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Storage, modeling and analysis of dynamical systems for e-Science applications

Grant number: 15/01587-0
Support Opportunities:Research Grants - eScience and Data Science Program - Thematic Grants
Duration: February 01, 2016 - January 31, 2020
Field of knowledge:Physical Sciences and Mathematics - Computer Science - Computing Methodologies and Techniques
Principal Investigator:João Eduardo Ferreira
Grantee:João Eduardo Ferreira
Host Institution: Instituto de Matemática e Estatística (IME). Universidade de São Paulo (USP). São Paulo , SP, Brazil
Pesquisadores principais:
Marcel Parolin Jackowski ; Paulo Sergio Graziano Magalhães ; Roberto Hirata Junior ; Ronaldo Fumio Hashimoto
Associated researchers:André Fujita ; André Santanchè ; Antonio Maria Francisco Luiz Jose Bonomi ; Ariane Machado Lima ; Carlos Eduardo Driemeier ; Carlos Eduardo Ferreira ; Cléver Ricardo Guareis de Farias ; David Corrêa Martins Junior ; Ester Cerdeira Sabino ; Fábio Vale Scarpare ; Felipe Werndl Trevizan ; Gisela Tunes da Silva ; Henrique Coutinho Junqueira Franco ; Junior Barrera ; Karina Valdivia Delgado ; Leliane Nunes de Barros ; Leonardo Lamas Leandro Ribeiro ; Luciano Vieira de Araújo ; Marcelo da Silva Reis ; Marcio Ferreira da Silva ; Marcio Katsumi Oikawa ; Marco Dimas Gubitoso ; Maria Teresa Borges Pimenta Barbosa ; Michelle Cristina Araujo Picoli ; Otavio Cavalett ; Routo Terada ; Vera Lúcia Reis de Gouveia
Associated grant(s):19/10388-2 - 32nd IEEE CBMS International Symposium on Computer-Based Medical Systems, AR.EXT
16/11515-0 - 25th International Joint Conference on Artificial Intelligence - Advances in Bioinformatics and Artificial Intelligence: Bridging the Gap, AR.EXT
Associated scholarship(s):17/01330-5 - 3D image analysis for realistic modeling and simulation of biomass conversion processes, BP.PD
16/22900-1 - Markov decision processes specified by probabilistic logic programming: representation and solution, BP.DD

Abstract

The astonishing fast rate of technology evolution has given rise to a new era of scientific knowledge discovery. This new age of science, known as e-Science, is described as the new great computational and multidisciplinary team science requiring novel methodologies for data storage, modeling and analysis. In particular, the development of transactional and analytical software systems for e-Science applications when viewed from a dynamic systems perspective, presents a number of new computational challenges. Among them are the scientific knowledge discovery processes, which involve frequent changes of requirements for data storage, modeling and analysis. The need to address scientific dynamic systems in order to cope with complex applications of e-Science has woken up the scientific community for the development of robust and evolutionary software systems to meet these new challenges. Dynamical system is the classical mathematical formalism to represent phenomena that evolute with time, which are of great interest in science. In this project, our main goal is to develop computational models and methodologies to support e-Science applications viewed as dynamic systems. Our fundamental research covers three key research areas, namely storage, modeling, and analysis of dynamic systems. These research areas are significant and relevant to the FAPESP e-Science Program since many of the present e-Science challenges are related to the proper treatment of dynamic systems. Hence, we plan to develop and apply computational methodologies that will ease the development of e-Science applications, thereby contributing to the improvement of worldwide scientific knowledge, while respecting legal and ethical restrictions in data management. (AU)

