David Carrera

Orcid: 0000-0003-4898-3424

Affiliations:
  • Polytechnic University of Catalonia, Barcelona Supercomputing Center, Barcelona, Spain


According to our database1, David Carrera authored at least 102 papers between 2003 and 2023.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

Legend:

Book 
In proceedings 
Article 
PhD thesis 
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Other 

Links

Online presence:

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Bibliography

2023
Performance characterization of video analytics workloads in heterogeneous edge infrastructures.
Concurr. Comput. Pract. Exp., 2023

2022
Burst-Aware Predictive Autoscaling for Containerized Microservices.
IEEE Trans. Serv. Comput., 2022

Autonomous Lifecycle Management for Resource-Efficient Workload Orchestration for Green Edge Computing.
IEEE Trans. Green Commun. Netw., 2022

Workload-Aware Placement Strategies to Leverage Disaggregated Resources in the Datacenter.
IEEE Syst. J., 2022

Automatic Distributed Deep Learning Using Resource-Constrained Edge Devices.
IEEE Internet Things J., 2022

Towards automatic model specialization for edge video analytics.
Future Gener. Comput. Syst., 2022

Standardization Initiatives and Market Approaches in Edge Federation.
Proceedings of the IEEE Conference on Standards for Communications and Networking, 2022

2021
Guest Editorial: Special Issue on Data Analytics and Machine Learning for Network and Service Management - Part II.
IEEE Trans. Netw. Serv. Manag., 2021

DRMaestro: orchestrating disaggregated resources on virtualized data-centers.
J. Cloud Comput., 2021

Large-Scale Video Analytics through Object-Level Consolidation.
CoRR, 2021

Towards Unsupervised Fine-Tuning for Edge Video Analytics.
CoRR, 2021

Large-Scale Video Analytics Through Object-Level Consolidation.
Proceedings of the Science and Technologies for Smart Cities, 2021

Performance Evaluation of Data-Centric Workloads in Serverless Environments.
Proceedings of the 14th IEEE International Conference on Cloud Computing, 2021

2020
Guest Editorial: Special Section on Data Analytics and Machine Learning for Network and Service Management-Part I.
IEEE Trans. Netw. Serv. Manag., 2020

Sequence-to-sequence models for workload interference prediction on batch processing datacenters.
Future Gener. Comput. Syst., 2020

A highly parameterizable framework for Conditional Restricted Boltzmann Machine based workloads accelerated with FPGAs and OpenCL.
Future Gener. Comput. Syst., 2020

Adaptive sliding windows for improved estimation of data center resource utilization.
Future Gener. Comput. Syst., 2020

Improving maritime traffic emission estimations on missing data with CRBMs.
Eng. Appl. Artif. Intell., 2020

Sequence-to-sequence models for workload interference.
CoRR, 2020

2019
Constant-Time Sliding Window Framework with Reduced Memory Footprint and Efficient Bulk Evictions.
IEEE Trans. Parallel Distributed Syst., 2019

Guest Editorial: Special Issue on Novel Techniques in Big Data Analytics for Management.
IEEE Trans. Netw. Serv. Manag., 2019

Adaptive Prediction Models for Data Center Resources Utilization Estimation.
IEEE Trans. Netw. Serv. Manag., 2019

Real-Time Data Center's Telemetry Reduction and Reconstruction Using Markov Chain Models.
IEEE Syst. J., 2019

Considerations in using OpenCL on GPUs and FPGAs for throughput-oriented genomics workloads.
Future Gener. Comput. Syst., 2019

Benchmarking Elastic Cloud Big Data Services Under SLA Constraints.
Proceedings of the Performance Evaluation and Benchmarking for the Era of Cloud(s), 2019

Constant- Time Approximate Sliding Window Framework with Error Control.
Proceedings of the IEEE 22nd International Symposium on Real-Time Distributed Computing, 2019

2018
Automatic Generation of Workload Profiles Using Unsupervised Learning Pipelines.
IEEE Trans. Netw. Serv. Manag., 2018

A resilient and distributed near real-time traffic forecasting application for Fog computing environments.
Future Gener. Comput. Syst., 2018

City of Barcelona's deployment of fog computing for improved citizen and city services.
Proceedings of the Fifth International Conference on Software Defined Systems, 2018

Keynote speech 2: City of Barcelona's deployment of fog computing for improved citizen and city services.
Proceedings of the Third International Conference on Fog and Mobile Edge Computing, 2018

Early Termination of Failed HPC Jobs Through Machine and Deep Learning.
Proceedings of the Euro-Par 2018: Parallel Processing, 2018

Multi-tenant Pub/Sub Processing for Real-Time Data Streams.
Proceedings of the Euro-Par 2018: Parallel Processing Workshops, 2018

Disaggregating Non-Volatile Memory for Throughput-Oriented Genomics Workloads.
Proceedings of the Euro-Par 2018: Parallel Processing Workshops, 2018

Next Stop "NoOps": Enabling Cross-System Diagnostics Through Graph-Based Composition of Logs and Metrics.
Proceedings of the IEEE International Conference on Cluster Computing, 2018

