemsBart Cox, Lydia Y. Chen, Jérémie Decouchant. middleware 2022: 107-120 [doi]

LABNET: A Collaborative Method for DNN Training and Label AggregationAmirmasoud Ghiassi, Robert Birke, Lydia Y. Chen. icaart 2022: 56-66 [doi]

EdgeTune: Inference-Aware Multi-Parameter TuningIsabelly Rocha, Pascal Felber, Valerio Schiavoni, Lydia Y. Chen. middleware 2022: 1-14 [doi]

Performance Modeling for Short-Term Cache AllocationChristopher Stewart, Nathaniel Morris, Lydia Y. Chen, Robert Birke. icpp 2022: [doi]

Targeted Influence with Community and Gender-Aware SeedingMaciej Styczen, Bing-Jyue Chen, Ya-Wen Teng, Yvonne Anne Pignolet, Lydia Y. Chen, De-Nian Yang. CIKM 2022: 4515-4519 [doi]

Federated Learning for Tabular Data: Exploring Potential Risk to PrivacyHan Wu, Zilong Zhao 0001, Lydia Y. Chen, Aad van Moorsel. issre 2022: 193-204 [doi]

AGIC: Approximate Gradient Inversion Attack on Federated LearningJin Xu, Chi Hong, Jiyue Huang, Lydia Y. Chen, Jérémie Decouchant. srds 2022: 12-22 [doi]

Lightweight and Accurate DNN-Based Anomaly Detection at EdgeQinglong Zhang, Rui Han 0001, Gaofeng Xin, Chi Harold Liu, Guoren Wang, Lydia Y. Chen. tpds, 33(11):2927-2942, 2022. [doi]

Federated Learning With Heterogeneity-Aware Probabilistic Synchronous Parallel on EdgeJianxin R. Zhao, Rui Han 0001, Yongkai Yang, Benjamin Catterall, Chi Harold Liu, Lydia Y. Chen, Richard Mortier, Jon Crowcroft, Liang Wang 0009. tsc, 15(2):614-626, 2022. [doi]

Permutation-Invariant Tabular Data SynthesisYujin Zhu, Zilong Zhao 0001, Robert Birke, Lydia Y. Chen. bigdataconf 2022: 5855-5864 [doi]

2021

CTAB-GAN: Effective Table Data SynthesizingZilong Zhao 0001, Aditya Kunar, Robert Birke, Lydia Y. Chen. acml 2021: 97-112 [doi]

LegoDNN: block-grained scaling of deep neural networks for mobile visionRui Han 0001, Qinglong Zhang, Chi Harold Liu, Guoren Wang, Jian Tang 0008, Lydia Y. Chen. mobicom 2021: 406-419 [doi]

SlimML: Removing Non-Critical Input Data in Large-Scale Iterative Machine LearningRui Han 0001, Chi Harold Liu, Shilin Li, Lydia Y. Chen, Guoren Wang, Jian Tang 0008, Jieping Ye. tkde, 33(5):2223-2236, 2021. [doi]

Accelerating Gossip-Based Deep Learning in Heterogeneous Edge Computing PlatformsRui Han 0001, Shilin Li, Xiangwei Wang, Chi Harold Liu, Gaofeng Xin, Lydia Y. Chen. tpds, 32(7):1591-1602, 2021. [doi]

Accurate Differentially Private Deep Learning on the EdgeRui Han 0001, Dong Li, Junyan Ouyang, Chi Harold Liu, Guoren Wang, Dapeng Wu 0001, Lydia Y. Chen. tpds, 32(9):2231-2247, 2021. [doi]

Enhancing Robustness of On-Line Learning Models on Highly Noisy DataZilong Zhao 0001, Robert Birke, Rui Han 0001, Bogdan Robu, Sara Bouchenak, Sonia Ben Mokhtar, Lydia Y. Chen. tdsc, 18(5):2177-2192, 2021. [doi]