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Scientific publications (38)
(References retrieved automatically from Web of Science and SciELO through information on FAPESP grants and their corresponding numbers as mentioned in the publications by the authors)
SCHWERZ, ANDRE LUIS; LIBERATO, RAFAEL; PU, CALTON; FERREIRA, JOAO EDUARDO. Robust and Reliable Process-Aware Information Systems. IEEE TRANSACTIONS ON SERVICES COMPUTING, v. 14, n. 3, p. 820-833, . (15/01587-0)
MACUL FERREIRA DE BARROS, PEDRO; DO ROSARIO, MARIA CONCEICAO; SZEJKO, NATALIA; POLGA, NATALIA; REQUENA, GUARACI DE LIMA; RAVAGNANI, BEATRIZ; FATORI, DANIEL; BATISTUZZO, MARCELO CAMARGO; HOEXTER, MARCELO QUEIROZ; ROHDE, LUIS AUGUSTO; et al. Risk factors for obsessive-compulsive symptoms. Follow-up of a community-based youth cohort. EUROPEAN CHILD & ADOLESCENT PSYCHIATRY, v. 30, n. 1, . (15/01587-0, 08/57896-8)
FUJITA, ANDRE; LIRA, EDUARDO SILVA; SANTOS, SUZANA DE SIQUEIRA; BANDO, SILVIA YUMI; SOARES, GABRIELA ELEUTERIO; TAKAHASHI, DANIEL YASUMASA. A semi-parametric statistical test to compare complex networks. JOURNAL OF COMPLEX NETWORKS, v. 8, n. 2, . (18/17996-5, 18/21934-5, 15/21162-4, 15/01587-0)
RAMOS, TAIANE COELHO; BALARDIN, JOANA BISOL; SATO, JOAO RICARDO; FUJITA, ANDRE. Abnormal Cortico-Cerebellar Functional Connectivity in Autism Spectrum Disorder. FRONTIERS IN SYSTEMS NEUROSCIENCE, v. 12, . (16/13422-9, 18/17996-5, 13/07375-0, 15/01587-0)
REIS, MARCELO S.; ESTRELA, GUSTAVO; FERREIRA, CARLOS EDUARDO; BARRERA, JUNIOR. featsel: A framework for benchmarking of feature selection algorithms and cost functions. SOFTWAREX, v. 6, p. 193-197, . (13/03447-6, 15/01587-0, 16/25959-7, 13/07467-1)
DRIEMEIER, CARLOS E.; LING, LIU Y.; YANCY-CABALLERO, DAISON; MANTELATTO, PAULO E.; DIAS, CARLOS S. B.; ARCHILHA, NATHALY L.. Location of water in fresh sugarcane bagasse observed by synchrotron X-ray microtomography. PLoS One, v. 13, n. 12, . (14/50884-5, 15/01587-0, 17/01330-5)
CARASTAN-SANTOS, DANILO; MARTINS-, JR., DAVID C.; SONG, SIANG W.; ROZANTE, LUIZ C. S.; DE CAMARGO, RAPHAEL Y.. A hybrid CPU-GPU-MIC algorithm for minimal hitting set enumeration. CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, v. 31, n. 18, SI, . (15/01587-0, 13/26644-1, 14/50937-1, 15/24485-9)
JACOMINI, RICARDO DE SOUZA; MARTINS, JR., DAVID CORREA; DA SILVA, FELIPE LENO; REALI COSTA, ANNA HELENA. GeNICE: A Novel Framework for Gene Network Inference by Clustering, Exhaustive Search, and Multivariate Analysis. JOURNAL OF COMPUTATIONAL BIOLOGY, v. 24, n. 8, p. 809-830, . (16/21047-3, 11/50761-2, 15/16310-4, 15/01587-0)
ANDRES, IGNASI; DE BARROS, LELIANE NUNES; DELGADO, KARINA VALDIVIA. Human-aware Contingent Planning. FUNDAMENTA INFORMATICAE, v. 174, n. 1, p. 63-81, . (15/01587-0)
SILVA, DENNIS J.; ALVES, WONDER A. L.; HASHIMOTO, RONALDO FUMIO. Incremental bit-quads count in component trees: Theory, algorithms, and optimization. PATTERN RECOGNITION LETTERS, v. 129, p. 33-40, . (18/15652-7, 15/01587-0)
SANCHES, GUILHERME M.; GRAZIANO MAGALHAES, PAULO S.; JUNQUEIRA FRANCO, HENRIQUE C.. Site-specific assessment of spatial and temporal variability of sugarcane yield related to soil attributes. Geoderma, v. 334, p. 90-98, . (14/14965-0, 08/09265-9, 15/01587-0, 13/50942-2)
BANDIERA PAIVA, THALES; TERADA, ROUTO. Improving the Efficiency of a Reaction Attack on the QC-MDPC McEliece. IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, v. E101A, n. 10, p. 1676-1686, . (15/01587-0)
