DCM FFCLRP USP
Zhao Liang

Titulação: Prof Titular



Apresentacao:

Recebeu seu BS, em 1988, pela Universidade de Wuhan, China, e concluiu seus mestrado e doutorado pelo Instituto Tecnológico de Aeronáutica (ITA) em 1996 e 1998, respectivamente, todos em Ciência da Computação. Em 2000, ele se juntou ao corpo docente do Instituto de Ciências Matemáticas e de Computação (ICMC) da Universidade de São Paulo (USP), São Carlos. Atualmente, ele é Professor Titular do Departamento de Computação e Matemática (DCM), Faculdade de Filosofia, Ciências e Letras de Ribeirão Preto (FFCLRP), Universidade de São Paulo (USP). Entre 2003 e 2004, ele foi Pesquisador Visitante na Arizona State University, EUA. Ele possui experiência na área de Ciência da Computação, atuando principalmente nos seguintes temas: redes neurais artificiais, redes complexas, inteligência artificial, bioinformática e reconhecimento de padrões. O Dr. Zhao Liang é orientador de mestrado e doutorado. Ele foi Editor Associado na IEEE Transactions on Neural Networks and Learning Systems e atualmente ele é Editor Associado na Neural Networks. O Dr. Zhao Liang foi líder do grupo de pesquisa e coordenador do laboratório da Computação Bioinspirada (BIOCOM) do ICMC/USP. Além disso, ele serve como Program Chair de diversos congressos internacionais. O Dr. Zhao Liang é Senior Member do IEEE e membro da INNS e SBC. Entre vários prêmios científicos recebidos, destaca a tese de doutorado do Dr. Thiago Christiano Silva, sob orientação do Dr. Zhao Liang, que recebeu o Prêmio Capes de Tese 2013 na área de Ciência da Computação e o Prêmio Tese Destaque USP 2013 na grande área de Ciências Exatas e da Terra. O artigo \"Stochastic Competitive Learning in Complex Networks\" publicado no IEEE Transactions on Neural Networks and Learning Systems foi destaque pela IEEE Computational Intelligence Magzine (vol. 7, no. 3, 2012).


Telefones :

+55 (16) 3315-0569 - (Sala docente )


E-mail: zhao at usp.br


Área: Computação


Área de Pesquisa:

Redes neurais artificiais, redes complexas, inteligência artificial, bioinformática e reconhecimento de padrões


Grupo de pesquisa:

Laboratório de Sistemas Computacionais Complexos - LSCC


Currículo Lattes

Artigos completos publicados em periódicos

CUPERTINO, THIAGO H. ; ZHAO, LIANG ; CARNEIRO, MURILLO G. ; Network-based supervised data classification by using an heuristic of ease of access. Neurocomputing (Amsterdam), v. 149, p. 86-92, 2014

SILVA, THIAGO C. ; ZHAO, LIANG ; High-level pattern-based classification via tourist walks in networks. Information Sciences, v. 294, p. 109-126, 2015

CUPERTINO, THIAGO H. ; GUELERI, ROBERTO ; ZHAO, LIANG ; A semi-supervised classification technique based on interacting forces. Neurocomputing (Amsterdam), v. 127, p. 43-51, 2013

Breve, Fabricio A. ; ZHAO, LIANG ; Quiles, Marcos G. ; Particle Competition and Cooperation for Semi-Supervised Learning with Label Noise. Neurocomputing (Amsterdam), v. 160, p. 63-72, 2015

Liang, Xiaoming ; ZHAO, LIANG ; Phase-Noise-Induced Resonance in Arrays of Coupled Excitable Neural Models. IEEE Transactions on Neural Networks and Learning Systems, v. 24, p. 1339-1345, 2013

CUPERTINO, THIAGO H. ; SILVA, THIAGO C. ; ZHAO, LIANG ; Classification of multiple observation sets via network modularity. Neural Computing & Applications (Internet), v. 23, p. 1923-1929, 2013

VEGA-OLIVEROS, DIDIER A ; BERTON, LILIAN ; EBERLE, ANDRE MANTINI ; LOPES, ALNEU DE ANDRADE ; ZHAO, LIANG ; Regular graph construction for semi-supervised learning. Journal of Physics. Conference Series (Online), v. 490, p. 012022-, 2014

CARNEIRO, M. G. ; Zhao, Liang ; LOPES, A. A. ; ROSA, J. L. G. ; Network-based data classification: combining K-associated optimal graphs and high-level prediction. Journal of The Brazilian Computer Society (Online), v. 20, p. 1-14, 2014

CUPERTINO, THIAGO H. ; HUERTAS, JEAN ; ZHAO, LIANG ; Data clustering using controlled consensus in complex networks. Neurocomputing (Amsterdam), v. 118, p. 132-140, 2013

Liang, Xiaoming ; ZHAO, LIANG ; Effect of nonidentical signal phases on signal amplification of two coupled excitable neurons. Neurocomputing (Amsterdam), v. 127, p. 21-29, 2013

SILVA, THIAGO CHRISTIANO ; ZHAO, LIANG ; Uncovering overlapping cluster structures via stochastic competitive learning. Information Sciences, v. 247, p. 40-61, 2013