Performance Characterization of Spark Workloads on Shared NUMA Systems.
Proceedings of the Fourth IEEE International Conference on Big Data Computing Service and Applications, 2018

2017
ALOJA: A Framework for Benchmarking and Predictive Analytics in Hadoop Deployments.
IEEE Trans. Emerg. Top. Comput., 2017

A New Era for Cities with Fog Computing.
IEEE Internet Comput., 2017

The Unavoidable Convergence of NFV, 5G, and Fog: A Model-Driven Approach to Bridge Cloud and Edge.
IEEE Commun. Mag., 2017

Characterizing BigBench Queries, Hive, and Spark in Multi-cloud Environments.
Proceedings of the Performance Evaluation and Benchmarking for the Analytics Era, 2017

Topology-aware GPU scheduling for learning workloads in cloud environments.
Proceedings of the International Conference for High Performance Computing, 2017

Accelerating K-mer Frequency Counting with GPU and Non-Volatile Memory.
Proceedings of the 19th IEEE International Conference on High Performance Computing and Communications; 15th IEEE International Conference on Smart City; 3rd IEEE International Conference on Data Science and Systems, 2017

Toward a converged OpenFog and ETSI MANO architecture.
Proceedings of the IEEE Fog World Congress, 2017

2016
Unsupervised Learning of Dynamic Resource Provisioning Policies for Cloud-Hosted Multitier Web Applications.
IEEE Syst. J., 2016

The state of SQL-on-Hadoop in the cloud.
Proceedings of the 2016 IEEE International Conference on Big Data (IEEE BigData 2016), 2016

2015
Welcome message for the Special issue on: IoT-as-a- Service from the Editors-in-Chief.
EAI Endorsed Trans. Cloud Syst., 2015

ALOJA: A Framework for Benchmarking and Predictive Analytics in Big Data Deployments.
CoRR, 2015

ALOJA: A Benchmarking and Predictive Platform for Big Data Performance Analysis.
Proceedings of the Big Data Benchmarking, 2015

Performance Evaluation of Microservices Architectures Using Containers.
Proceedings of the 14th IEEE International Symposium on Network Computing and Applications, 2015

ALOJA-ML: A Framework for Automating Characterization and Knowledge Discovery in Hadoop Deployments.
Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2015

Performance Characterization of the Servioticy API: An IoT-as-a-Service Data Management Platform.
Proceedings of the First IEEE International Conference on Big Data Computing Service and Applications, 2015

Spark deployment and performance evaluation on the MareNostrum supercomputer.
Proceedings of the 2015 IEEE International Conference on Big Data (IEEE BigData 2015), Santa Clara, CA, USA, October 29, 2015

From performance profiling to predictive analytics while evaluating hadoop cost-efficiency in ALOJA.
Proceedings of the 2015 IEEE International Conference on Big Data (IEEE BigData 2015), Santa Clara, CA, USA, October 29, 2015

servIoTicy and iServe: A Scalable Platform for Mining the IoT.
Proceedings of the 6th International Conference on Ambient Systems, 2015

2014
A methodology for the evaluation of high response time on E-commerce users and sales.
Inf. Syst. Frontiers, 2014

The COMPOSE API for the internet of things.
Proceedings of the 23rd International World Wide Web Conference, 2014

Low Cost Quality Aware Multi-tier Application Hosting on the Amazon Cloud.
Proceedings of the 2014 International Conference on Future Internet of Things and Cloud, 2014

Profit-aware cloud resource provisioner for ecommerce.
Proceedings of the 2014 IEEE International Conference on Cluster Computing, 2014

Adaptive MapReduce Scheduling in Shared Environments.
Proceedings of the 14th IEEE/ACM International Symposium on Cluster, 2014

ALOJA: A systematic study of Hadoop deployment variables to enable automated characterization of cost-effectiveness.
Proceedings of the 2014 IEEE International Conference on Big Data (IEEE BigData 2014), 2014

2013
Deadline-Based MapReduce Workload Management.
IEEE Trans. Netw. Serv. Manag., 2013

Cross-stratum orchestration and flexgrid optical networks for data center federations.
IEEE Netw., 2013

Enabling Distributed Key-Value Stores with Low Latency-Impact Snapshot Support.
Proceedings of the 2013 IEEE 12th International Symposium on Network Computing and Applications, 2013

On the Use of Social Trajectory-Based Clustering Methods for Public Transport Optimization.
Proceedings of the Citizen in Sensor Networks - Second International Workshop, 2013

Business Process Mining from E-Commerce Web Logs.
Proceedings of the Business Process Management - 11th International Conference, 2013

COMPOSE - A Journey from the Internet of Things to the Internet of Services.
Proceedings of the 27th International Conference on Advanced Information Networking and Applications Workshops, 2013

2012
Autonomic Placement of Mixed Batch and Transactional Workloads.
IEEE Trans. Parallel Distributed Syst., 2012

Energy accounting for shared virtualized environments under DVFS using PMC-based power models.
Future Gener. Comput. Syst., 2012

2011
Adaptive resource provisioning for read intensive multi-tier applications in the cloud.
Future Gener. Comput. Syst., 2011

