Sotabase

Career

· Researcher, University of California, Los Angeles (UCLA) PolyArch Research Laboratory2017–

Publications (244)

TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data
Proceedings of the VLDB Endowment · 2022
773
cited
A Manifesto for Future Generation Cloud Computing: Research Directions for the Next Decade
2018
270
cited
Quality-of-service in cloud computing: modeling techniques and their applications
Journal of Internet Services and Applications · 2014
269
cited
MODAClouds: A model-driven approach for the design and execution of applications on multiple Clouds
2012 4th International Workshop on Modeling in Software Engineering (MISE) · 2012
253
cited
JMT: performance engineering tools for system modeling
PERV · 2009
232
cited
A Manifesto for Future Generation Cloud Computing
ACM Computing Surveys · 2017
172
cited
An Uncertainty-Aware Approach to Optimal Configuration of Stream Processing Systems
IEEE/ACM International Symposium on Modeling, Analysis, and Simulation On Computer and Telecommunication Systems · 2016
121
cited
Burstiness in Multi-tier Applications: Symptoms, Causes, and New Models
International Middleware Conference · 2008
115
cited
ATOM: Model-Driven Autoscaling for Microservices
IEEE International Conference on Distributed Computing Systems · 2019
110
cited
Evaluating approaches to resource demand estimation
Performance evaluation (Print) · 2015
100
cited
Markovian Workload Characterization for QoS Prediction in the Cloud
IEEE International Conference on Cloud Computing · 2011
97
cited
COSCO: Container Orchestration Using Co-Simulation and Gradient Based Optimization for Fog Computing Environments
IEEE Transactions on Parallel and Distributed Systems · 2021
95
cited
AI Augmented Edge and Fog Computing: Trends and Challenges
Journal of Network and Computer Applications · 2022
94
cited
Modelling and Simulation Challenges in Internet of Things
IEEE Cloud Computing · 2017
92
cited
Injecting realistic burstiness to a traditional client-server benchmark
International Conference on Automation and Computing · 2009
89
cited
HUNTER: AI based Holistic Resource Management for Sustainable Cloud Computing
Journal of Systems and Software · 2021
88
cited
Estimating service resource consumption from response time measurements
ValueTools · 2009
85
cited
Trace data characterization and fitting for Markov modeling
Performance evaluation (Print) · 2010
79
cited
Holistic resource management for sustainable and reliable cloud computing: An innovative solution to global challenge
Journal of Systems and Software · 2019
78
cited
KPC-Toolbox: Simple Yet Effective Trace Fitting Using Markovian Arrival Processes
2008 Fifth International Conference on Quantitative Evaluation of Systems · 2008
68
cited
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