Fábio Porto

Orcid: 0000-0002-4597-4832

Affiliations:
  • National Laboratory of Scientific Computing (LNCC), DEXL Lab, Petrópolis, RJ, Brazil
  • EPFL Lausanne, School of Computer and Communication Sciences, Switzerland


According to our database1, Fábio Porto authored at least 132 papers between 1998 and 2024.

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Bibliography

2024
HIHISIV: a database of gene expression in HIV and SIV host immune response.
BMC Bioinform., December, 2024

A Data-Driven Model Selection Approach to Spatio-Temporal Prediction.
Trans. Large Scale Data Knowl. Centered Syst., 2024


REMD: A Novel Hybrid Anomaly Detection Method Based on EMD and ARIMA.
Proceedings of the International Joint Conference on Neural Networks, 2024

Online Event Detection in Streaming Time Series: Novel Metrics and Practical Insights.
Proceedings of the International Joint Conference on Neural Networks, 2024

Subset Models for Multivariate Time Series Forecast.
Proceedings of the 40th International Conference on Data Engineering, ICDE 2024, 2024

Discovering Denial Constraints in Dynamic Datasets.
Proceedings of the 40th IEEE International Conference on Data Engineering, 2024

2023
TSPredIT: Integrated Tuning of Data Preprocessing and Time Series Prediction Models.
Trans. Large Scale Data Knowl. Centered Syst., 2023

Life Science Workflow Services (LifeSWS): Motivations and Architecture.
Trans. Large Scale Data Knowl. Centered Syst., 2023

SoftED: Metrics for Soft Evaluation of Time Series Event Detection.
CoRR, 2023

Data Science Platform Applied to Health in Contribution to the Brazilian Unified Health System.
Proceedings of the Joint Proceedings of Workshops at the 49th International Conference on Very Large Data Bases (VLDB 2023), Vancouver, Canada, August 28, 2023

Subset Modelling: A Domain Partitioning Strategy for Data-efficient Machine-Learning.
Proceedings of the 38th Brazilian Symposium on Databases, 2023

2022
Machine Learning Approaches to Extreme Weather Events Forecast in Urban Areas: Challenges and Initial Results.
Supercomput. Front. Innov., 2022

Fast Algorithms for Denial Constraint Discovery.
Proc. VLDB Endow., 2022

TSPred: A framework for nonstationary time series prediction.
Neurocomputing, 2022

Towards Robust Cluster-Based Hyperparameter Optimization.
Proceedings of the 37th Brazilian Symposium on Databases, 2022

Otimização de Dataflows em Frameworks de Big Data por meio do Reúso de Dados.
Proceedings of the 37th Brazilian Symposium on Databases, 2022

Forward and Backward Inertial Anomaly Detector: A Novel Time Series Event Detection Method.
Proceedings of the International Joint Conference on Neural Networks, 2022

2021
Estimation of COVID-19 Under-Reporting in the Brazilian States Through SARI.
New Gener. Comput., 2021

Managing Hypothesis of Scientific Experiments with PhenoManager.
J. Inf. Data Manag., 2021

Editorial.
J. Inf. Data Manag., 2021

Frontmatter.
J. Inf. Data Manag., 2021

STConvS2S: Spatiotemporal Convolutional Sequence to Sequence Network for weather forecasting.
Neurocomputing, 2021

Algorithmic Probability of Large Datasets and the Simplicity Bubble Problem in Machine Learning.
CoRR, 2021

Hyperspherical embedding for novel class classification.
CoRR, 2021

Towards optimizing the execution of spark scientific workflows using machine learning-based parameter tuning.
Concurr. Comput. Pract. Exp., 2021

DJEnsemble: a Cost-Based Selection and Allocation of a Disjoint Ensemble of Spatio-temporal Models.
Proceedings of the SSDBM 2021: 33rd International Conference on Scientific and Statistical Database Management, 2021

SAGAD: Synthetic Data Generator for Tabular Datasets.
Proceedings of the 36th Brazilian Symposium on Databases, 2021

Managing Sparse Spatio-Temporal Data in SAVIME: an Evaluation of the Ph-tree Index.
Proceedings of the 36th Brazilian Symposium on Databases, 2021

Generalização de Mineração de Sequências Restritas no Espaço e no Tempo.
Proceedings of the 36th Brazilian Symposium on Databases, 2021

Requirements for an Ontology of Digital Twins.
Proceedings of the Joint Proceedings of the Semantics co-located events: Poster&Demo track and Workshop on Ontology-Driven Conceptual Modelling of Digital Twins co-located with Semantics 2021, 2021

2020
SAVIME: An Array DBMS for Simulation Analysis and ML Models Prediction.
J. Inf. Data Manag., 2020

An analysis of malaria in the Brazilian Legal Amazon using divergent association rules.
J. Biomed. Informatics, 2020