LIANG, X. ; YANSHUK, S. ; ZHAO, LIANG ; Gating-signal propagation by a feed-forward neural motif. Physical Review. E, Statistical, Nonlinear, and Soft Matter Physics (Print), v. 88, p. 012910-, 2013

BERTINI, JOÃO ROBERTO ; ZHAO, LIANG ; LOPES, ALNEU A. ; An incremental learning algorithm based on the K-associated graph for non-stationary data classification. Information Sciences, v. 246, p. 52-68, 2013

SILVA, THIAGO ; ZHAO, LIANG ; CUPERTINO, THIAGO H. ; Handwritten Data Clustering Using Agents Competition in Networks. Journal of Mathematical Imaging and Vision (Dordrecht. Online), v. 45, p. 264-276, 2013

SILVA, T. C. ; ZHAO, LIANG ; Detecting and preventing error propagation via competitive learning. Neural Networks, v. 41, p. 70-84, 2013

Breve, Fabricio A. ; Zhao, L. ; Fuzzy Community Structure Detection by Particle Competition and Cooperation. Soft Computing (Berlin. Print), v. 1, p. 1-15, 2012

LIANG, X. ; ZHAO, L ; Phase-disorder-induced firing activity in excitable neuronal networks with attractive and repulsive coupling. Neural Networks, v. 35, p. 40-45, 2012

LIANG, X. ; L. ZHAO ; LIU, Z. ; Enhancing weak signal transmission through a feedforward network. IEEE Transactions on Neural Networks and Learning Systems, v. 23, p. 1506-1512, 2012

LIANG, X. ; L. ZHAO ; LIU, Z. ; Signal amplification of active rotators with phase-shifted coupling. The European Physical Journal. B, Condensed Matter Physics (Print), v. 85, p. 219-224, 2012

LIANG, X. ; L. ZHAO ; LIU, Z. ; Optimal signal amplification in weighted scale-free networks. Chaos (Woodbury, N.Y.), v. 22, p. 023128_1-023128_7, 2012

SILVA, T. C. ; L. ZHAO ; Network-Based High Level Data Classification. IEEE Transactions on Neural Networks and Learning Systems, v. 23, p. 954-970, 2012

BERTINI JUNIOR, J. R. ; LOPES, A. A. ; L. ZHAO ; Partially Labeled Data Stream Classification with the Semi-Supervised K-associated Graph. Journal of the Brazilian Computer Society (Impresso), v. 18, p. 1-12, 2012

SILVA, T. C. ; L. ZHAO ; Stochastic Competitive Learning in Complex Networks. IEEE Transactions on Neural Networks and Learning Systems, v. 23, p. 385-398, 2012

SILVA, T. C. ; L. ZHAO ; Network-Based Stochastic Semisupervised Learning. IEEE Transactions on Neural Networks and Learning Systems, v. 23, p. 451-466, 2012

LIANG, X. ; L. ZHAO ; LIU, Z. ; Phase-noise-induced resonance in a single neuronal system. Physical Review. E, Statistical, Nonlinear, and Soft Matter Physics (Print), v. 84, p. 031916-, 2011

BERTINI JUNIOR, J. R. ; L. ZHAO ; MOTTER, A e ; LOPES, A. A. ; A Nonparametric Classification Method based on K-Associated Graphs. Information Sciences, v. 181, p. 5435-5456, 2011

BREVE, F. A. ; L. ZHAO ; QUILES, M. ; Pedrycz W. ; LIU, J. ; Particle Competition and Cooperation in Networks for Semi-Supervised Learning. IEEE Transactions on Knowledge and Data Engineering (Print), v. 24, p. 1686-1698, 2012

SILVA, T. C. ; L. ZHAO ; Semi-Supervised Learning Guided by the Modularity Measure in ComplexNetworks. Neurocomputing (Amsterdam), v. 78, p. 30-37, 2012

Quiles, Marcos G. ; WANG, D. ; L. ZHAO ; Romero, Roseli A.F. ; HUANG, D. ; Selecting salient objects in real scenes: An oscillatory correlation model. Neural Networks, v. 24, p. 54-64, 2011

Coca, Andre?s E. ; Tost, Gerard O. ; Zhao, Liang ; Characterizing chaotic melodies in automatic music composition. Chaos (Woodbury, N.Y.), v. 20, p. 033125-033125(12), 2010

Liang, Xiaoming ; Dhamala, Mukeshwar ; Zhao, Liang ; Liu, Zonghua ; Phase-disorder-induced double resonance of neuronal activity. Physical Review. E, Statistical, Nonlinear, and Soft Matter Physics (Print), v. 82, p. 010902_1-010902_4, 2010

Breve, Fabricio A. ; Zhao, Liang ; Quiles, Marcos G. ; Macau, Elbert E.N. ; Chaotic phase synchronization and desynchronization in an oscillator network for object selection. Neural Networks, v. 22, p. 728-737, 2009

Quiles, Marcos G. ; Zhao, Liang ; Breve, Fabricio A. ; Romero, Roseli A.F. ; A network of integrate and fire neurons for visual selection. Neurocomputing (Amsterdam), v. 72, p. 2198-2208, 2009

Delbem, Alexandre C.B. ; Correa, Leonardo Garcia ; Zhao, Liang ; Design of associative memories using cellular neural networks. Neurocomputing (Amsterdam), v. 72, p. 2180-2188, 2009

