Estatística de redes: teoria, métodos e aplicações

• Processo: 18/21934-5
• Modalidade de apoio: Auxílio à Pesquisa - Temático
• Data de Início da vigência: 01 de maio de 2019
• Data de Término da vigência: 30 de abril de 2024
• Área do conhecimento: Ciências Exatas e da Terra - Ciência da Computação - Metodologia e Técnicas da Computação
• Pesquisador responsável: André Fujita
• Beneficiário: André Fujita
• Instituição Sede: Instituto de Matemática e Estatística (IME). Universidade de São Paulo (USP). São Paulo , SP, Brasil
• Pesquisadores principais: Helder Takashi Imoto Nakaya ; João Ricardo Sato
• Pesquisadores associados: Abner Cardoso Rodrigues Neto ; Alexandre Alarcon Steiner ; Alexandre Galvão Patriota ; Andrea Parolin Jackowski ; Ariel Mariano Silber ; Carlos Alberto Moreira Filho ; Carlos Eduardo Ferreira ; Claudinei Eduardo Biazoli Junior ; Cristina Gomes Fernandes ; Daniel Yasumasa Takahashi ; David Corrêa Martins Junior ; Elisa Harumi Kozasa ; Fabricio Martins Lopes ; Itamar de Souza Santos ; Joana Bisol Balardin ; João Paulo Papa ; José Carlos Farias Alves Filho ; Mari Cleide Sogayar ; Patricia Severino ; Rodrigo Affonseca Bressan ; Ronaldo Fumio Hashimoto ; Silvia Yumi Bando Takahara ; Thiago Mattar Cunha
• Auxílio(s) vinculado(s): 19/22845-9 - Abordagens computacionais com o objetivo de explorar interações intra e inter espécies e seu papel em todos os domínios da vida, AP.R SPRINT
• Bolsa(s) vinculada(s): 23/13418-5 - Inferências sobre o acoplamento de redes cerebrais intersujeitos em crianças durante tarefas cooperativas: um estudo de espectroscopia no infravermelho próximo, BP.TT; 23/12217-6 - A relevância de canais de curta distância no desenvolvimento de espectroscopia funcional no infravermelho próximo: avaliação em redes funcionais, BP.TT; 21/10289-4 - Implementação de algoritmos eficientes para estatística de redes, BP.IC; + mais bolsas vinculadas 20/13595-6 - Análise das evidências cognitivas, comportamentais e de neuroimagem para a teoria do cérebro masculino extremo no autismo, BP.MS; 19/26284-1 - Criando um grafo de conhecimento biológico através do Wikidata com foco no projeto Human Cell Atlas, BP.DR; 20/02415-7 - StatGraph 2.0 e um massivo curso online gratuito (MOOC), BP.PD; 19/17907-5 - Inferências de conexões intercerebrais com utilização de espectroscopia de infravermelho próximo: investigação de interações adulto-criança, BP.DD; 19/16418-0 - Meta-análise de redes gênicas associadas às infecções virais humanas, BP.DD; 19/14879-0 - Investigação dos correlatos neurais da leitura e escrita em crianças: um estudo baseado em fNIRS, BP.IC; 19/12098-1 - Análise de dados de imagens ressonância magnética funcional de pacientes diagnosticados com Esquizofrenia, BP.IC - menos bolsas vinculadas
• Assunto(s): Aprendizado computacional Biologia computacional Neurociências Big data Biologia de sistemas Estatística computacional
• Palavra(s)-Chave do Pesquisador: Aprendizagem de Maquina | big data | bioinformática | biologia de sistemas | estatística computacional | Neurociência | Estatística computacional