SGD$\_$_Tucker: A Novel Stochastic Optimization Strategy for Parallel Sparse Tucker DecompositionHao Li 0025, Zixuan Li, Kenli Li 0001, Jan S. Rellermeyer, Lydia Y. Chen, Keqin Li 0001. tpds, 32(7):1828-1841, 2021. [doi]

sPARE: Partial Replication for Multi-Tier Applications in the CloudRobert Birke, Juan F. Pérez, Zhan Qiu, Mathias Börkqvist, Lydia Y. Chen. tsc, 14(2):574-588, 2021. [doi]

Automatic Privacy and Utility Preservation for Mobility Data: A Nonlinear Model-Based ApproachSophie Cerf, Sara Bouchenak, Bogdan Robu, Nicolas Marchand, Vincent Primault, Sonia Ben Mokhtar, Antoine Boutet, Lydia Y. Chen. tdsc, 18(1):269-282, 2021. [doi]

Practical Analysis of Replication-Based SystemsFlorin Ciucu, Felix Poloczek, Lydia Y. Chen, Martin Chan. infocom 2021: 1-10 [doi]

Artifact: Masa: Responsive Multi-DNN Inference on the EdgeBart Cox, Jeroen Galjaard, Amirmasoud Ghiassi, Robert Birke, Lydia Y. Chen. percom 2021: 446-447 [doi]

Masa: Responsive Multi-DNN Inference on the EdgeBart Cox, Jeroen Galjaard, Amirmasoud Ghiassi, Robert Birke, Lydia Y. Chen. percom 2021: 1-10 [doi]

MemA: Fast Inference of Multiple Deep ModelsJeroen Galjaard, Bart Cox, Amirmasoud Ghiassi, Lydia Y. Chen, Robert Birke. percom 2021: 281-286 [doi]

TrustNet: Learning from Trusted Data Against (A)symmetric Label NoiseAmirmasoud Ghiassi, Robert Birke, Lydia Y. Chen. bdc 2021: 52-62 [doi]

LABELNET: Recovering Noisy LabelsAmirmasoud Ghiassi, Robert Birke, Rui Han 0001, Lydia Y. Chen. ijcnn 2021: 1-8 [doi]

Online Label Aggregation: A Variational Bayesian ApproachChi Hong, Amirmasoud Ghiassi, Yichi Zhou, Robert Birke, Lydia Y. Chen. WWW 2021: 1904-1915 [doi]

QActor: Active Learning on Noisy LabelsTaraneh Younesian, Zilong Zhao 0001, Amirmasoud Ghiassi, Robert Birke, Lydia Y. Chen. acml 2021: 548-563 [doi]

Guest Editorial: Special Issue on Data Analytics and Machine Learning for Network and Service Management - Part IINur Zincir-Heywood, Giuliano Casale, David Carrera 0001, Lydia Y. Chen, Amogh Dhamdhere, Takeru Inoue, Hanan Lutfiyya, Taghrid Samak. tnsm, 18(1):775-779, 2021. [doi]

2020

An Exploratory Analysis on Users' Contributions in Federated LearningJiyue Huang, Rania Talbi, Zilong Zhao, Sara Bouchenak, Lydia Y. Chen, Stefanie Roos. tpsisa 2020: 20-29 [doi]

Holistic Technologies for Managing Internet of Things ServicesRajiv Ranjan, Ching-Hsien Hsu, Lydia Y. Chen, Dimitrios Georgakopoulos. tsc, 13(4):597-601, 2020. [doi]

A note on advances in scheduling algorithms for Cyber-Physical-Social workflowsRajiv Ranjan, Lydia Y. Chen, Prem Prakash Jayaraman, Albert Y. Zomaya. fgcs, 108:1027-1029, 2020. [doi]

PipeTune: Pipeline Parallelism of Hyper and System Parameters Tuning for Deep Learning ClustersIsabelly Rocha, Nathaniel Morris, Lydia Y. Chen, Pascal Felber, Robert Birke, Valerio Schiavoni. middleware 2020: 89-104 [doi]