ZHAO, L ; CUPERTINO, T ; BERTINIJR, J ; Chaotic synchronization in general network topology for scene segmentation. Neurocomputing (Amsterdam), v. 71, p. 3360-3366, 2008

Quiles, Marcos G. ; Zhao, Liang ; Alonso, Ronaldo L. ; Romero, Roseli A. F. ; Particle competition for complex network community detection. Chaos (Woodbury), v. 18, p. 033107-033107(1-10), 2008

L. ZHAO;Zhao, L.;ZHAO, LIANG ; BREVE, F. A. ; Chaotic synchronization in 2D lattice for scene segmentation. Neurocomputing (Amsterdam), v. 71, p. 2761-2771, 2008

Cupertino T. H. ; L. ZHAO;Zhao, L.;ZHAO, LIANG ; Minimização de Congestionamento de Tráfego de Pacotes em Redes com Estruturas Complexas. REIC. Revista Eletrônica de Iniciação Científica, v. 2, p. 1-12, 2007

CORREA, L. C. ; DELBEM, A. C. B. ; L. ZHAO;Zhao, L.;ZHAO, LIANG ; ANÁLISE COMPARATIVA DE DESEMPENHO DE MEMÓRIAS ASSOCIATIVAS EM REDES NEURAIS CELULARES. Controle & Automação, v. 19, p. 250-462, 2008

L. ZHAO;Zhao, L.;ZHAO, LIANG ; Cupertino T. H. ; PARK, Kwangho ; LAI, Ying-cheng ; JIN, X. ; Optimal structure of complex networks for minimizing traffic congestion. Chaos (Woodbury), v. 17, p. 043103-1-043103-5, 2007

L. ZHAO;Zhao, L.;ZHAO, LIANG ; PARK, Kwangho ; LAI, Ying-cheng ; Cupertino T. H. ; Attack Induced Cascading Breakdown in Complex Networks. Journal of the Brazilian Computer Society, v. 13, p. 67-76, 2007

L. ZHAO;Zhao, L.;ZHAO, LIANG ; LAI, Ying-cheng ; SHIH, C W ; Transition to intermittent chaotic synchronization. Physical Review. E, Statistical, Nonlinear, and Soft Matter Physics (Print), USA, v. 72, p. 036212-1-036212-7, 2005

L. ZHAO;Zhao, L.;ZHAO, LIANG ; PARK, Kwangho ; LAI, Ying-cheng ; Tolerance of scale-free networks against attack-induced cascades. Physical Review. E, Statistical, Nonlinear, and Soft Matter Physics (Print), v. 72, p. 025104-1-025104-4, 2005

L. ZHAO;Zhao, L.;ZHAO, LIANG ; CÁCERES, J. C. G. ; SZU, H. ; DAMIANCE JUNIOR, A. P. G. ; Chaotic Dynamics for Multi-Value Content Addressable Memory. Neurocomputing (Amsterdam), German, v. 69, p. 1628-1636, 2006

LAI, Ying-cheng ; MOTTER, A e ; NISHIKAWA, T ; PARK, Kwangho ; L. ZHAO;Zhao, L.;ZHAO, LIANG ; Complex networks: Dynamics and security. Pramana (Bangalore), v. 64, p. 483-502, 2005

PARK, Kwangho ; LAI, Ying-cheng ; L. ZHAO;Zhao, L.;ZHAO, LIANG ; YE, Nong ; Jamming in complex gradient networks. Physical Review. E, Statistical, Nonlinear, and Soft Matter Physics (Print), v. 71, p. 065105-1-065105-4, 2005

L. ZHAO;Zhao, L.;ZHAO, LIANG ; LAI, Ying-cheng ; PARK, Kwangho ; YE, Nong ; Onset of Traffic Congestion in Complex Networks. Physical Review. E, Statistical, Nonlinear, and Soft Matter Physics (Print), v. 71, p. 026121-026128, 2005

L. ZHAO;Zhao, L.;ZHAO, LIANG ; LAI, Ying-cheng ; PARK, Kwangho ; Attack vulnerability of scale-free networks due to cascading breakdown. Physical Review. E, Statistical, Nonlinear, and Soft Matter Physics (Print), USA, v. 70, p. 035101-1-035101-4, 2004

DAMIANCEJR, A ; L. ZHAO ; CARVALHO, A ; A dynamical model with adaptive pixel moving for microarray images segmentation. Real-Time Imaging (Cessou em 2005), v. 10, p. 189-195, 2004

L. ZHAO;Zhao, L.;ZHAO, LIANG ; LAI, Ying-cheng ; WANG, R. ; GAO, J.-Y ; Limits to chaotic phase synchronization. Europhysics Letters (Print), v. 66, p. 324-330, 2004

L. ZHAO;Zhao, L.;ZHAO, LIANG ; deCarvalho, A.C.P.L.F. ; LI, Z. ; Pixel Clustering by Adaptive Pixel Moving and Chaotic Synchronization. IEEE Transactions on Neural Networks, v. 15, p. 1176-1185, 2004

L. ZHAO;Zhao, L.;ZHAO, LIANG ; FURUKAWA, R. A. ; CARVALHO, André C. P. L. F. de ; A network of coupled chaotic maps for adaptive multi-scale image segmentation. International Journal of Neural Systems, v. 13, p. 129-137, 2003

