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David Buchaca Prats
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Books and Theses
- 2021
- [b1]David Buchaca Prats:
Learning workload behaviour models from monitored time-series for resource estimation towards data center optimization. Polytechnic University of Catalonia, Spain, 2021
Journal Articles
- 2022
- [j7]Felipe Albuquerque Portella, David Buchaca Prats, José Roberto Pereira Rodrigues, Josep Lluís Berral:
TunaOil: A tuning algorithm strategy for reservoir simulation workloads. J. Comput. Sci. 63: 101811 (2022) - 2020
- [j6]Alberto Gutierrez-Torre, Josep Lluís Berral, David Buchaca Prats, Marc Guevara, Albert Soret, David Carrera:
Improving maritime traffic emission estimations on missing data with CRBMs. Eng. Appl. Artif. Intell. 94: 103793 (2020) - [j5]Zoran Jaksic, Nicola Cadenelli, David Buchaca Prats, Jordà Polo, Josep Lluis Berral, David Carrera:
A highly parameterizable framework for Conditional Restricted Boltzmann Machine based workloads accelerated with FPGAs and OpenCL. Future Gener. Comput. Syst. 104: 201-211 (2020) - [j4]David Buchaca Prats, Joan Marcual, Josep Lluis Berral, David Carrera:
Sequence-to-sequence models for workload interference prediction on batch processing datacenters. Future Gener. Comput. Syst. 110: 155-166 (2020) - [j3]David Buchaca Prats, Felipe Albuquerque Portella, Carlos H. A. Costa, Josep Lluis Berral:
You Only Run Once: Spark Auto-Tuning From a Single Run. IEEE Trans. Netw. Serv. Manag. 17(4): 2039-2051 (2020) - 2019
- [j2]Enrique Romero, Ferran Mazzanti, Jordi Delgado, David Buchaca Prats:
Weighted contrastive divergence. Neural Networks 114: 147-156 (2019) - 2018
- [j1]David Buchaca Prats, Josep Lluis Berral, David Carrera:
Automatic Generation of Workload Profiles Using Unsupervised Learning Pipelines. IEEE Trans. Netw. Serv. Manag. 15(1): 142-155 (2018)
Conference and Workshop Papers
- 2021
- [c3]Josep Lluis Berral, David Buchaca Prats, Claudia Herron, Chen Wang, Alaa Youssef:
Theta-Scan: Leveraging Behavior-Driven Forecasting for Vertical Auto-Scaling in Container Cloud. CLOUD 2021: 404-409 - 2020
- [c2]David Buchaca Prats, Josep Lluís Berral, Chen Wang, Alaa Youssef:
Proactive Container Auto-scaling for Cloud Native Machine Learning Services. CLOUD 2020: 475-479 - 2014
- [c1]David Buchaca Prats, Enrique Romero, Ferran Mazzanti, Jordi Delgado:
Stopping Criteria in Contrastive Divergence: Alternatives to the Reconstruction Error. ICLR (Workshop Poster) 2014
Informal and Other Publications
- 2022
- [i4]Felipe Albuquerque Portella, David Buchaca Prats, José Roberto Pereira Rodrigues, Josep Lluís Berral:
TunaOil: A Tuning Algorithm Strategy for Reservoir Simulation Workloads. CoRR abs/2208.02606 (2022) - 2020
- [i3]David Buchaca Prats, Joan Marcual, Josep Lluís Berral, David Carrera:
Sequence-to-sequence models for workload interference. CoRR abs/2006.14429 (2020) - [i2]Alberto Gutierrez-Torre, Josep Lluis Berral, David Buchaca Prats, Marc Guevara, Albert Soret, David Carrera:
Improving Maritime Traffic Emission Estimations on Missing Data with CRBMs. CoRR abs/2009.03001 (2020) - 2018
- [i1]Enrique Romero Merino, Ferran Mazzanti Castrillejo, Jordi Delgado Pin, David Buchaca Prats:
Weighted Contrastive Divergence. CoRR abs/1801.02567 (2018)
Coauthor Index
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