Making Neighbors Quiet: An Approach to Detect Virtual Resource ContentionJoel Vallone, Robert Birke, Lydia Y. Chen. tsc, 13(5):843-856, 2020. [doi]

End-to-End Learning from Noisy Crowd to Supervised Machine Learning ModelsTaraneh Younesian, Chi Hong, Amirmasoud Ghiassi, Robert Birke, Lydia Y. Chen. cogmi 2020: 17-26 [doi]

Guest Editorial: Special Section on Data Analytics and Machine Learning for Network and Service Management-Part IA. Nur Zincir-Heywood, Giuliano Casale, David Carrera 0001, Lydia Y. Chen, Amogh Dhamdhere, Takeru Inoue, Hanan Lutfiyya, Taghrid Samak. tnsm, 17(4):1971-1974, 2020. [doi]

2019

Workload-Adaptive Configuration Tuning for Hierarchical Cloud SchedulersRui Han 0001, Chi Harold Liu, Zan Zong, Lydia Y. Chen, Wending Liu, Siyi Wang, Jianfeng Zhan. tpds, 30(12):2879-2895, 2019. [doi]

Chisel: Reshaping Queries to Trim Latency in Key-Value StoresRobert Birke, Juan F. Pérez, Sonia Ben Mokhtar, Navaneeth Rameshan, Lydia Y. Chen. icac 2019: 42-51 [doi]

Differential Approximation and Sprinting for Multi-Priority Big Data EnginesRobert Birke, Isabelly Rocha, Juan F. Pérez, Valerio Schiavoni, Pascal Felber, Lydia Y. Chen. middleware 2019: 202-214 [doi]

Opportunities and Challenges for Resource Management and Machine Learning ClustersLydia Y. Chen. ucc 2019: 165-166 [doi]

Robust (Deep) Learning Framework Against Dirty Labels and BeyondAmirmasoud Ghiassi, Taraneh Younesian, Zilong Zhao, Robert Birke, Valerio Schiavoni, Lydia Y. Chen. tpsisa 2019: 236-244 [doi]

Automating Deep Neural Network Model Selection for Edge InferenceBingqian Lu, Jianyi Yang, Lydia Y. Chen, Shaolei Ren. cogmi 2019: 184-193 [doi]

Robust Anomaly Detection on Unreliable DataZilong Zhao, Sophie Cerf, Robert Birke, Bogdan Robu, Sara Bouchenak, Sonia Ben Mokhtar, Lydia Y. Chen. dsn 2019: 630-637 [doi]

2018

AdaptiveConfig: Run-Time Configuration of Cluster Schedulers for Cloud Short-Running JobsRui Han 0001, Zan Zong, Lydia Y. Chen, Siyi Wang, Jianfeng Zhan. icdcs 2018: 1519-1526 [doi]

Optimizing for Tail Sojourn Times of Cloud ClustersMathias Björkqvist, Natarajan Gautam, Robert Birke, Lydia Y. Chen, Walter Binder. tcc, 6(1):156-167, 2018. [doi]

Héron: Taming Tail Latencies in Key-Value Stores Under Heterogeneous WorkloadsVikas Jaiman, Sonia Ben Mokhtar, Vivien Quéma, Lydia Y. Chen, Etienne Riviere. srds 2018: 191-200 [doi]

SmallTail: Scaling Cores and Probabilistic Cloning Requests for Web SystemsEwnetu Bayuh Lakew, Robert Birke, Juan F. Pérez, Erik Elmroth, Lydia Y. Chen. icac 2018: 31-40 [doi]

Holistic Workload Scaling: A New Approach to Compute Acceleration in the CloudJuan Fernando Pérez, Lydia Y. Chen, Massimo Villari, Rajiv Ranjan. cloudcomp, 5(1):20-30, 2018. [doi]

Towards Dynamic End-to-End Privacy Preserving Data ClassificationRania Talbi, Sara Bouchenak, Lydia Y. Chen. dsn 2018: 73-74 [doi]