Zhao, L. ; Chaotic Synchronization for Scene Segmentation. International Journal of Modern Physics B, v. 17, p. 4387-4394, 2003

Liang Zhao, ; Macau, E.E.N. ; Zhao, L. ; A network of dynamically coupled chaotic maps for scene segmentation. IEEE Transactions on Neural Networks, v. 12, p. 1375-1385, 2001

L. ZHAO;Zhao, L.;ZHAO, LIANG ; scene segmentation by oscillatory correlation. Revista de Informática Teórica e Aplicada, Porto Alegre, v. VII, p. 73-88, 2000

Zhao, L. ; MACAU, E. E. N. ; Scene segmentation of the chaotic oscillator network. International Journal of Bifurcation and Chaos in Applied Sciences and Engineering, Singapore, v. 10, p. 1697-1708, 2000

Capítulos de livros publicados

BERTINI JUNIOR, J. R. ; LOPES, A. A. ; Motta Robson ; L. ZHAO ; Classification Based on the Optimal K-Associated Network. In: Jie Zhou. Complex Sciences. : Springer, 2009, v. 4, p. 1167-1177.

BREVE, F. A. ; L. ZHAO ; QUILES, M. ; Particle Competition in Complex Networks for Semi-supervised Classification. In: Jie Zhou. Complex Sciences. : Springer, 2009, v. 4, p. 163-174.

L. ZHAO;Zhao, L.;ZHAO, LIANG ; Modeling Complex Dynamical Systems for Image Segmentation. In: Yu-Jin Zhang. Advances in Image and Video Segmentation. Hershey, PA, USA: IRM Press (an imprint of Ideal Group Inc.), 2006, v. 1, p. 93-111.

Trabalhos completos publicados em anais de congressos

BERTINI, JOAO ROBERTO ; ZHAO, LIANG ; A Purity Measure Based Transductive Learning Algorithm. In: The Tenth International Symposium on Neural Networks (ISNN 2013), 2013, DaLian, Advances in Neural Networks Lecture Notes in Computer Science, 2013. p. 405-412.

ALVES NETO, F. ; ZHAO, LIANG ; On the data classification using complex network entropy. In: Encontro Nacional de Inteligência Artificial e Computacional (ENIAC 2014), 2014, São Carlos, Anais de Encontro Nacional de Inteligência Artificial e Computacional (ENIAC 2014), 2014. p. 53-58.

SOUSA, F. B. ; ZHAO, LIANG ; Metodologia baseada em redes complexas para an´alise das vota c oes de deputados brasileiros. In: Encontro Nacional de Intelig encia Artificial e Computacional (ENIAC 2014), 2014, São Carlos, Anais de Encontro Nacional de Intelig encia Artificial e Computacional (ENIAC 2014), 2014. p. 347-352.

SALAZAR, A. E. C. ; ZHAO, LIANG ; Rhythmic Pattern Extraction by Community Detection in Complex Networks. In: 2014 Brazilian Conference on Intelligent Systems (BRACIS 2014), 2014, São Carlos, Proceedings of 2014 Brazilian Conference on Intelligent Systems, 2014. p. 396-401.

SILVA, F. A. O. ; ZHAO, LIANG ; Recognizing Fractal Patterns using a Ring of Phase Oscillators. In: 2014 Brazilian Conference on Intelligent Systems (BRACIS 2014), 2014, São Carlos, Proceedings of 2014 Brazilian Conference on Intelligent Systems, 2014. p. 354-357.

BENICASA, A. X. ; Quiles, Marcos ; SILVA, THIAGO C. ; ZHAO, LIANG ; ROMERO, R. F. ; An Object-Based Visual Selection Model Combining Physical Features and Memory. In: 2014 Brazilian Conference on Intelligent Systems (BRACIS 2014), 2014, São Carlos, Proceedings of 2014 Brazilian Conference on Intelligent Systems, 2014. p. 234-240.

CUPERTINO, THIAGO H. ; ZHAO, LIANG ; Aprendizado de Máquina via Processo Dinâmico em Redes Complexas. In: Workshop of Theses and Dissertations (WTD) in SIBGRAPI 2014 - Conference on Graphics, Patterns and Images, 2014, Rio de Janeiro, Proceedings of Workshop of Theses and Dissertations (WTD) in SIBGRAPI 2014 - Conference on Graphics, Patterns and Images, 2014. p. 1-6.

GUELERI, ROBERTO ALVES ; ZHAO, LIANG ; Data clustering based on collective behavior and self-organization. In: Workshop of Theses and Dissertations (WTD) in SIBGRAPI 2014 - Conference on Graphics, Patterns and Images, 2014, Rio de Janeiro, Proceedings of Workshop of Theses and Dissertations (WTD) in SIBGRAPI 2014 - Conference on Graphics, Patterns and Images, 2014. p. 1-6.

SOUSA, F. B. ; ZHAO, LIANG ; Dynamical neural network with complex network community structure. In: Workshop of Theses and Dissertations (WTD) in SIBGRAPI 2014 - Conference on Graphics, Patterns and Images, 2014, Rio de Janeiro, Proceedings of Workshop of Theses and Dissertations (WTD) in SIBGRAPI 2014 - Conference on Graphics, Patterns and Images, 2014. p. 1-6.