Resumo

A importância da Estatística nas ciências naturais é inquestionável. A Estatística é essencial para analisar dados de forma apropriada e também obter conclusões confiáveis. No entanto, pouco se é conhecido sobre métodos estatísticos formais em grafos e suas propriedades teóricas mesmo com o aumento no número de artigos relacionados com redes do mundo real (por ex., redes funcionais de cérebro, redes de interação proteína-proteína, redes de interação social). Redes são geralmente analisadas usando algoritmos computacionais baseados na teoria do grafos, como cálculo de medidas de centralidades (importância relativa dos vértices e/ou arestas) ou identificação de padrões estruturais (motivos). O principal problema com esta abordagem é o fato de redes do mundo real apresentarem flutuações intrínsecas (ruído aleatório) que os algoritmos tradicionais não levam em consideração. Portanto, métodos com perspectiva estatística podem auxiliar e complementar essas análises. A proposta deste projeto é de desenvolver desde a teoria e métodos estatístico-computacionais para grafos como também aplica-los em dados do mundo real, como as advindas da biologia molecular, neuroimagem e dados cardíacos. O desenvolvimento deste projeto será essencial para obter novos insights, solidificar a cooperação entre os pesquisadores e melhorar a qualidade na pesquisa dos grupos envolvidos. A longo prazo, pretendemos consolidar a área de Estatística de Redes, formar grupos de pesquisadores altamente qualificados, e finalmente, construir um Centro de Estatística de Redes no Brasil. Este centro atuará tanto no desenvolvimento teórico e de novas metodologias quanto nas aplicações em problemas das ciências da saúde. (AU)

Publicações científicas

(85)

(Referências obtidas automaticamente do Web of Science e do SciELO, por meio da informação sobre o financiamento pela FAPESP e o número do processo correspondente, incluída na publicação pelos autores)

MARCOS ANTÔNIO MACÊDO; JOÃO RICARDO SATO; RODRIGO A. BRESSAN; PEDRO MARIO PAN. Adolescent depression and resting-state fMRI brain networks: a scoping review of longitudinal studies. Revista Brasileira de Psiquiatria, 2022-07-15. (14/50917-0, 18/04654-9, 18/21934-5)

BRANDAO, W. N.; DE OLIVEIRA, M. G.; ANDREONI, R. T.; NAKAYA, H.; FARIAS, A. S.; PERON, J. P. S.. Neuroinflammation at single cell level: What is new?. Journal of Leukocyte Biology, AUG 2020. (13/08216-2, 18/21934-5, 17/50137-3, 17/26170-0, 12/19278-6, 17/22504-1, 17/21363-5, 18/14933-2, 19/06372-3)

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, 2020-03-02. (18/21934-5, 15/01587-0, 16/13422-9)

MENDES, SERGIO LEONARDO; LOPEZ PINAYA, WALTER HUGO; PAN, PEDRO; SATO, JOAO RICARDO. Estimating Gender and Age from Brain Structural MRI of Children and Adolescents: A 3D Convolutional Neural Network Multitask Learning Model. COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, v. 2021, MAY 26 2021. (18/21934-5, 18/04654-9)

ARIAS-CARRASCO, RAUL; GIDDALURU, JEEVAN; CARDOZO, LUCAS E.; MARTINS, FELIPE; MARACAJA-COUTINHO, VINICIUS; NAKAYA, HELDER I.. OUTBREAK: a user-friendly georeferencing online tool for disease surveillance. Biological Research, v. 54, n. 1, JUL 8 2021. (18/14933-2, 13/08216-2, 19/16419-7, 18/21934-5, 17/50137-3)

GARCIA-DIAS, RAFAEL; SCARPAZZA, CRISTINA; BAECKER, LEA; VIEIRA, SANDRA; PINAYA, WALTER H. L.; CORVIN, AIDEN; REDOLFI, ALBERTO; NELSON, BARNABY; CRESPO-FACORRO, BENEDICTO; MCDONALD, COLM; et al. Neuroharmony: A new tool for harmonizing volumetric MRI data from unseen scanners. NeuroImage, v. 220, OCT 15 2020. (18/21934-5, 18/04654-9)

GONZALEZ-DIAS, PATRICIA; LEE, EVA K.; SORGI, SARA; DE LIMA, DIOGENES S.; URBANSKI, ALYSSON H.; SILVEIRA, EDUARDO LV; NAKAYA, HELDER I.. Methods for predicting vaccine immunogenicity and reactogenicity. HUMAN VACCINES & IMMUNOTHERAPEUTICS, v. 16, n. 2, DEC 2019. (13/08216-2, 18/21934-5, 18/14933-2)

