Links to publications
Selected Journal Publications
- A multivariable sensor-agnostic framework for spatio-temporal air quality forecasting based on Deep Learning, Engineering Applications of Artificial Intelligence
- Combining heterogenous data sources for spatio-temporal mobility demand forecasting, Information Fusion 2023
- Morph-KGC: Scalable Knowledge Graph Materialization with Mapping Partitions, Semantic Web Journal 2022
- A Flexible and Robust Deep Learning-Based System for Solar Irradiance Forecasting, IEEE Access 2021
- Mission Possible: Unify HPC and Big Data Stacks Towards Application-Defined Blobs at the Storage Layer, Future Generation Computer Systems 2020 (Article in pdf)
- Graph-based Root Cause Analysis for Service-Oriented and Microservice Architectures, Journal of Systems and Software Volume 159, 110432, Jan 2020 (Article in pdf)
- FMonE: A Flexible Monitoring Solution at the Edge, Wireless Communications and Mobile Computing 2018
- Using machine learning to optimize parallelism in big data applications, Future Generation Computer Systems 2018 (Article in pdf)
- Keeping up with storage: Decentralized, write-enabled dynamic geo-replication, Future Generation Computer Systems 2018 (Article in pdf)
- Reproducibility of Execution Environments in Computational Science Using Semantics and Clouds, Future Generation Computer Systems 2017 (Article in pdf)
- Failure detector abstractions for MapReduce-based systems, Information Sciences 2017 (Article in pdf)
- Feedback-based resource allocation in MapReduce-based systems, Scientific Programming 2016
- Towards Reproducibility in Scientific Workflows: An Infraestructure-based Approach, Scientific Programming 2015
- GMone: A complete approach to cloud monitoring, Future Generation Computer Systems 2013 (Article in pdf)
- Riding out of the storm: How to deal with the complexity of grid and cloud management, Journal of Grid Computing 2012 (Article in pdf)
- An Autonomic Framework for Enhancing the Quality of Data Grid Services, Future Generation Computer Systems 2012 (Article in pdf)
- Finding order in chaos: A behavior model of the whole grid, Concurrency Computation: Practice and Experience 2010 (Article in pdf)
- A high performance suite of data services for grids, Future Generation Computer Systems 2010 (Article in pdf)
- A Semantic Collaborative Awareness Model to deal with Resource Sharing in Grids, Future Generation Computer Systems 2010 (Article in pdf)
- An agent architecture for managing data resources in a grid environment, Future Generation Computer Systems 2009 (Article in pdf)
- WE-AMBLE: A workflow engine to manage awareness in collaborative grid environments, International Journal of High Performance Computing Applications 2008 (Article in pdf)
- MAPFS-DAI, an extension of OGSA-DAI based on a parallel file system, Future Generation Computer Systems 2007 (Article in pdf)
- Design and Implementation of a Data Mining Grid-aware Architecture, Future Generation Computer Systems 2007 (Article in pdf)
- MAPFS: A Flexible Multiagent Parallel File System for Clusters, Future Generation Computer Systems 2006 (Article in pdf)
- Are Web Self-Assessment Tools useful for Training?, IEEE Transactions on Education 2005 (Article in pdf)
- A New Formalism for Dynamic Reconfiguration of Data Servers in a Cluster, Journal of Parallel and Distributed Computing 2005 (Article in pdf)
- Bayesian networks multi-classifier for protein secondary structure prediction, Artificial Intelligence in Medicine 2004 (Article in pdf)
Selected Conference Publications
- Boosting Knowledge Graph Generation from Tabular Data with RML Views, European Semantic Web Conference (ESWC) 2023
- Machine Learning-based Query Augmentation for SPARQL Endpoints, WEBIST 2018, Best Student Paper Award (Article in pdf)
- KerA: Scalable Data Ingestion for Stream Processing, ICDCS 2018 (Article in pdf)
- SLoG: A Large-Scale Logging Middleware for HPC and Big Data Convergence, ICDCS 2018 (Article in pdf)
- TyrFS: Increasing Small Files Access Performance with Dynamic Metadata Replication, CCGrid 2018 (Article in pdf)
- Predicting Access to Persistent Objects through Static Code Analysis, ADBIS 2017 (Article in pdf)
- Tyr: Blob Storage Systems Meet Built-In Transactions, SC 2016 (Article in pdf)
- Spark versus Flink: Understanding Performance in Big Data Analytics Frameworks, IEEE Cluster 2016 (Article in pdf)
- Diarchy: An Optimized Management Approach for MapReduce Masters, ICCS 2015 (Article in pdf)
- Leveraging Semantics to Improve Reproducibility in Scientific Workflows, Reproducibility@XSEDE 2014 (Article in pdf)
- Consistency in the Cloud: When Money Does Matter!, IEEE/ACM CCGrid 2013 (Article in pdf)
- Harmony: Towards Automated Self-Adaptive Consistency in Cloud Storage, IEEE Cluster 2012 (Article in pdf)
- A semantic scheduler architecture for federated hybrid clouds, IEEE Cloud 2012 (Article in pdf)
- Grid Global Behavior Prediction, IEEE CCGrid 2011 (Article in pdf)
- Using Global Behavior Modeling to Improve QoS in Cloud Data Storage Services, IEEE CloudCom 2010 (Article in pdf)
- Improving grid fault tolerance by means of global behavior modeling, ISPDC 2010 (Article in pdf)
- A Semantic Data Grid for Satellite Mission Quality Analysis, ISWC 2008 (Article in pdf)
- Complex Data-Intensive Systems and Semantic Grid: Applications in Satellite Missions, IEEE eScience 2006 (Article in pdf)
- AMBLE: An Awareness model for balancing the load in collaborative grid environments, IEEE/ACM Grid Computing 2006 (Article in pdf)
- ODEGSG Framework, Knowledge-based Annotation and Design of Grid Services, ICSOC 2005 (Article in pdf)
- Cooperation Model of a Multiagent Parallel File System for Clusters, IEEE/ACM CCGrid 2004 (Article in pdf)
Selected Chapter Books and Reports
- ETP4HPC's SRA 5: Strategic Research Agenda for High-Performance Computing in Europe, Oct. 2022
- Federated HPC, Cloud and Data infrastructures, Haus, U., Narasimhamurthy, S., Perez, M.S., Pleiter, D., Wierse, A., White Paper, April 2022
- Technologies and Applications for Big Data Value, Curry, E., Auer, S., Berre, A.J., Metzger, A., Perez, M.S., Zillner, S. (Eds.), Springer, DOI: 10.1007/978-3-030-78307-5, 2021
- ETP4HPC's SRA 4: Strategic Research Agenda for High-Performance Computing in Europe, March 2020
- The technology stacks of High Performance Computing and Big Data Computing: What they can learn from each other, 2018
- Fault Tolerance in MapReduce: A Survey, Springer 2016 (Article in pdf)
- Standing Together for Reproducibility in Large-Scale Computing. Report on reproducibility@XSEDE. An XSEDE14 Workshop, 2014 (Article in pdf)
- Consistency Management in Cloud Storage Systems, Large Scale and Big Data 2014 (Article in pdf)