CUPERTINO, THIAGO H. ; ZHAO, LIANG ; Machine learning via dynamical processes in complex networks. In: Congresso da Sociedade Brasileira da Computação (CSBC 2014), CTD XXVII Concurso de Teses e Dissertações, 2014, Brasilia, Anais do Congresso da Sociedade Brasileira da Computação (CSBC 2014), 2014. p. 412-417.

BENICASA, A. X. ; QUILES, M. ; ZHAO, LIANG ; ROMERO, R. F. ; Top-Down Biasing and Modulation for Object-Based Visual Attention. In: 20th International Conference on Neural Information Processing (ICONIP 2013), 2013, Daegu, Lecture Notes on Computer Science, 2013. p. 325-332.

Breve, Fabricio A. ; Zhao, Liang ; Semi-supervised Learning with Concept Drift Using Particle Dynamics Applied to Network Intrusion Detection Data. In: 1st BRICS Countries Congress (BRICS-CCI) and 11th Brazilian Congress (CBIC) on Computational Intelligence, 2013, Ipojuca - PE, Proceddings of the 1st BRICS Countries Congress (BRICS-CCI) and 11th Brazilian Congress (CBIC) on Computational Intelligence, 2013. p. 335-340.

CARNEIRO, M. G. ; Zhao, Liang ; High Level Classification Totally Based on Complex Networks. In: 1st BRICS Countries Congress (BRICS-CCI) and 11th Brazilian Congress (CBIC) on Computational Intelligence, 2013, Ipojuca - PE, Proceddings of the 1st BRICS Countries Congress (BRICS-CCI) and 11th Brazilian Congress (CBIC) on Computational Intelligence, 2013. p. 507-514.

ARAUJO, BILZA ; Zhao, Liang ; Selecting Nodes with Inhomogeneous Profile for Labeling for Network-Based Semi-supervised Learning. In: 1st BRICS Countries Congress (BRICS-CCI) and 11th Brazilian Congress (CBIC) on Computational Intelligence, 2013, Ipojuca - PE, Proceddings of the 1st BRICS Countries Congress (BRICS-CCI) and 11th Brazilian Congress (CBIC) on Computational Intelligence, 2013. p. 428-434.

SILVA, THIAGO C. ; Zhao, Liang ; Pattern-Based Classification via a High Level Approach Using Tourist Walks in Networks. In: 1st BRICS Countries Congress (BRICS-CCI) and 11th Brazilian Congress (CBIC) on Computational Intelligence, 2013, Ipojuca - PE, Proceddings of the 1st BRICS Countries Congress (BRICS-CCI) and 11th Brazilian Congress (CBIC) on Computational Intelligence, 2013. p. 284-289.

ANTIQUEIRA, L. ; Zhao, Liang ; Structural Relationships between Spiking Neural Networks and Functional Samples. In: 1st BRICS Countries Congress (BRICS-CCI) and 11th Brazilian Congress (CBIC) on Computational Intelligence, 2013, Ipojuca - PE, Proceedings of the 1st BRICS Countries Congress (BRICS-CCI) and 11th Brazilian Congress (CBIC) on Computational Intelligence, 2013. p. 46-54.

BERTINI, JOAO ROBERTO ; Zhao, Liang ; A comparison of two purity-based algorithms when applied to semi-supervised streaming data classification. In: 1st BRICS Countries Congress (BRICS-CCI) and 11th Brazilian Congress (CBIC) on Computational Intelligence, 2013, Ipojuca - PE, Proceddings of the 1st BRICS Countries Congress (BRICS-CCI) and 11th Brazilian Congress (CBIC) on Computational Intelligence, 2013. p. 21-27.

ARAUJO, B. M. ; ZHAO, LIANG ; Detecting and labeling representative nodes for Network-based Semi-Supervised Learning. In: International Joint Conference on Neural Networks (IJCNN2013), 2013, Dallas, Proceedings of International Joint Conference on Neural Networks (IJCNN2013), 2013. p. 1729-1736.

CUPERTINO, THIAGO H. ; ZHAO, LIANG ; Bias-Guided Random Walk for Network-Based Data Classification. In: 10th International Symposium on Neural Networks (ISNN2013), 2013, Dalian China, Lecture Notes in Computer Science (LNCS), 2013. p. 375-384.

CUPERTINO, THIAGO H. ; ZHAO, LIANG ; Semi-Supervised Learning Using Random Walk Limiting Probabilities. In: International Symposium on Neural Networks (ISNN2013), 2013, Dalian China, Lecture Notes in Computer Science (LNCS), 2013. p. 395-404.

SILVA, T. C. ; Zhao, L. ; Pattern Recognition using Complex Networks. In: SIBGRAPI 2012 - Workshop of Theses and Dissertations, 2012, Ouro Preto, Proceedings of XXV Conference on Graphics, Patterns and Images (SIBGRAPI 2012) - Workshop of Theses and Dissertations, 2012. p. 130-135.

Cupertino T. H. ; SILVA, T. C. ; ZHAO, L ; Multiple Images Set Classification via Network Modularity. In: SIBGRAPI 2012 - Conference on Graphics, Patterns and Images - Workshop of Theses and Dissertations, 2012, Ouro Preto, Proceedings of XXV Conference on Graphics, Patterns and Images (SIBGRAPI 2012) - Workshop of Theses and Dissertations, 2012. p. 124-129.