SATO, JOAO RICARDO; BIAZOLI JR, CLAUDINEI EDUARDO; MOURA, LUCIANA MONTEIRO; CROSSLEY, NICOLAS; ZUGMAN, ANDRE; PICON, FELIPE ALMEIDA; HOEXTER, MARCELO QUEIROZ; AMARO JR, EDSON; MIGUEL, EURIPEDES CONSTANTINO; ROHDE, LUIS AUGUSTO; et al. Association Between Fractional Amplitude of Low-Frequency Spontaneous Fluctuation and Degree Centrality in Children and Adolescents. BRAIN CONNECTIVITY, v. 9, n. 5, p. 379-387, JUN 1 2019. (16/04983-7, 13/08531-5, 18/21934-5, 14/50917-0, 18/04654-9)

JARDIM, VINICIUS CARVALHO; SANTOS, SUZANA DE SIQUEIRA; FUJITA, ANDRE; BUCKERIDGE, MARCOS SILVEIRA. BioNetStat: A Tool for Biological Networks Differential Analysis. FRONTIERS IN GENETICS, v. 10, JUN 21 2019. (14/50884-5, 18/21934-5, 16/13422-9, 15/21162-4, 08/57908-6)

RIBEIRO, ADELE HELENA; VIDAL, MACIEL CALEBE; SATO, JOAO RICARDO; FUJITA, ANDRE. Granger Causality among Graphs and Application to Functional Brain Connectivity in Autism Spectrum Disorder. Entropy, v. 23, n. 9, SEP 2021. (18/04654-9, 18/21934-5)

IWASHITA, ADRIANA SAYURI; RODRIGUES, DOUGLAS; GASTALDELLO, DANILO SINKITI; DE SOUZA, ANDRE NUNES; PAPA, JOAO PAULO. An incremental Optimum-Path Forest classifier and its application to non-technical losses identification. COMPUTERS & ELECTRICAL ENGINEERING, v. 95, OCT 2021. (14/12236-1, 19/07665-4, 18/21934-5, 17/02286-0, 13/07375-0)

REBELLO, KEILA; MOURA, LUCIANA M.; XAVIER, GABRIELA; SPINDOLA, LETICIA M.; CARVALHO, CAROLINA MUNIZ; HOEXTER, MARCELO QUEIROZ; GADELHA, ARY; PICON, FELIPE; PAN, PEDRO MARIO; ZUGMAN, ANDRE; et al. Association between spontaneous activity of the default mode network hubs and leukocyte telomere length in late childhood and early adolescence. JOURNAL OF PSYCHOSOMATIC RESEARCH, v. 127, DEC 2019. (13/08531-5, 18/21934-5, 14/50917-0, 14/07280-1, 18/04654-9)

SATO, JOAO RICARDO; BIAZOLI, CLAUDINEI EDUARDO; ZUGMAN, ANDRE; PAN, PEDRO MARIO; ARANTES BUENO, ANA PAULA; MOURA, LUCIANA MONTEIRO; GADELHA, ARY; PICON, FELIPE ALMEIDA; AMARO JR, EDSON; SALUM, GIOVANNI ABRAHAO; et al. Long-term stability of the cortical volumetric profile and the functional human connectome throughout childhood and adolescence. European Journal of Neuroscience, v. 54, n. 6, SEP 2021. (18/21934-5, 16/19376-9, 13/08531-5, 14/50917-0, 18/04654-9)

TRAMBAIOLLI, LUCAS R.; TOSSATO, JULIANA; CRAVO, ANDRE M.; BIAZOLI, JR., CLAUDINEI E.; SATO, JOAO R.. Subject-independent decoding of affective states using functional near-infrared spectroscopy. PLoS One, v. 16, n. 1, JAN 7 2021. (18/21934-5, 18/04654-9, 15/17406-5, 17/05225-1)

