Mario Guarracino

Group Leader - mario.guarracino@cnr.it
Mario Guarracino

Mario Guarracino is researcher at High Performance Computing and Networking Institute of the Italian National Research Council. He received a PhD in Mathematics defending a thesis on projection techniques for parallel sparse linear algebra and an Ms in Applied Mathematics. His postdoctoral training from National Research Council focused on low cost high performance architectures for scientific computing. He has been collaborating with Center for Applied Optimization at University of Florida since 2005. He has taught various undergraduate courses in both computer science, statistics and mathematics. His research interests include machine learning methods for computational biology and planning and development of high performance computational components for parallel and distributed problem solving environments. He is author of publications in the field of high performance scientific computing, computational biology and machine learning.


Publications

Order by year - citations - title

Incremental generalized eigenvalue classification on data streams Cited 2 times. International workshop on data stream management and mining, 1-12 2009
Nonlinear knowledge in learning models Cited 2 times. PRIOR CONCEPTUAL KNOWLEDGE IN MACHINE LEARNING AND DATA MINING, 29 2007
An adaptable learning technology system for mathematical models Cited 2 times. Advanced Learning Technologies, 2004. Proceedings. IEEE International ... 2004
SIRMM: Searchable Information Repository of Mathematical Models Cited 2 times. Proceedings of EISTA 2004
On the parallelization of a commercial PSE for scientific computing Cited 2 times. Parallel, Distributed and Network-Based Processing, 2003. Proceedings ... 2003
Advances and Current Issues Cited 2 times. 2001
A parallel modified block Lanczos' algorithm for distributed memory architectures Cited 2 times. Parallel and Distributed Processing, 1995. Proceedings. Euromicro Workshop ... 1995
Prediction of Single-Nucleotide Polymorphisms Causative of Rare Diseases Cited 1 times. Computational Intelligence Methods for Bioinformatics and Biostatistics ... 2014
From Separating to Proximal Plane Classifiers: A Review Cited 1 times. Clusters, Orders, and Trees: Methods and Applications, 167-180 2014
Fuzzy regularized generalized eigenvalue classifier with a novel membership function Cited 1 times. Information Sciences 245, 53-62 2013
Efficient prediction of protein-protein interactions using sequence information Cited 1 times. Complex, Intelligent and Software Intensive Systems (CISIS), 2010 ... 2010
Logic formulas based knowledge discovery and its application to the classification of biological data Cited 1 times. the Proceedings of Biomat 2008
Neural network classification with prior knowledge for analysis of biological data Cited 1 times. BIOMAT 2008
On classification methods for mathematical models of learning Cited 1 times. 2005
A Distributed RPC-Based PSE for Medical Imaging Applications Cited 1 times. Nova Science Publishers, 177-190 2004
Cold adaptation shapes the robustness of metabolic networks in Drosophila melanogaster Evolution 68 (12), 3505-3523 2014
Application of Multi-Objective Optimization to Pooled Experiments of Next Generation Sequencing for Detection of Rare Mutations PloS one 9 (9), e104992 2014
Prediction of Rare Single-Nucleotide Causative Mutations for Muscular Diseases in Pooled Next-Generation Sequencing Experiments Journal of Computational Biology 21 (9), 665-675 2014
IGV-plus: A Java Software for the Analysis and Visualization of Next-Generation Sequencing Data Dynamics of Information Systems, 149-160 2014
Raman Spectroscopy Using a Multiclass Extension of Fisher-Based Feature Selection Support Vector Machines (FFS-SVM) for Characterizing In-Vitro Apoptotic Cell Death Induced by Paclitaxel Learning and Intelligent Optimization, 306-323 2014
A novel feature selection method for classification using a fuzzy criterion Learning and Intelligent Optimization, 455-467 2013
Classification of Data Chunks Using Proximal Vector Machines and Singular Value Decomposition Classification and Data Mining, 55-62 2013
Mathematical Models of Supervised Learning and Application to Medical Diagnosis Optimization and Data Analysis in Biomedical Informatics, 67-81 2012