SILVA REIS, WILLY ARTHUR; DE BARROS, LELIANE NUNES; DELGADO, KARINA VALDIVIA. Robust topological policy iteration for infinite horizon bounded Markov Decision Processes. INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, v. 105, p. 287-304, . (15/01587-0)
FUJITA, ANDRE; TAKAHASHI, DANIEL YASUMASA; BALARDIN, JOANA BISOL; VIDAL, MACIEL CALEBE; SATO, JOAO RICARDO. Correlation between graphs with an application to brain network analysis. COMPUTATIONAL STATISTICS & DATA ANALYSIS, v. 109, p. 76-92, . (13/10498-6, 16/13422-9, 13/00506-1, 15/01587-0)
MEKKAOUI, CHOUKRI; METELLUS, PHILIPPE; KOSTIS, WILLIAM J.; MARTUZZI, ROBERTO; PEREIRA, FABRICIO R.; BEREGI, JEAN-PAUL; REESE, TIMOTHY G.; CONSTABLE, TODD R.; JACKOWSKI, MARCEL P.. Diffusion Tensor Imaging in Patients with Glioblastoma Multiforme Using the Supertoroidal Model. PLoS One, v. 11, n. 1, . (15/01587-0)
ALVES, WONDER A. L.; GOBBER, CHARLES F.; SILVA, DENNIS J.; MORIMITSU, ALEXANDRE; HASHIMOTO, RONALDO F.; MARCOTEGUI, BEATRIZ. Image segmentation based on ultimate levelings: From attribute filters to machine learning strategies. PATTERN RECOGNITION LETTERS, v. 133, p. 264-271, . (18/15652-7, 15/01587-0)
RIBEIRO, ADELE H.; PAVAN SOLER, JULIA MARIA; HIRATA JR, ROBERTO. Variance-Preserving Estimation of Intensity Values Obtained From Omics Experiments. FRONTIERS IN GENETICS, v. 10, . (06/03227-2, 11/50761-2, 15/01587-0)
MACIEL CARDOSO, FELIPE; MELONI, SANDRO; SANTANCHE, ANDRE; MORENO, YAMIR. Topical Alignment in Online Social Systems. FRONTIERS IN PHYSICS, v. 7, . (15/01587-0)
LIMA, WANIA REZENDE; MARTINS, DAVID CORREA; PARREIRA, KLEBER SIMONIO; SCARPELLI, PEDRO; DE MORAES, MIRIAM SANTOS; TOPALIS, PANTELIS; HASHIMOTO, RONALDO FUMIO; GARCIA, CELIA R. S.. Genome-wide analysis of the human malaria parasite Plasmodium falciparum transcription factor PfNF-YB shows interaction with a CCAAT motif. ONCOTARGET, v. 8, n. 69, p. 113987-114001, . (15/01587-0, 11/51295-5, 11/50761-2)
VIDAL, MACIEL C.; SATO, JOAO R.; BALARDIN, JOANA B.; TAKAHASHI, DANIEL Y.; FUJITA, ANDRE. ANOCVA in R: A Software to Compare Clusters between Groups and Its Application to the Study of Autism Spectrum Disorder. FRONTIERS IN NEUROSCIENCE, v. 11, . (16/13422-9, 13/03447-6, 15/01587-0, 13/10498-6, 14/09576-5)
FUJITA, ANDRE; VIDAL, MACIEL C.; TAKAHASHI, DANIEL Y.. A Statistical Method to Distinguish Functional Brain Networks. FRONTIERS IN NEUROSCIENCE, v. 11, . (13/07375-0, 15/01587-0, 13/03447-6)
DRIEMEIER, CARLOS; LING, LIU YI; SANCHES, GUILHERME M.; PONTES, ANGELICA O.; GRAZIANO MAGALHAES, PAULO S.; FERREIRA, JOAO E.. A computational environment to support research in sugarcane agriculture. COMPUTERS AND ELECTRONICS IN AGRICULTURE, v. 130, p. 13-19, . (15/01587-0)
ESTRELA, GUSTAVO; GUBITOSO, MARCO DIMAS; FERREIRA, CARLOS EDUARDO; BARRERA, JUNIOR; REIS, MARCELO S.. An Efficient, Parallelized Algorithm for Optimal Conditional Entropy-Based Feature Selection. Entropy, v. 22, n. 4, . (16/25959-7, 13/07467-1, 15/01587-0)
SANCHES, GUILHERME M.; MAGALHAES, PAULO S. G.; KOLLN, ORIEL T.; OTTO, RAFAEL; RODRIGUES, FRANCELINO; CARDOSO, TEREZINHA F.; CHAGAS, MATEUS F.; FRANCO, HENRIQUE C. J.. Agronomic, economic, and environmental assessment of site-specific fertilizer management of Brazilian sugarcane fields. GEODERMA REGIONAL, v. 24, . (18/10225-3, 15/01587-0, 11/02817-9, 14/14965-0, 13/50942-2)
ATASHPAZ-GARGARI, ESMAEIL; REIS, MARCELO S.; BRAGA-NETO, ULISSES M.; BARRERA, JUNIOR; DOUGHERTY, EDWARD R.. A fast Branch-and-Bound algorithm for U-curve feature selection. PATTERN RECOGNITION, v. 73, p. 172-188, . (13/07467-1, 15/01587-0)