PINTO, BRUNA G. G.; OLIVEIRA, ANTONIO E. R.; SINGH, YOUVIKA; JIMENEZ, LEANDRO; GONCALVES, ANDRE N. A.; OGAVA, RODRIGO L. T.; CREIGHTON, RACHEL; SCHATZMANN PERON, JEAN PIERRE; NAKAYA, I, HELDER. ACE2 Expression Is Increased in the Lungs of Patients With Comorbidities Associated With Severe COVID-19. Journal of Infectious Diseases, v. 222, n. 4, p. 556-563, AUG 15 2020. (12/19278-6, 18/14933-2, 18/21934-5, 13/08216-2, 17/50137-3)

HEINZE, RAFAEL ALVES; VANZELLA, PATRICIA; ZIMEO MORAIS, GUILHERME AUGUSTO; SATO, JOAO RICARDO. Hand motor learning in a musical context and prefrontal cortex hemodynamic response: a functional near-infrared spectroscopy (fNIRS) study. COGNITIVE PROCESSING, v. 20, n. 4, p. 507-513, NOV 2019. (18/21934-5, 18/04654-9)

VATTIMO, EDOARDO F. Q.; BARROS, VIVIAN B.; REQUENA, GUARACI; SATO, JOAO R.; FATORI, DANIEL; MIGUEL, EURIPEDES C.; SHAVITT, ROSELI G.; HOEXTER, MARCELO Q.; BATISTUZZO, MARCELO C.. Caudate volume differences among treatment responders, non-responders and controls in children with obsessive-compulsive disorder. EUROPEAN CHILD & ADOLESCENT PSYCHIATRY, v. 28, n. 12, p. 1607-1617, DEC 2019. (13/08531-5, 18/21934-5, 18/04654-9, 14/50917-0, 09/09949-8)

SIQUEIRA, RODRIGO A. DE O.; STEFANES, MARCO A.; ROZANTE, LUIZ C. S.; MARTINS-JR, DAVID C.; DE SOUZA, JORGE E. S.; ARAUJO, ELOI; GERVASI, O; MURGANTE, B; MISRA, S; GARAU, C; et al. Multi-GPU Approach for Large-Scale Multiple Sequence Alignment. COMPUTATIONAL SCIENCE AND ITS APPLICATIONS, ICCSA 2021, PT I, v. 12949, p. 16-pg., 2021-01-01. (18/21934-5, 18/18560-6)

SOARES JR, RAIMUNDO DA SILVA; LUKASOVA, KATERINA; CARTHERY-GOULART, MARIA TERESA; SATO, JOAO RICARDO. Student's Perspective and Teachers' Metacognition: Applications of Eye-Tracking in Education and Scientific Research in Schools. FRONTIERS IN PSYCHOLOGY, v. 12, JUL 22 2021. (19/25795-2, 18/04654-9, 18/21934-5)

JANZEN, THENILLE BRAUN; DE OLIVEIRA, BRUNA; FERREIRA, GIULIA VENTORIM; SATO, JOAO R.; FEITOSA-SANTANA, CLAUDIA; VANZELLA, PATRICIA. The effect of background music on the aesthetic experience of a visual artwork in a naturalistic environment. PSYCHOLOGY OF MUSIC, v. N/A, p. 17-pg., 2022-03-17. (18/21934-5)

PIRES, RAFAEL G.; SANTOS, DANIEL S.; SOUZA, GUSTAVO B.; LEVADA, ALEXANDRE L. M.; PAPA, JOAO PAULO; TETKO, IV; KURKOVA, V; KARPOV, P; THEIS, F. A Sparse Filtering-Based Approach for Non-blind Deep Image Denoising. ARTIFICIAL NEURAL NETWORKS AND MACHINE LEARNING - ICANN 2019: WORKSHOP AND SPECIAL SESSIONS, v. 11731, p. 12-pg., 2019-01-01. (14/16250-9, 14/12236-1, 16/19403-6, 18/21934-5)

LUSCHER-DIAS, THOMAZ; SIQUEIRA DALMOLIN, RODRIGO JULIANI; AMARAL, PAULO DE PAIVA; ALVES, TIAGO LUBIANA; SCHUCH, VIVIANE; FRANCO, GLORIA REGINA; NAKAYA, HELDER I.. The evolution of knowledge on genes associated with human diseases. ISCIENCE, v. 25, n. 1, p. 22-pg., 2022-01-21. (18/14933-2, 18/21934-5)