ALVES NETO, F. ; ZHAO, L ; Extração de Padrões de Imagens de Ultrassonografias Obstétricas utilizando Wavelets. In: SIBGRAPI 2012 - Conference on Graphics, Patterns and Images - Workshop of Undergraduate Works, 2012, Ouro Preto, Proceedings of the SIBGRAPI 2012 - Conference on Graphics, Patterns and Images - Workshop of Undergraduate Works, 2012. p. 77-80.

LIANG, X. ; L. ZHAO ; Firing activity induced by nonidentical signal phases in two coupled excitable neurons. In: 2012 Brazilian Symposium on Neural Networks (SBRN2012), 2012, Curitiba, Proceedings of the 2012 Brazilian Symposium on Neural Networks (SBRN2012), 2012. p. 97-101.

LIANG, X. ; L. ZHAO ; Stochastic Resonance in the Excitable Neuronal System with Phase-Noise. In: 2012 International Conference on Brain Inspired Cognitive Systems (BICS 2012), 2012, Shenyang, Lecture Notes in Computer Science, 2012. p. 304-310.

SILVA, T. C. ; L. ZHAO ; Preventing Error Propagation in Semi-supervised Learning. In: the 9th International Symposium on Neural Networks (ISNN2012), 2012, Shenyang, Proceedings of the 9th International Symposium on Neural Networks (ISNN2012), 2012. p. 565-572.

SILVA, T. C. ; L. ZHAO ; Stochastic Competitive Learning in Complex Networks. In: 10a Conferência Brasileira de Dinâmica, Controle e Aplicações, 2011, Agua de Lindóia, Anais da 10a Conferência Brasileira de Dinâmica, Controle e Aplicações, 2011. p. 47-50.

Cupertino T. H. ; L. ZHAO ; Traffic Congestion on Clustered Random Complex Networks. In: Second International Workshop on Complex Networks (CompleNet 2010), 2011, Rio de Janeiro, Communications in Computer and Information Science, 2010. p. 13-21.

FERREIRA, L. N. ; A S R Pinto ; LOPES, A. A. ; L. ZHAO ; Community Detection Approach for Cluster Formation in Wireless Sensor Networks. In: X Congresso Brasileiro de Inteligência Computacional, 2011, Fortaleza, Anais do X Congresso Brasileiro de Inteligência Computacional, 2011. p. 1-8.

BERTINI JUNIOR, J. R. ; LOPES, A. A. ; L. ZHAO ; Streaming Data Classification with the K-associated Graph. In: X Congresso Brasileiro de Inteligência Computacional, 2011, Fortaleza, Anais do X Congresso Brasileiro de Inteligência Computacional, 2011. p. 1-7.

SILVA, T. C. ; L. ZHAO ; Uncovering Overlapping Structures via Stochastic Competitive Learning. In: Congresso Brasileiro de Inteligência Computacional, 2011, Fortareza, Anais do Congresso Brasileiro de Inteligência Computacional, 2011. p. -.

SILVA, T. C. ; Cupertino T. H. ; L. ZHAO ; High Level Classification in Pattern Recognition. In: XXIV Sibgrapi Conference on Graphics, Patterns and Images, 2011, Maceió, Proceedings of the XXIV Sibgrapi Conference on Graphics, Patterns and Images, 2011. p. 352-359.

SILVA, T. C. ; Cupertino T. H. ; L. ZHAO ; Stochastic Competitive Learning Applied to Handwritten Digit and Letter Clustering. In: XXIV Sibgrapi Conference on Graphics, Patterns and Images, 2011, Maceió, Proceedings of the XXIV Sibgrapi Conference on Graphics, Patterns and Images, 2011. p. 313-320.

SILVA, T. C. ; L. ZHAO ; Semi-Supervised Learning in Complex Networks. In: VIII Encontro Nacional de Inteligência Artificial (ENIA2011), 2011, Natal, XXX Congresso da Sociedade Brasileira de Computação, 2011. p. 406-417.

R. A. Gueleri ; L. ZHAO ; Agrupamento de Dados Baseado em Dinâmica de Troca de Energia. In: VIII Encontro Nacional de Inteligência Artificial (ENIA2011), 2011, Natal, XXX Congresso da Sociedade Brasileira de Computação, 2011. p. 418-429.

BERTON, L. ; L. ZHAO ; Caracterização de Classes via Otimização em Redes Complexas. In: VIII Encontro Nacional de Inteligência Artificial (ENIA2011), 2011, Natal, XXX Congresso da Sociedade Brasileira de Computação, 2011. p. 548-559.

SALAZAR, A. E. C. ; ROMERO, R. F. ; L. ZHAO ; Generation of composed musical structures through recurrent neural networks based on chaotic inspiration. In: 2011 International Joint Conference on Neural Networks (IJCNN2011), 2011, San Jose, Proceedings of the 2011 International Joint Conference on Neural Networks (IJCNN2011), 2011. p. 3220-3226.

LOPEZ, J. P. H. ; L. ZHAO ; Controlled Consensus Time for Community Detection in Complex Networks. In: 2011 International Joint Conference on Neural Networks (IJCNN2011), 2011, San Jose, Proceedings of the 2011 International Joint Conference on Neural Networks (IJCNN2011), 2011. p. 307-313.