Effective Capacity Modulation as an Explicit Control Knob for Public Cloud ProfitabilityCheng Wang, Bhuvan Urgaonkar, George Kesidis, Aayush Gupta, Lydia Y. Chen, Robert Birke. taas, 13(1), 2018. [doi]

A multi-layered performance analysis for cloud-based topic detection and tracking in Big Data applicationsMeisong Wang, Prem Prakash Jayaraman, Ellis Solaiman, Lydia Y. Chen, Zheng Li, Jun Song 0003, Dimitrios Georgakopoulos, Rajiv Ranjan. fgcs, 87:580-590, 2018. [doi]

Spatial-Temporal Prediction Models for Active Ticket Managing in Data CentersJi Xue, Robert Birke, Lydia Y. Chen, Evgenia Smirni. tnsm, 15(1):39-52, 2018. [doi]

2017

Meeting Latency Target in Transient Burst: A Case on Spark StreamingRobert Birke, Mathias Björkqvist, Evangelia Kalyvianaki, Lydia Y. Chen. ic2e 2017: 149-158 [doi]

Self-aware Computing Systems: Open Challenges and Future Research DirectionsRobert Birke, Javier Cámara, Lydia Y. Chen, Lukas Esterle, Kurt Geihs, Erol Gelenbe, Holger Giese, Anders Robertsson, Xiaoyun Zhu. In Samuel Kounev, Jeffrey O. Kephart, Aleksandar Milenkoski, Xiaoyun Zhu, editors, Self-Aware Computing Systems. pages 709-722, Springer International Publishing, 2017. [doi]

Power of redundancy: Designing partial replication for multi-tier applicationsRobert Birke, Juan F. Pérez, Zhan Qiu, Mathias Björkqvist, Lydia Y. Chen. infocom 2017: 1-9 [doi]

Priority Scheduling for Heterogeneous Workloads: Tradeoff Between Evictions and Response TimeDerya Cavdar, Lydia Y. Chen, Fatih Alagöz. sj, 11(2):684-695, 2017. [doi]

PULP: Achieving Privacy and Utility Trade-Off in User Mobility DataSophie Cerf, Vincent Primault, Antoine Boutet, Sonia Ben Mokhtar, Robert Birke, Sara Bouchenak, Lydia Y. Chen, Nicolas Marchand, Bogdan Robu. srds 2017: 164-173 [doi]

State of Practice of Non-self-aware Virtual Machine Management in Cloud Data CentersLydia Y. Chen, Robert Birke, Evgenia Smirni. In Samuel Kounev, Jeffrey O. Kephart, Aleksandar Milenkoski, Xiaoyun Zhu, editors, Self-Aware Computing Systems. pages 555-574, Springer International Publishing, 2017. [doi]

Bringing 5G into Rural and Low-Income Areas: Is It Feasible?Luca Chiaraviglio, Nicola Blefari-Melazzi, William Liu, Jairo A. Gutiérrez, Jaap van de Beek, Robert Birke, Lydia Y. Chen, Filip Idzikowski, Daniel C. Kilper, Paolo Monti, Antoine Bagula, Jinsong Wu. csm, 1(3):50-57, 2017. [doi]

Work-in-Progress: Maximizing Model Accuracy in Real-time and Iterative Machine LearningRui Han, Fan Zhang, Lydia Y. Chen, Jianfeng Zhan. rtss 2017: 351-353 [doi]

Reprint of "Robust partial-load experiments with Showstopper"Andrej Podzimek, Lubomír Bulej, Lydia Y. Chen, Walter Binder, Petr Tuma. fgcs, 72:81-104, 2017. [doi]

On the latency-accuracy tradeoff in approximate MapReduce jobsJuan F. Pérez, Robert Birke, Lydia Y. Chen. infocom 2017: 1-9 [doi]

Dual Scaling VMs and Queries: Cost-Effective Latency CurtailmentJuan F. Pérez, Robert Birke, Mathias Björkqvist, Lydia Y. Chen. icdcs 2017: 988-998 [doi]