CUNHA, MATEUS TRINCONI; DE SOUZA BORGES, ANA PAULA; JARDIM, VINICIUS CARVALHO; FUJITA, ANDRE; DE CASTRO JR, GILBERTO. Predicting survival in metastatic non-small cell lung cancer patients with poor ECOG-PS: A single-arm prospective study. CANCER MEDICINE, v. N/A, p. 11-pg., 2022-09-26. (15/22814-5, 16/20187-6, 18/21934-5, 19/03615-2)

SOARES JR, RAIMUNDO DA SILVA; OKU, AMANDA YUMI AMBRIOLA; BARRETO, CANDIDA S. F.; SATO, JOAO RICARDO. Applying functional near-infrared spectroscopy and eye-tracking in a naturalistic educational environment to investigate physiological aspects that underlie the cognitive effort of children during mental rotation tests. FRONTIERS IN HUMAN NEUROSCIENCE, v. 16, p. 14-pg., 2022-08-12. (18/21934-5, 19/17907-5, 18/04654-9)

GUZMAN, GROVER E. C.; STADLER, PETER F.; FUJITA, ANDRE. Efficient eigenvalue counts for tree-like networks. JOURNAL OF COMPLEX NETWORKS, v. 10, n. 5, p. 15-pg., 2022-08-23. (20/08343-8, 19/22845-9, 18/21934-5)

BRUIN, WILLEM B.; TAYLOR, LUKE; THOMAS, RAJAT M.; SHOCK, JONATHAN P.; ZHUTOVSKY, PAUL; ABE, YOSHINARI; ALONSO, PINO; AMEIS, STEPHANIE H.; ANTICEVIC, ALAN; ARNOLD, PAUL D.; et al. Structural neuroimaging biomarkers for obsessive-compulsive disorder in the ENIGMA-OCD consortium: medication matters. TRANSLATIONAL PSYCHIATRY, v. 10, n. 1, p. 12-pg., 2020-10-08. (11/21357-9, 18/04654-9, 18/21934-5)

BRANDAO, W. N.; DE OLIVEIRA, M. G.; ANDREONI, R. T.; NAKAYA, H.; FARIAS, A. S.; PERON, J. P. S.. Neuroinflammation at single cell level: What is new?. Journal of Leukocyte Biology, v. 108, n. 4, p. 9-pg., 2020-08-10. (17/22504-1, 13/08216-2, 18/14933-2, 19/06372-3, 17/21363-5, 17/26170-0, 12/19278-6, 17/50137-3, 18/21934-5)

AQUIME GONCALVES, ANDRE NICOLAU; MASO, VANESSA ESCOLANO; SANTOS DE CASTRO, ICARO MAIA; VASCONCELOS, AMANDA PEREIRA; TOMIO OGAVA, RODRIGO LUIZ; NAKAYA, HELDER, I. High-Throughput Transcriptome Analysis for Investigating Host-Pathogen Interactions. JOVE-JOURNAL OF VISUALIZED EXPERIMENTS, v. N/A, n. 181, p. 22-pg., 2022-03-01. (18/14933-2, 13/08216-2, 19/13880-5, 19/16418-0, 19/27146-1, 12/19278-6, 20/05284-0, 17/50137-3, 18/21934-5)

OKU, AMANDA YUMI AMBRIOLA; SATO, JOAO RICARDO. Predicting Student Performance Using Machine Learning in fNIRS Data. FRONTIERS IN HUMAN NEUROSCIENCE, v. 15, FEB 5 2021. (19/17907-5, 18/04654-9, 18/21934-5)

GUZMAN, GROVER E. CASTRO; FUJITA, ANDRE. Convolution-based linear discriminant analysis for functional data classification. INFORMATION SCIENCES, v. 581, p. 469-478, DEC 2021. (18/17996-5, 18/21934-5, 20/01479-1)