Spatial-time motifs discovery.
Intell. Data Anal., 2020

BioinfoPortal: A scientific gateway for integrating bioinformatics applications on the Brazilian national high-performance computing network.
Future Gener. Comput. Syst., 2020

Parallel computation of PDFs on big spatial data using Spark.
Distributed Parallel Databases, 2020

SUQ2: Uncertainty Quantification Queries over Large Spatio-temporal Simulations.
IEEE Data Eng. Bull., 2020

Estimation of COVID-19 under-reporting in Brazilian States through SARI.
CoRR, 2020

DJEnsemble: On the Selection of a Disjoint Ensemble of Deep Learning Black-Box Spatio-temporal Models.
CoRR, 2020

Prefácio.
Proceedings of the 35th Brazilian Symposium on Databases, 2020

2019
Nonstationary time series transformation methods: An experimental review.
Knowl. Based Syst., 2019

SAVIME: A Multidimensional System for the Analysis and Visualization of Simulation Data.
CoRR, 2019

SAVIME: A Database Management System for Simulation Data Analysis and Visualization.
Proceedings of the 34th Brazilian Symposium on Databases, 2019

A Conceptual Vision Toward the Management of Machine Learning Models.
Proceedings of the ER Forum and Poster & Demos Session 2019 on Publishing Papers with CEUR-WS co-located with 38th International Conference on Conceptual Modeling (ER 2019), 2019

Towards a Science Gateway for Bioinformatics: Experiences in the Brazilian System of High Performance Computing.
Proceedings of the 19th IEEE/ACM International Symposium on Cluster, 2019

2018
Towards In-transit Analysis on Supercomputing Environments.
CoRR, 2018

Scientific Data Analysis Using Data-Intensive Scalable Computing: The SciDISC Project.
Proceedings of the Latin America Data Science Workshop co-located with 44th International Conference on Very Large Data Bases (VLDB 2018), 2018

Computation of PDFs on Big Spatial Data: Problem & Architecture.
Proceedings of the Latin America Data Science Workshop co-located with 44th International Conference on Very Large Data Bases (VLDB 2018), 2018

Point pattern search in big data.
Proceedings of the 30th International Conference on Scientific and Statistical Database Management, 2018

Automatic Caching Decision for Scientific Dataflow Execution in Apache Spark.
Proceedings of the 5th ACM SIGMOD Workshop on Algorithms and Systems for MapReduce and Beyond, 2018

Constellation Queries over Big Data.
Proceedings of the XXXIII Simpósio Brasileiro de Banco de Dados, 2018

Rumo à Integração da Álgebra de Workflows com o Processamento de Consulta Relacional.
Proceedings of the XXXIII Simpósio Brasileiro de Banco de Dados, 2018

Detecção de Anomalias Frequentes no Transporte Rodoviário Urbano.
Proceedings of the XXXIII Simpósio Brasileiro de Banco de Dados, 2018

A Spatiotemporal Ensemble Approach to Rainfall Forecasting.
Proceedings of the 2018 International Joint Conference on Neural Networks, 2018

Discovering Tight Space-Time Sequences.
Proceedings of the Big Data Analytics and Knowledge Discovery, 2018

Evaluating the Complementarity of Communication Tools for Learning Platforms.
Proceedings of the 10th International Conference on Computer Supported Education, 2018

2017
A Mixed Graph Framework to evaluate the complementarity of communication Tools.
PeerJ Prepr., 2017

ParallelNACluster: Uma estratégia paralela de clusterização para o casamento de múltiplos catálogos.
Proceedings of the XXXII Simpósio Brasileiro de Banco de Dados, 2017

Detecção de Anomalias no Transporte Rodoviário Urbano.
Proceedings of the XXXII Simpósio Brasileiro de Banco de Dados, 2017

A framework for benchmarking machine learning methods using linear models for univariate time series prediction.
Proceedings of the 2017 International Joint Conference on Neural Networks, 2017

TARS: An Array Model with Rich Semantics for Multidimensional Data.
Proceedings of the ER Forum 2017 and the ER 2017 Demo Track co-located with the 36th International Conference on Conceptual Modelling (ER 2017), Valencia, Spain,, 2017

Pre-processing and Indexing Techniques for Constellation Queries in Big Data.
Proceedings of the Big Data Analytics and Knowledge Discovery, 2017

TARDIS: Optimal Execution of Scientific Workflows in Apache Spark.
Proceedings of the Big Data Analytics and Knowledge Discovery, 2017

2016
Database System Support of Simulation Data.
Proc. VLDB Endow., 2016

A note on the complexity of the causal ordering problem.
Artif. Intell., 2016

Spatial Sequential Pattern Mining for Seismic Data.
Proceedings of the 31º Simpósio Brasileiro de Banco de Dados, 2016