KINKER, GABRIELA SARTI; THOMAS, ANDREW MALTEZ; CARVALHO, VINICIUS JARDIM; LIMA, FELIPE PRATA; FUJITA, ANDRE. Deletion and low expression of NFKBIA are associated with poor prognosis in lower-grade glioma patients. SCIENTIFIC REPORTS, v. 6, . (14/27287-0, 15/01507-7, 15/01587-0, 13/03447-6, 14/09576-5)
MOREIRA, DANIEL A. M.; DELGADO, KARINA VALDIVIA; DE BARROS, LELIANE NUNES. Robust probabilistic planning with ilao. APPLIED INTELLIGENCE, v. 45, n. 3, p. 662-672, . (15/01587-0)
FELTRIN, ARTHUR SANT'ANNA; TAHIRA, ANA CAROLINA; SIMOES, SERGIO NERY; BRENTANI, HELENA; MARTINS, JR., DAVID CORREA. Assessment of complementarity of WGCNA and NERI results for identification of modules associated to schizophrenia spectrum disorders. PLoS One, v. 14, n. 1, . (11/04956-6, 11/50761-2, 14/00041-1, 14/10488-3, 15/01587-0)
GUZMAN, GROVER E. C.; SATO, JOAO R.; VIDAL, MACIEL C.; FUJITA, ANDRE. Identification of alterations associated with age in the clustering structure of functional bra in networks. PLoS One, v. 13, n. 5, . (16/13422-9, 15/01587-0)
LISBOA, BIANCA C. G.; OLIVEIRA, KATIA C.; TAHIRA, ANA CAROLINA; BARBOSA, ANDRE ROCHA; FELTRIN, ARTHUR SANT'ANNA; GOUVEIA, GISELE; LIMA, LUZIA; FEIO DOS SANTOS, ANA CECILIA; MARTINS JR, DAVID CORREA; PUGA, RENATO DAVID; et al. Initial findings of striatum tripartite model in OCD brain samples based on transcriptome analysis. SCIENTIFIC REPORTS, v. 9, . (15/01587-0)
YANCY-CABALLERO, DAISON; LING, LIU Y.; FUJITA, ANDRE; FERREIRA, JOAO E.; DRIEMEIER, CARLOS. Intraparticle Connectivity in Sugarcane Bagasse Unveiled by Pore Network Modeling. BioEnergy Research, v. 12, n. 3, p. 546-557, . (17/01330-5, 15/01587-0)
LAMAS, LEONARDO; DREZNER, RENE; OTRANTO, GUILHERME; BARRERA, JUNIOR. Analytic method for evaluating players' decisions in team sports: Applications to the soccer goalkeeper. PLoS One, v. 13, n. 2, . (15/01587-0)
YANCY-CABALLERO, DAISON; LING, LIU Y.; ARCHILHA, NATHALY L.; FERREIRA, JOAO E.; DRIEMEIER, CARLOS. Mineral Particles in Sugar Cane Bagasse: Localization and Morphometry Using Microtomography Analysis. ENERGY & FUELS, v. 31, n. 11, p. 12288-12296, . (15/01587-0, 17/01330-5)
GOYA, DENISE H.; NAKAMURA, DIONATHAN; TERADA, ROUTO. Certificateless Key Agreement Protocols under Strong Models. IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, v. E99A, n. 10, p. 1822-1832, . (08/06189-0, 15/01587-0)
FERNANDO ANDRADE; ASUKA NAKATA; NORIKO GOTOH; ANDRÉ FUJITA. Large miRNA survival analysis reveals a prognostic four-biomarker signature for triple negative breast cancer. GENETICS AND MOLECULAR BIOLOGY, v. 43, n. 1, . (15/01587-0, 16/13422-9, 18/21934-5)
SANCHES, GUILHERME M.; GRAZIANO MAGALHAES, PAULO S.; DOS SANTOS LUCIANO, ANA C.; CAMARGO, LIVIA A.; FRANCO, HENRIQUE C. J.. Comprehensive assessment of spatial soil variability related to topographic parameters in sugarcane fields. Geoderma, v. 362, . (13/50942-2, 18/10225-3, 08/09265-9, 14/14965-0, 15/01587-0)
RODRIGUES, FRANCISCO C. M.; ESPADOTO, MATEUS; HIRATA JR, ROBERTO; TELEA, ALEXANDRU C.. Constructing and Visualizing High-Quality Classifier Decision Boundary Maps dagger. INFORMATION, v. 10, n. 9, . (15/22308-2, 15/24485-9, 15/01587-0)
MORIMITSU, ALEXANDRE; PASSAT, NICOLAS; ALVES, WONDER A. L.; HASHIMOTO, RONALDO F.. Efficient component-hypertree construction based on hierarchy of partitions. PATTERN RECOGNITION LETTERS, v. 135, p. 30-37, . (18/15652-7, 15/01587-0)

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