Euro-Par 2010, Parallel Processing Workshops: HeteroPAR, HPCC, HiBB, CoreGrid, UCHPC, HPCF, PROPER, CCPI, VHPC, Iscia, Italy, August 31-September 3, 2010, Revised Selected Papers Springer Science & Business Media 2011
Euro-Par 2010 Parallel Processing Workshops LECTURE NOTES IN COMPUTER SCIENCE, 409-411 2011
Proceedings of the 16th international Euro-Par conference on Parallel processing: Part I Springer-Verlag 2010
Euro-Par 2010-Parallel Processing: 16th International Euro-Par Conference, Ischia, Italy, August 31-September 3, 2010, Proceedings Springer Science & Business Media 2010
Euro-Par 2010-Parallel Processing Lecture Notes in Computer Science 6272 2010
Euro-Par 2010-Parallel Processing: 16Th International Euro-Par Conference, Ischia, Italia, August 31-September 3, 2010: Proceedings Springer 2010
Euro-Par 2010-Parallel Processing Springer-Verlag Heidelberg 2010
Prior Knowledge in the Classification of Biomedical Data Combining Soft Computing and Statistical Methods in Data Analysis, 1-8 2010
PROTEIN-PROTEIN INTERACTIONS PREDICTION USING 1-NEAREST NEIGHBORS CLASSIFICATION ALGORITHM AND FEATURE SELECTION BIOMAT 2009: International Symposium on Mathematical and Computational ... 2010
KREMM: Un sistema di e-learning per modelli matematici applicati alle discipline economiche e finanziarie Journal of e-Learning and Knowledge Society-Italian Version (until 2012) 5 (1) 2009
Generalized eigenvalue proximal support vector machine problemGeneralized Eigenvalue Proximal Support Vector Machine Problem Encyclopedia of Optimization, 1183-1185 2009
A supervised learning technique and its applications to computational biology Computational Intelligence Methods for Bioinformatics and Biostatistics, 275-283 2009
Kremm: an E-learning System for Mathematical Models Applied to Economics and Finance Journal of e-Learning and Knowledge Society 5 (1), 221-230 2009
Parallel, distributed and network-based processing Journal of Systems Architecture 54 (9), 841-842 2008
Incremental Learning and Decremented Characterization of gene expression data analysis Computer-Based Medical Systems, 2008. CBMS'08. 21st IEEE International ... 2008
A sparse nonsymmetric eigensolver for distributed memory architectures The International Journal of Parallel, Emergent and Distributed Systems 23 ... 2008
A Web-based Learning Tool for applied Mathematics Disciplines. Knowledge Construction in E-learning Context 2008
Using Gene Expression Analysis to Relate Disease, Genes, and Therapeutics BRAZILIAN SYMPOSIUM ON BIOINFORMATICS, 86 2007
KREMM: A learning management system for mathematical courses in economics and finance IADIS International Conference on e-Learning 2007
RT-ICAR-NA-2005-14 2005
On the reduction of datasets dimensionality in a classification method based on generalized eigenvalue 2005
A Web-based learning tool for applied mathematics disciplines 2005
Scientific Computing Environments (SCE's) for Imaging in Science Session-Integrating Scientific Software Libraries in Problem Solving Environments: A Case Study with ScaLAPACK Lecture Notes in Computer Science 3044, 515-524 2004
Integrating Scientific Software Libraries in Problem Solving Environments: A Case Study with ScaLAPACK 2004
Parallel, Distributed and Network-based Computing: an Application Perspective Scalable Computing: Practice and Experience 11 (3) 2001
Yabat: An Administration and Monitoring Software for Beowulf Clusters 2013 IEEE International Conference on Cluster Computing (CLUSTER), 401-401 2000
A Parallel Version of a Block Lanczos Algorithm for Distributed Memory Architectures 1994
Workpackage 9 Grid-enabled Scientific Libraries
Workpackage 9 Grid-enabled Scientific Libraries
Workpackage 9 Grid-enabled Scientific Libraries
Current Status and Perspectives of KREMM: a Web-Based Tool to Learn Mathematics
CAOS: a numerical simulation tool for astronomical adaptive optics (and beyond) Cited 70 times. Astronomical Telescopes and Instrumentation, 637-648 2004
A classification method based on generalized eigenvalue problems Cited 51 times. Optimisation Methods and Software 22 (1), 73-81 2007
MedIGrid: a Medical Imaging application for computational Grids Cited 21 times. Parallel and Distributed Processing Symposium, 2003. Proceedings ... 2003