2015
Modeling and Implementing Scientific Hypothesis.
J. Database Manag., 2015

A semantic integration approach to publish and retrieve ecological data.
Int. J. Web Inf. Syst., 2015

Managing Scientific Hypotheses as Data with Support for Predictive Analytics.
Comput. Sci. Eng., 2015

Avaliação da Localidade de Dados Intermediários na Execução Paralela de Workflows Bigdata.
Proceedings of the XXX Simpósio Brasileiro de Banco de Dados, 2015

Managing Simulation Data with Multidimensional Arrays.
Proceedings of the XXX Simpósio Brasileiro de Banco de Dados, 2015

2014
Υ-DB: Managing scientific hypotheses as uncertain data.
Proc. VLDB Endow., 2014

Conceptual View Representation of the Brazilian Information System on Antarctic Environmental Research.
Data Sci. J., 2014

$Υ$-DB: A system for data-driven hypothesis management and analytics.
CoRR, 2014

Design-theoretic encoding of deterministic hypotheses as constraints and correlations into U-relational databases.
CoRR, 2014

Managing large-scale scientific hypotheses as uncertain data with support for predictive analytics.
CoRR, 2014

Análise de Estratégias de Acesso a Grandes Volumes de Dados.
Proceedings of the XXIX Simpósio Brasileiro de Banco de Dados, 2014

NACluster: A Non-supervised Clustering Algorithm for Matching Multi Catalogues.
Proceedings of the 10th IEEE International Conference on e-Science, 2014

2013
Dynamic Workload-Based Partitioning Algorithms for Continuously Growing Databases.
Trans. Large Scale Data Knowl. Centered Syst., 2013

Data management for eScience in Brazil.
Concurr. Comput. Pract. Exp., 2013

Chiron: a parallel engine for algebraic scientific workflows.
Concurr. Comput. Pract. Exp., 2013

Research lattices: towards a scientific hypothesis data model.
Proceedings of the Conference on Scientific and Statistical Database Management, 2013

Orbit: Efficient Processing of Iterations.
Proceedings of the XXVIII Simpósio Brasileiro de Banco de Dados - Short Papers, Recife, Pernambuco, Brasil, September 30, 2013

Projeto de banco de dados de simulações numéricas.
Proceedings of the XXVIII Simpósio Brasileiro de Banco de Dados - Short Papers, Recife, Pernambuco, Brasil, September 30, 2013

QEF-LD - A Query Engine for Distributed Query Processing on Linked Data.
Proceedings of the ICEIS 2013, 2013

Algebraic dataflows for big data analysis.
Proceedings of the 2013 IEEE International Conference on Big Data (IEEE BigData 2013), 2013

A Lattice-Theoretic Approach for Representing and Managing Hypothesis-driven Research.
Proceedings of the 7th Alberto Mendelzon International Workshop on Foundations of Data Management, 2013

2012
Middleware for Clouds and e-Science.
Concurr. Comput. Pract. Exp., 2012

A metaphoric trajectory data warehouse for Olympic athlete follow-up.
Concurr. Comput. Pract. Exp., 2012

The Impact of Hypervisor Layer on Database Applications.
Proceedings of the IEEE Fifth International Conference on Utility and Cloud Computing, 2012

A Representation Model for Virtual Machine Allocation.
Proceedings of the IEEE Fifth International Conference on Utility and Cloud Computing, 2012

Evaluating parameter sweep workflows in high performance computing.
Proceedings of the 1st ACM SIGMOD Workshop on Scalable Workflow Execution Engines and Technologies, 2012

On the Semantic Engineering of Scientific Hypotheses as Linked Data.
Proceedings of the Second International Workshop on Linked Science 2012, 2012

Desenvolvimento de Linked Data Mashups com o uso de LIDMS.
Proceedings of the XXVII Simpósio Brasileiro de Banco de Dados, 2012

Integrating Ecological Data Using Linked Data Principles.
Proceedings of Joint V Seminar on Ontology Research in Brazil and VII International Workshop on Metamodels, 2012

A Scientific Hypothesis Conceptual Model.
Proceedings of the Advances in Conceptual Modeling, 2012

Dynamic Workload-Based Partitioning for Large-Scale Databases.
Proceedings of the Database and Expert Systems Applications, 2012

Towards Analytical Data Management for Numerical Simulations.
Proceedings of the 6th Alberto Mendelzon International Workshop on Foundations of Data Management, 2012

2011
An Algebraic Approach for Data-Centric Scientific Workflows.
Proc. VLDB Endow., 2011

Query Processing in a Mediator Based Framework for Linked Data Integration.
Int. J. Bus. Data Commun. Netw., 2011