DE SOUZA, RENATO WILLIAM R.; DE OLIVEIRA, JOAO VITOR CHAVES; PASSOS, JR., LEANDRO A.; DING, WEIPING; PAPA, JOAO P.; DE ALBUQUERQUE, VICTOR HUGO C.. A Novel Approach for Optimum-Path Forest Classification Using Fuzzy Logic. IEEE TRANSACTIONS ON FUZZY SYSTEMS, v. 28, n. 12, p. 3076-3086, DEC 2020. (13/07375-0, 17/25908-6, 18/21934-5, 16/19403-6, 14/12236-1)

MARCOS ANTÔNIO MACÊDO; JOÃO RICARDO SATO; RODRIGO A. BRESSAN; PEDRO MARIO PAN. Adolescent depression and resting-state fMRI brain networks: a scoping review of longitudinal studies. Revista Brasileira de Psiquiatria, v. 44, n. 4, p. 420-433, 2022-07-15. (18/21934-5, 14/50917-0, 18/04654-9)

SOARES JR, RAIMUNDO DA SILVA; BARRETO, CANDIDA; SATO, JOAO R.. Perspectives in eye-tracking technology for applications in education. SOUTH AFRICAN JOURNAL OF CHILDHOOD EDUCATION, v. 13, n. 1, p. 8-pg., 2023-06-19. (18/04654-9, 18/21934-5)

SANTOS, MARCUS VINICIUS C.; FELTRIN, ARTHUR S. S.; COSTA-AMARAL, ISABELE C. C.; TEIXEIRA, LILIANE R. R.; PERINI, JAMILA A. A.; MARTINS JR, DAVID C. C.; LARENTIS, ARIANE L. L.. Network Analysis of Biomarkers Associated with Occupational Exposure to Benzene and Malathion. INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, v. 24, n. 11, p. 18-pg., 2023-05-28. (18/18560-6, 18/21934-5)

SALVATORE, FELIPE DE SOUZA; FINGER, MARCELO; HIRATA JR, ROBERTO; PATRIOTA, ALEXANDRE G.. A resampling-based method to evaluate NLI models. NATURAL LANGUAGE ENGINEERING, v. N/A, p. 28-pg., 2023-06-09. (15/24485-9, 14/12236-1, 19/07665-4, 15/21880-4, 18/21934-5, 15/22308-2)

DA SILVA FERREIRA BARRETO, CANDIDA; ZIMEO MORAIS, GUILHERME AUGUSTO; VANZELLA, PATRICIA; SATO, JOAO RICARDO. Combining the intersubject correlation analysis and the multivariate distance matrix regression to evaluate associations between fNIRS signals and behavioral data from ecological experiments. Experimental Brain Research, v. 238, n. 10, AUG 2020. (18/21934-5, 18/04654-9)

BAECKER, LEA; DAFFLON, JESSICA; DA COSTA, PEDRO F.; GARCIA-DIAS, RAFAEL; VIEIRA, SANDRA; SCARPAZZA, CRISTINA; CALHOUN, VINCE D.; SATO, JOAO R.; MECHELLI, ANDREA; PINAYA, WALTER H. L.. Brain age prediction: A comparison between machine learning models using region- and voxel-based morphometric data. Human Brain Mapping, v. 42, n. 8, MAR 2021. (18/21934-5, 18/04654-9)

PASSOS, LEANDRO APARECIDO S.; JODAS, DANILO S.; RIBEIRO, LUIZ C. F.; AKIO, MARCO; DE SOUZA, ANDRE NUNES; PAPA, JOAO PAULO. Handling imbalanced datasets through Optimum-Path Forest. KNOWLEDGE-BASED SYSTEMS, v. 242, p. 13-pg., 2022-04-22. (18/21934-5, 14/12236-1, 20/12101-0, 19/18287-0, 19/07665-4, 17/02286-0, 13/07375-0)

NOGUEIRA, MATEUS G.; SILVESTRIN, MATEUS; BARRETO, CANDIDA S. F.; SATO, JOAO RICARDO; MESQUITA, RICKSON C.; BIAZOLI, CLAUDINEI; BAPTISTA, ABRAHAO F.. Differences in brain activity between fast and slow responses on psychomotor vigilance task: an fNIRS study. BRAIN IMAGING AND BEHAVIOR, v. N/A, p. 12-pg., 2022-01-29. (16/24951-2, 18/21934-5)