SILVA, T. C. ; L. ZHAO ; Network-Based Learning Through Particle Competition for Data Clustering. In: 2011 International Joint Conference on Neural Networks (IJCNN2011), 2011, San Jose, Proceedings of the 2011 International Joint Conference on Neural Networks, 2011. p. 45-52.

BREVE, F. A. ; L. ZHAO ; QUILES, M. ; Pedrycz W. ; LIU, J. ; Particle Competition and Cooperation for Uncovering Network Overlap Community Structure. In: 8th International Symposium on Neural Networks (ISNN2011), 2011, Quilin, China, Lecture Notes on Computer Science, 2011. p. 426-433.

ARAUJO, B. M. ; RODRIGUES, F. A. ; L. ZHAO ; SILVA, T. C. ; Identifying Abnormal Nodes in Protein-Protein Interaction Networks. In: XI Brazilian Symposium on Artificial Neural Network (SBRN), 2010, São Bernardo do Campo, Proceedings of the XI Brazilian Symposium on Artificial Neural Network, 2010. p. 97-102.

BERTON, L. ; LOPEZ, J. P. H. ; ARAUJO, B. M. ; L. ZHAO ; Identifying Abnormal Nodes in Complex Networks by Using Random Walk Measure. In: IEEE Congress on Computational Evolution (IEEE CEC'2010), 2010, Barcelona, Proceedings of the IEEE Congress on Computational Evolution (IEEE CEC'2010), 2010. p. 2891-2896.

BREVE, F. A. ; L. ZHAO ; QUILES, M. ; Semi-Supervised Learning from Imperfect Data through Particle Cooperation and Competition. In: 2010 International Joint Conference on Neural Networks (IJCNN'2010), 2010, Barcelona, Proceedings of the 2010 International Joint Conference on Neural Networks (IJCNN'2010), 2010. p. 3686-3693.

QUILES, M. ; L. ZHAO ; BREVE, F. A. ; Label Propagation Through Neuronal Synchrony. In: 2010 International Joint Conference on Neural Networks (IJCNN'2010), 2010, Barcelona, Proceedings of the 2010 International Joint Conference on Neural Networks (IJCNN'2010), 2010. p. 2517-2524.

SALAZAR, A. E. C. ; TOST, G. O. ; L. ZHAO ; Controlling chaotic melodies. In: IV Encuentro Nacional de Investigación en Posgrados, 2009, Bogotá, Anais de IV Encuentro Nacional de Investigación en Posgrados, 2009. p. -7.

BREVE, F. A. ; L. ZHAO ; QUILES, M. ; Uncovering Overlap Community Structure in Complex Networks Using Particle Competition. In: The 2009 International Conference on Web Information Systems and Mining (WISM 09) and the 2009 International Conference on Artificial Intelligence and Computational Intelligence (AICI'09), 2009, Shanghai, Proceedings of the 2009 International Conference on Artificial Intelligence and Computational Intelligence (AICI'09), 2009. p. 619-628.

Quiles, Marcos G. ; L. ZHAO ; BREVE, F. A. ; ROMERO, R. F. ; Detecção de comunidades em redes complexas: um modelo de correlação oscilatória. In: Encontro Nacional de Inteligência Artificial (ENIA2009), 2009, Bento Gonçalves, XXX Congresso da Sociedade Brasileira de Computação, 2009. p. 889-898.

BREVE, F. A. ; L. ZHAO ; QUILES, M. ; MACAU, E. E. N. ; Chaotic Phase Synchronization for Visual Selection. In: International Joint Conference on Neural Networks (IJCNN´2009), 2009, Atlanta, Proceedings of International Joint Conference on Neural Networks (IJCNN´2009), 2009. p. 383-390.

QUILES, M. ; WANG, D. ; L. ZHAO ; Romero, Roseli A. F. ; An Oscillatory Correlation Model of Object-based Attention. In: International Joint Conference on Neural Networks (IJCNN´2009), 2009, Atlanta, Proceedings of The International Joint Conference on Neural Networks (IJCNN´2009), 2009. p. 2596-2602.

QUILES, M. ; BREVE, F. A. ; ROMERO, R. F. ; L. ZHAO;Zhao, L.;ZHAO, LIANG ; Visual Selection with Feature Contrast-Based Inhibition in a Network of Integrate and Fire Neurons. In: The 4 th International Conference on Natural Computation (ICNC'08) and the 5 th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD'08), 2008, Jinan, Proceedings of The 4 th International Conference on Natural Computation (ICNC'08) and the 5 th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD'08), 2008. p. 601-605.

OLIVEIRA, T. B. S. ; L. ZHAO;Zhao, L.;ZHAO, LIANG ; Complex Network Community Detection Based on Swarm Aggregation. In: The 4 th International Conference on Natural Computation (ICNC'08) and the 5 th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD'08), 2008, Jinan, Proceedings of The 4 th International Conference on Natural Computation (ICNC'08) and the 5 th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD'08), 2008. p. 604-608.

OLIVEIRA, T. B. S. ; L. ZHAO;Zhao, L.;ZHAO, LIANG ; FACELI, K. ; CARVALHO, André C. P. L. F. de ; Data Clustering Based on Complex Network Community Detection. In: 2008 IEEE World Congress on Computational Intelligence (WCCI 2008), 2008, Hong Kong, Proceedings of 2008 IEEE World Congress on Computational Intelligence (WCCI 2008), 2008. p. 2121-2126.