A parallel block Lanczos algorithm and its implementation for the evaluation of some eigenvalues of large sparse symmetric matrices on multicomputers Cited 17 times. Int. J. Appl. Math. Comput. Sci 16 (2), 241-249 2006
A grid enabled PSE for medical imaging: Experiences on MedIGrid Cited 16 times. Computer-Based Medical Systems, 2005. Proceedings. 18th IEEE Symposium on ... 2005
Prediction of the responsiveness to pharmacological chaperones: lysosomal human alpha-galactosidase, a case of study Cited 15 times. Orphanet journal of rare diseases 5 (1), 36 2010
Incremental classification with generalized eigenvalues Cited 15 times. Journal of Classification 24 (2), 205-219 2007
Robust generalized eigenvalue classifier with ellipsoidal uncertainty Cited 10 times. Annals of Operations Research 216 (1), 327-342 2014
Multiclass generalized eigenvalue proximal support vector machines Cited 9 times. Complex, Intelligent and Software Intensive Systems (CISIS), 2010 ... 2010
A new approach to brain imaging, based on an open and distributed environment Cited 9 times. Neural Engineering, 2003. Conference Proceedings. First International IEEE ... 2003
Classification and characterization of gene expression data with generalized eigenvalues Cited 8 times. Journal of optimization theory and applications 141 (3), 533-545 2009
A parallel classification method for genomic and proteomic problems Cited 7 times. Advanced Information Networking and Applications, 2006. AINA 2006. 20th ... 2006
Application oriented brokering in medical imaging: Algorithms and software architecture Cited 7 times. Advances in Grid Computing-EGC 2005, 972-981 2005
A parallel block Lanczos algorithm for distributed memory architectures Cited 7 times. International Journal of Parallel, Emergent and Distributed Systems 4 (3-4 ... 1994
Foraging rules of flower selection applied by colonies of Apis mellifera: ranking and associations of floral sources Cited 6 times. Functional Ecology 26 (5), 1186-1196 2012
Non-small cell lung cancer evaluated with quantitative contrast-enhanced CT and PET-CT: Net enhancement and standardized uptake values are related to tumour size and histology Cited 5 times. Medical science monitor: international medical journal of experimental and ... 2013
Supervised classification of distributed data streams for smart grids Cited 5 times. Energy Systems 3 (1), 95-108 2012
Classification of cancer cell death with spectral dimensionality reduction and generalized eigenvalues Cited 5 times. Artificial intelligence in medicine 53 (2), 119-125 2011
LIBERO: a framework for autonomic management of multiple non-functional concerns Cited 5 times. Euro-Par 2010 Parallel Processing Workshops, 237-245 2011
Current classification algorithms for biomedical applications Cited 5 times. CRM Proceedings & Lecture Notes 45, 109-127 2008
Browsing virtual reality on a PC cluster Cited 4 times. Cluster Computing, 2000. Proceedings. IEEE International Conference on, 201-208 2000
Fuzzy hyperinference-based pattern recognition Cited 3 times. Towards Advanced Data Analysis by Combining Soft Computing and Statistics ... 2013
Supervised classification methods for mining cell differences as depicted by Raman spectroscopy Cited 3 times. Computational Intelligence Methods for Bioinformatics and Biostatistics, 112-122 2011
Predicting protein-protein interactions with k-nearest neighbors classification algorithm Cited 3 times. Computational Intelligence Methods for Bioinformatics and Biostatistics, 139-150 2010
Decision rules for efficient classification of biological data Cited 3 times. Optimization Letters 3 (3), 357-366 2009
A parallel classification and feature reduction method for biomedical applications Cited 3 times. Parallel Processing and Applied Mathematics, 1210-1219 2008
A parallel computational kernel for sparse nonsymmetric eigenvalue problems on multicomputers Cited 3 times. International Journal of Pure and Applied Mathematics 22 (2), 269 2005
Integrating Medical Imaging into a Grid Based Computing Infrastructure Cited 3 times. 2004
Application of Support Vector Machines to Melissopalynological Data for Honey Classification Cited 2 times. New Technologies for Constructing Complex Agricultural and Environmental ... 2012
Data mining in psychiatric research Cited 2 times. Psychiatric Disorders, 593-603 2012