Failure Analysis and Prediction for Big-Data SystemsAndrea Rosà, Lydia Y. Chen, Walter Binder. tsc, 10(6):984-998, 2017. [doi]

AccStream: Accuracy-Aware Overload Management for Stream Processing SystemsHaiyang Sun, Robert Birke, Walter Binder, Mathias Björkqvist, Lydia Y. Chen. icac 2017: 39-48 [doi]

2016

Virtualization in the Private Cloud: State of the PracticeRobert Birke, Andrej Podzimek, Lydia Y. Chen, Evgenia Smirni. tnsm, 13(3):608-621, 2016. [doi]

Dslash: Managing Data in Overloaded Batch Streaming SystemsRobert Birke, Mathias Björkqvist, Evangelia Kalyvianaki, Lydia Y. Chen. icdcs 2016: 745-746 [doi]

Dynamic Block Sizing for Data Stream Processing SystemsRobert Birke, Evangelia Kalyvianaki, Walter Binder, Martin Schmatz, Lydia Y. Chen. ic2e 2016: 216-222 [doi]

Defeating variability in cloud applications by multi-tier workload redundancyRobert Birke, Zhan Qiu, Juan F. Pérez, Lydia Y. Chen. infocom 2016: 496-497 [doi]

5G in rural and low-income areas: Are we ready?Luca Chiaraviglio, Nicola Blefari-Melazzi, William Liu, Jairo A. Gutiérrez, Jaap van de Beek, Robert Birke, Lydia Y. Chen, Filip Idzikowski, Daniel C. Kilper, Paolo Monti, Jinsong Wu. kaleidoscope 2016: 1-8 [doi]

Discharging the Network From Its Flow Control Headaches: Packet Drops and HOL BlockingNikolaos Chrysos, Lydia Y. Chen, Christoforos Kachris, Manolis Katevenis. ton, 24(1):15-28, 2016. [doi]

Robust Server Consolidation: Coping with Peak Demand UnderestimationDiarmuid Grimes, Deepak Mehta, Barry O'Sullivan, Robert Birke, Lydia Y. Chen, Thomas Scherer, Ignacio Castiñeiras. mascots 2016: 271-276 [doi]

On Fair Attribution of Costs Under Peak-Based Pricing to Cloud TenantsNeda Nasiriani, Cheng Wang, George Kesidis, Bhuvan Urgaonkar, Lydia Y. Chen, Robert Birke. tompecs, 2(1), 2016. [doi]

Robust partial-load experiments with ShowstopperAndrej Podzimek, Lubomír Bulej, Lydia Y. Chen, Walter Binder, Petr Tuma. fgcs, 64:15-38, 2016. [doi]

Profiling Memory Vulnerability of Big-Data ApplicationsNavaneeth Rameshan, Robert Birke, L. Navarro, Vladimir Vlassov, Bhuvan Urgaonkar, George Kesidis, Martin Schmatz, Lydia Y. Chen. dsn 2016: 258-261 [doi]

Actor profiling in virtual execution environmentsAndrea Rosà, Lydia Y. Chen, Walter Binder. GPCE 2016: 36-46 [doi]

Profiling actor utilization and communication in AkkaAndrea Rosà, Lydia Y. Chen, Walter Binder. erlang 2016: 24-32 [doi]

Efficient profiling of actor-based applications in parallel and distributed systemsAndrea Rosà, Lydia Y. Chen, Walter Binder. ECOOP 2016: [doi]

An Endpoint Communication Profiling Tool for Distributed Computing FrameworksAndrea Rosà, Lydia Y. Chen, Walter Binder. icdcs 2016: 765-766 [doi]

AkkaProf: A Profiler for Akka Actors in Parallel and Distributed ApplicationsAndrea Rosà, Lydia Y. Chen, Walter Binder. aplas 2016: 139-147 [doi]

