Applied Learning Methods

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2019

Benchmarking Elastic Cloud Big Data Services Under SLA Constraints

TPCTC 2019: Performance Evaluation and Benchmarking for the Era of Cloud(s)

N. Poggi, V. Cuevas, D. Carrera, J L. Berral, T. Fenech, G. Gomez, D. Brini, A. Montero, U. Farooq, J. A. Blakeley, D. Kossmann, R. Ramakrishnan, and C. Szypersky
Real-Time Data Center’s Telemetry Reduction and Reconstruction Using Markov Chain Models

IEEE Systems Journal

S-ur-R. Baig, W. Iqbal, J L. Berral, A. Erradi, and D. Carrera
Adaptive sliding windows for improved estimation of data center resource utilization

Future Generation Computer Systems

S-ur-R. Baig, W. Iqbal, J L. Berral, and D. Carrera
Detection, Counting, and Classification of Visual Ganglia Columns of Drosophila Pupae

Computación y Sistemas

E. Javier ArrVarela, U. E. Moya-Sánchez, A. Aguilar-Meléndez, O. Castillo-Reyes, E. Vazquez Santacruz, S. Salazar Colores, and U. Cortés
Constant-Time Sliding Window Framework with Reduced Memory Footprint and Efficient Bulk Evictions

IEEE Transactions on Parallel and Distributed Processes

Á. Villalba, J L. Berral, and D. Carrera

2018

A resilient and distributed near real-time traffic forecasting application for Fog computing environments

Future Generation Computer Systems

J. LuisPerez, A. Gutierrez-Torre, J L. Berral, and D. Carrera

2017

Automatic Generation of Workload Profiles using Unsupervised Learning Pipelines

IEEE Transactions on Network and Service Management

D. Buchaca, J L. Berral, and D. Carrera

2016

ALOJA: A Benchmarking and Predictive Platform for Big Data Performance Analysis

Proceedings of the Sixth Workshop on Big Data Benchmarking (6th WBDB)

N. Poggi, J L. Berral, and D. Carrera
Database Integrated Analytics using R: Initial Experiences with SQL-Server + R

Proceedings of the 2016 IEEE 16th International Conference on Data Mining Workshops

J L. Berral, and N. Poggi
The state of SQL-on-Hadoop in the Cloud

Proceedings of the IEEE International Conference on Big Data (IEEE BigData 2016)

N. Poggi, J L. Berral, T. Fenech, D. Carrera, J. Blakeley, U. Farooq Minhas, and N. Vujic

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