DOS SANTOS, PEDRO MACHADO NERY; MENDES, SERGIO LEONARDO; BIAZOLI, CLAUDINEI; GADELHA, ARY; SALUM, GIOVANNI ABRAHAO; MIGUEL, EURIPEDES CONSTANTINO; ROHDE, LUIS AUGUSTO; SATO, JOAO RICARDO. Assessing atypical brain functional connectivity development: An approach based on generative adversarial networks. FRONTIERS IN NEUROSCIENCE, v. 16, p. 12-pg., 2023-01-09. (22/07782-3, 18/04654-9, 20/04119-6, 14/50917-0, 21/05332-8, 18/21934-5)

AL-SHARADQAH, ALI A.; PATRIOTA, ALEXANDRE G.. On estimating the boundaries of a uniform distribution under additive measurement errors. JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, v. 92, n. 10, p. 29-pg., 2022-02-04. (18/21934-5)

TOVAR, CARLOS R. P.; MARTINS-, DAVID C., JR.; ROZANTE, LUIZ C. S.; ARAUJO, ELOI; IEEE COMP SOC. A Method for Computing Attractor Fields in Coupled Boolean Networks. 2022 IEEE 22ND INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOENGINEERING (BIBE 2022), v. N/A, p. 6-pg., 2022-01-01. (18/18560-6, 18/21934-5)

QUEIROZ DE PAIVA, JOSELISA PERES; MAGALHAES, SAMIR CAMARA; MOURA, LUCIANA MONTEIRO; SATO, JOAO RICARDO; AMARO JR, EDSON; STERR, ANNETTE; SCHLAFFKE, LARA; ECKELI, ALAN LUIZ; PRADO, GILMAR FERNANDES; CONFORTO, ADRIANA BASTOS. Sensorimotor white matter projections and disease severity in primary Restless Legs Syndrome/Willis-Ekbom disease: a multimodal DTI analysis. Sleep Medicine, v. 73, p. 11-pg., 2020-09-01. (18/04654-9, 18/21934-5)

MORETTI, EDUARDO H.; RODRIGUES, ABNER C.; MARQUES, BRUNO V.; TOTOLA, LEONARDO T.; FERREIRA, CAROLINE B.; BRITO, CAMILA F.; MATOS, CAROLINE M.; DA SILVA, FILIPE A.; SANTOS, ROBSON A. S.; LOPES, LUCIANA B.; et al. Autoregulation of blood flow drives early hypotension in a rat model of systemic inflammation induced by bacterial lipopolysaccharide. PNAS NEXUS, v. 2, n. 2, p. 13-pg., 2023-02-01. (18/13877-1, 20/00631-4, 18/03418-0, 20/09399-7, 15/23376-1, 18/21934-5)

JODAS, DANILO SAMUEL; PASSOS, LEANDRO APARECIDO; ADEEL, AHSAN; PAPA, JOAO PAULO; IEEE. PL-kNN: A Parameterless Nearest Neighbors Classifier. 2022 29TH INTERNATIONAL CONFERENCE ON SYSTEMS, SIGNALS AND IMAGE PROCESSING (IWSSIP), v. N/A, p. 4-pg., 2022-01-01. (14/12236-1, 19/07665-4, 17/02286-0, 19/18287-0, 18/21934-5)

AGUIAR, RENATO S.; POHL, FABIO; MORAIS, GUILHERME L.; NOGUEIRA, FABIO C. S.; DE CARVALHO, JOSEANE B.; GUIDA, LETICIA; ARGE, LUIS W. P.; MELO, ADRIANA; MOREIRA, MARIA E. L.; CUNHA, DANIELA P.; et al. Molecular alterations in the extracellular matrix in the brains of newborns with congenital Zika syndrome. SCIENCE SIGNALING, v. 13, n. 635, p. 13-pg., 2020-06-09. (13/08216-2, 17/50137-3, 18/14933-2, 18/21934-5, 12/19278-6)

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