Supporting dynamic parameter sweep in adaptive and user-steered workflow.
Proceedings of the WORKS'11, 2011

2010
Optimizing the pre-processing of scientific visualization techniques using QEF.
Proceedings of the 8th International Workshop on Middleware for Grids, 2010

Query processing in a three-level ontology-based data integration system.
Proceedings of the iiWAS'2010, 2010

2009
Functional Dependencies in OWL ABOX.
Proceedings of the XXIV Simpósio Brasileiro de Banco de Dados, 2009

2008
A conceptual view on trajectories.
Data Knowl. Eng., 2008

Towards a Scientific Model Management System.
Proceedings of the Advances in Conceptual Modeling - Challenges and Opportunities, 2008

Towards automatic generation of AXML web services for dynamic data integration.
Proceedings of the 2008 EDBT Workshop on Database Technologies for Handling XML Information on the Web, 2008

Data Model for Scientific Models and Hypotheses.
Proceedings of the Evolution of Conceptual Modeling, 2008

2007
The ROSA project: leveraging e-learning to a semantic layer.
Int. J. Knowl. Learn., 2007

An Extensible and Personalized Approach to QoS-enabled Service Discovery.
Proceedings of the Eleventh International Database Engineering and Applications Symposium (IDEAS 2007), 2007

QEF - Supporting Complex Query Applications.
Proceedings of the Seventh IEEE International Symposium on Cluster Computing and the Grid (CCGrid 2007), 2007

A Conceptual Data Model Language for the Molecular Biology Domain.
Proceedings of the 20th IEEE International Symposium on Computer-Based Medical Systems (CBMS 2007), 2007

Dealing with Some Conceptual Data Model Requirements for Biological Domains.
Proceedings of the 21st International Conference on Advanced Information Networking and Applications (AINA 2007), 2007

2006
A search engine for QoS-enabled discovery of semantic web services.
Int. J. Bus. Process. Integr. Manag., 2006

An adaptive parallel query processing middleware for the Grid.
Concurr. Comput. Pract. Exp., 2006

Symptoms Ontology for Mapping Diagnostic Knowledge Systems.
Proceedings of the 19th IEEE International Symposium on Computer-Based Medical Systems (CBMS 2006), 2006

2005
Reasoning on Dynamically Built Reasoning Space with Ontology Modules.
Proceedings of the On the Move to Meaningful Internet Systems 2005: CoopIS, 2005

An Adaptive Distributed Query Processing Grid Service.
Proceedings of the Data Management in Grids, First VLDB Workshop, 2005

2004
CoDIMS: an adaptable middleware system for scientific visualization in Grids.
Concurr. Pract. Exp., 2004

Query Processing in ROSA Data Model.
Proceedings of the XIX Simpósio Brasileiro de Bancos de Dados, 2004

CoDIMS-G: a data and program integration service for the grid.
Proceedings of the 2nd Workshop on Middleware for Grid Computing, 2004

ROSA: A Repository of Objects with Semantic Access for e-Learning.
Proceedings of the 8th International Database Engineering and Applications Symposium (IDEAS 2004), 2004

A workflow-based architecture for E-learning in the Grid.
Proceedings of the 4th IEEE/ACM International Symposium on Cluster Computing and the Grid (CCGrid 2004), 2004

2003
Cherry Picking: A Semantic Query Processing Strategy for the Evaluation of Expensive Predicates.
Proceedings of the XVIII Simpósio Brasileiro de Bancos de Dados, 2003

Uma Máquina Extensível para Suporte a Novos Modelos de Execução de Consultas.
Proceedings of the XVIII Simpósio Brasileiro de Bancos de Dados, 2003

ROSA: A Data Model and Query Language for e-Learning Objects.
Proceedings of the PGLDB'2003, 2003

An Ontology-Based Approach for Organizing, Sharing, and Querying Knowledge Objects on the Web.
Proceedings of the 14th International Workshop on Database and Expert Systems Applications (DEXA'03), 2003

2002
Configurable Data Integration Middleware System.
J. Braz. Comput. Soc., 2002

2001
Configurable Data Integration Middleware System.
Proceedings of the International Workshop on Information Integration on the Web, 2001

Processing Queries with Expensive Functions and Large Objects in Distributed Mediator Systems.
Proceedings of the 17th International Conference on Data Engineering, 2001

1999
Persistent Object Synchronization with Active Relational Databases.
Proceedings of the TOOLS 1999: 30th International Conference on Technology of Object-Oriented Languages and Systems, Delivering Quality Software, 1999

1998
Object Life-Cycles in Active Relational Databases.
Proceedings of the TOOLS 1998: 26th International Conference on Technology of Object-Oriented Languages and Systems, 1998


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