Non-intrusive Estimation of QoS Degradation Impact on E-Commerce User Satisfaction.
Proceedings of The Tenth IEEE International Symposium on Networking Computing and Applications, 2011

Resource-Aware Adaptive Scheduling for MapReduce Clusters.
Proceedings of the Middleware 2011, 2011

Black-box approach to capacity identification for multi-tier applications hosted on virtualized platforms.
Proceedings of the 2011 International Conference on Cloud and Service Computing, 2011

2010
Performance-driven task co-scheduling for MapReduce environments.
Proceedings of the IEEE/IFIP Network Operations and Management Symposium, 2010

Characterization of workload and resource consumption for an online travel and booking site.
Proceedings of the 2010 IEEE International Symposium on Workload Characterization, 2010

Performance Management of Accelerated MapReduce Workloads in Heterogeneous Clusters.
Proceedings of the 39th International Conference on Parallel Processing, 2010

Accurate energy accounting for shared virtualized environments using PMC-based power modeling techniques.
Proceedings of the 2010 11th IEEE/ACM International Conference on Grid Computing, 2010

SLA-Driven Automatic Bottleneck Detection and Resolution for Read Intensive Multi-tier Applications Hosted on a Cloud.
Proceedings of the Advances in Grid and Pervasive Computing, 5th International Conference, 2010

SLA-Driven Dynamic Resource Management for Multi-tier Web Applications in a Cloud.
Proceedings of the 10th IEEE/ACM International Conference on Cluster, 2010

2009
Batch Job Profiling and Adaptive Profile Enforcement for Virtualized Environments.
Proceedings of the 17th Euromicro International Conference on Parallel, 2009

Speeding Up Distributed MapReduce Applications Using Hardware Accelerators.
Proceedings of the ICPP 2009, 2009

CellMT: A cooperative multithreading library for the Cell/B.E.
Proceedings of the 16th International Conference on High Performance Computing, 2009

SLA-Driven Adaptive Resource Management for Web Applications on a Heterogeneous Compute Cloud.
Proceedings of the Cloud Computing, First International Conference, CloudCom 2009, Beijing, 2009

2008
Adaptive execution environments for application servers.
PhD thesis, 2008

A hybrid connector for efficient web servers.
Int. J. High Perform. Comput. Netw., 2008

Dynamic CPU provisioning for self-managed secure web applications in SMP hosting platforms.
Comput. Networks, 2008

Utility-based placement of dynamic Web applications with fairness goals.
Proceedings of the IEEE/IFIP Network Operations and Management Symposium: Pervasive Management for Ubioquitous Networks and Services, 2008

Enabling Resource Sharing between Transactional and Batch Workloads Using Dynamic Application Placement.
Proceedings of the Middleware 2008, 2008

Reducing wasted resources to help achieve green data centers.
Proceedings of the 22nd IEEE International Symposium on Parallel and Distributed Processing, 2008

Tailoring Resources: The Energy Efficient Consolidation Strategy Goes Beyond Virtualization.
Proceedings of the 2008 International Conference on Autonomic Computing, 2008

Managing SLAs of heterogeneous workloads using dynamic application placement.
Proceedings of the 17th International Symposium on High-Performance Distributed Computing (HPDC-17 2008), 2008

2007
Designing an overload control strategy for secure e-commerce applications.
Comput. Networks, 2007

Monitoring and Analysis Framework for Grid Middleware.
Proceedings of the 15th Euromicro International Conference on Parallel, 2007

Server virtualization in autonomic management of heterogeneous workloads.
Proceedings of the Integrated Network Management, 2007

2006
Experiences with Simulations - A Light and Fast Model for Secure Web Applications.
Proceedings of the 12th International Conference on Parallel and Distributed Systems, 2006

Monitoring and analysing a Grid Middleware Node.
Proceedings of the 7th IEEE/ACM International Conference on Grid Computing (GRID 2006), 2006

2005
Tuning Dynamic Web Applications using Fine-Grain Analysis.
Proceedings of the 13th Euromicro Workshop on Parallel, 2005

WAS Control Center: An Autonomic Performance-Triggered Tracing Environment for WebSphere.
Proceedings of the 13th Euromicro Workshop on Parallel, 2005

Characterizing Secure Dynamic Web Applications Scalability.
Proceedings of the 19th International Parallel and Distributed Processing Symposium (IPDPS 2005), 2005

Session-Based Adaptive Overload Control for Secure Dynamic Web Applications.
Proceedings of the 34th International Conference on Parallel Processing (ICPP 2005), 2005

A Hybrid Web Server Architecture for e-Commerce Applications.
Proceedings of the 11th International Conference on Parallel and Distributed Systems, 2005

A Hybrid Web Server Architecture for Secure e-Business Web Applications.
Proceedings of the High Performance Computing and Communications, 2005

2004
Evaluating the Scalability of Java Event-Driven Web Servers.
Proceedings of the 33rd International Conference on Parallel Processing (ICPP 2004), 2004

2003
Complete instrumentation requirements for performance analysis of Web based technologies.
Proceedings of the 2003 IEEE International Symposium on Performance Analysis of Systems and Software, 2003


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