Integrated Energy Efficient Data Centre Management for Green Cloud Computing - The FP7 GENiC Project ExperienceJ. Ignacio Torrens, Deepak Mehta, Vojtech Zavrel, Diarmuid Grimes, Thomas Scherer, Robert Birke, Lydia Y. Chen, Susan Rea, Lara Lopez, Enric Pages, Dirk Pesch. closer 2016: 375-386 [doi]

Effective Capacity Modulation as an Explicit Control Knob for Public Cloud ProfitabilityCheng Wang, Bhuvan Urgaonkar, Aayush Gupta, Lydia Y. Chen, Robert Birke, George Kesidis. icac 2016: 95-104 [doi]

Managing Data Center Tickets: Prediction and Active SizingJi Xue, Robert Birke, Lydia Y. Chen, Evgenia Smirni. dsn 2016: 335-346 [doi]

PROST: Predicting Resource Usages with Spatial and Temporal DependenciesJi Xue, Evgenia Smirni, Thomas Scherer, Robert Birke, Lydia Y. Chen. wosp 2016: 125-126 [doi]

Tale of Tails: Anomaly Avoidance in Data CentersJi Xue, Robert Birke, Lydia Y. Chen, Evgenia Smirni. srds 2016: 91-100 [doi]

AutoBench: Finding Workloads That You Need Using Pluggable Hybrid AnalysesYudi Zheng, Andrea Rosà, Luca Salucci, Yao Li, Haiyang Sun, Omar Javed, Lubomír Bulej, Lydia Y. Chen, Zhengwei Qi, Walter Binder. WCRE 2016: 639-643 [doi]

2015

When Virtual Meets Physical at the Edge: A Field Study on Datacenters' Virtual TrafficRobert Birke, Mathias Björkqvist, Cyriel Minkenberg, Martin Schmatz, Lydia Y. Chen. sigmetrics 2015: 403-415 [doi]

Analyzing the Impact of CPU Pinning and Partial CPU Loads on Performance and Energy EfficiencyAndrej Podzimek, Lubomír Bulej, Lydia Y. Chen, Walter Binder, Petr Tuma. ccgrid 2015: 1-10 [doi]

Demystifying Casualties of Evictions in Big Data Priority SchedulingAndrea Rosà, Lydia Y. Chen, Robert Birke, Walter Binder. sigmetrics, 42(4):12-21, 2015. [doi]

Catching failures of failures at big-data clusters: A two-level neural network approachAndrea Rosà, Lydia Y. Chen, Walter Binder. iwqos 2015: 231-236 [doi]

Understanding Unsuccessful Executions in Big-Data SystemsAndrea Rosà, Lydia Y. Chen, Walter Binder. ccgrid 2015: 741-744 [doi]

Predicting and Mitigating Jobs Failures in Big Data ClustersAndrea Rosà, Lydia Y. Chen, Walter Binder. ccgrid 2015: 221-230 [doi]

Understanding the Dark Side of Big Data Clusters: An Analysis beyond FailuresAndrea Rosà, Lydia Y. Chen, Walter Binder. dsn 2015: 207-218 [doi]

Catching the response time tail in the cloudSebastiano Spicuglia, Mathias Björkqvist, Lydia Y. Chen, Walter Binder. im 2015: 572-577 [doi]

Optimizing capacity allocation for big data applications in cloud datacentersSebastiano Spicuglia, Lydia Y. Chen, Robert Birke, Walter Binder. im 2015: 511-517 [doi]

Contention detection by throttling: A black-box on-line approachJoel Vallone, Robert Birke, Lydia Y. Chen, Babak Falsafi. iwqos 2015: 237-242 [doi]

PRACTISE: Robust prediction of data center time seriesJi Xue, Feng Yan, Robert Birke, Lydia Y. Chen, Thomas Scherer, Evgenia Smirni. cnsm 2015: 126-134 [doi]

A simulation framework for priority scheduling on heterogeneous clustersDerya Çavdar, Robert Birke, Lydia Y. Chen, Fatih Alagöz. fgcs, 52:37-48, 2015. [doi]

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