SILVA, T. C. ; L. ZHAO;Zhao, L.;ZHAO, LIANG ; Pixel Clustering by Using Complex Network Community Detection Technique. In: 7th International Conference on Intelligent Systems Design and Applications, 2007, Rio de Janeiro, Proceedings of 7th International Conference on Intelligent Systems Design and Applications, 2007. p. 925-930.

CORREA, L. C. ; DELBEM, A. C. B. ; L. ZHAO;Zhao, L.;ZHAO, LIANG ; Associative Memories using Celular Neural Networks. In: 7th International Conference on Intelligent Systems Design and Applications, 2007, Rio de Janeiro, Proceedings of 7th International Conference on Intelligent Systems Design and Applications, 2007. p. 539-544.

QUILES, M. ; BREVE, F. A. ; L. ZHAO;Zhao, L.;ZHAO, LIANG ; ROMERO, R. F. ; A Visual Selection Mechanism Based on Network of Chaotic Wilson-Cowan Oscillators. In: 7th International Conference on Intelligent Systems Design and Applications, 2007, Rio de Jeneiro, Proceedings of 7th International Conference on Intelligent Systems Design and Applications, 2007. p. 919-924.

L. ZHAO;Zhao, L.;ZHAO, LIANG ; BREVE, F. A. ; QUILES, M. ; ROMERO, R. F. ; Visual Selection and Shifting Mechanisms Based on a Network of Chaotic Wilson-Cowan Oscillators. In: The 3rd International Conference on Natural Computation (ICNC'07) and the 4th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD'07), 2007, Haikou, Proceedings of The 3rd International Conference on Natural Computation (ICNC'07) and the 4th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD'07), 2007. p. 754-759.

QUILES, M. ; L. ZHAO;Zhao, L.;ZHAO, LIANG ; ROMERO, R. F. ; A Selection Mechanism Based on a Pulse-Coupled Neural Network. In: The 2007 International Joint Conference on Neural Networks (IJCNN2007), 2007, Orlando, International Joint Conference on Neural Networks. Proceedings, 2007. p. 1726-1731.

L. ZHAO;Zhao, L.;ZHAO, LIANG ; QUILES, M. ; DAMIANCE JUNIOR, A. P. G. ; ROMERO, R. F. ; A Network of Dynamically Coupled Elements for Pixel Clustering. In: The 2007 International Joint Conference on Neural Networks (IJCNN2007), 2007, Orlando, International Joint Conference on Neural Networks. Proceedings, 2007. p. 1408-1413.

Cupertino T. H. ; L. ZHAO;Zhao, L.;ZHAO, LIANG ; Determining Optimal Structure of Data Traffic Flow Networks. In: International Joint Conference 2006, Workshop of Compoutitional Intelligence, 2006, Ribeirão Preto, Proceedings of the Workshop of Compoutitional Intelligence, 2006. p. 1-6.

L. ZHAO;Zhao, L.;ZHAO, LIANG ; DAMIANCE JR., Antonio P. G. ; A Self-Organized Network for Pixel Clustering. In: 2006 International Joint Conference on Neural Networks (IJCNN2006), 2006, Quebec, Canadá, Proceedings of the 2006 International Joint Conference on Neural Networks, 2006. p. -.

QUILES, M. ; ROMERO, R. F. ; L. ZHAO;Zhao, L.;ZHAO, LIANG ; A Pulse-Coupled Neural Network as A Simplyfied Bottom-Up Visual Attention Model. In: The 9th Brazilian Symposium on Artificial Neural Networks (SBRN2006), 2006, Ribeirão Preto, Proceedings of The 9th Brazilian Symposium on Artificial Neural Networks (SBRN2006), 2006. p. 78-84.

L. ZHAO;Zhao, L.;ZHAO, LIANG ; Lattice Synchronization of Neural Oscillators for Scene Segmentation. In: The 9th Brazilian Symposium on Artificial Neural Networks (SBRN2006), 2006, Ribeirão Preto, Proceedings of The 9th Brazilian Symposium on Artificial Neural Networks (SBRN2006), 2006. p. 15-20.

L. ZHAO;Zhao, L.;ZHAO, LIANG ; LAI, Ying-cheng ; PARK, Kwangho ; Protecting complex networks against cascading breakdown. In: 4º Congresso Temático de Dinâmica, Controle e Aplicações, 2005, Bauru, Anais de 4º Congresso Temático de Dinâmica, Controle e Aplicações, 2005. p. 1518-1524.

L. ZHAO;Zhao, L.;ZHAO, LIANG ; DAMIANCE JR., Antonio P. G. ; CARVALHO, André C. P. L. F. de ; A self-organized network for data clustering. In: 2005 International Conference on Natural Computation (ICNC'05), 2005, Changsha, Lecture Notes on Computer Science, 2005. p. 1189-1198.

L. ZHAO;Zhao, L.;ZHAO, LIANG ; CANCINO, W. ; CARVALHO, André C. P. L. F. de ; Aplicacao de Algoritmos Evolutivos Multi-Objetivo para o Alinhamento de Proteinas. In: IV Econtro Nacional de Inteligencia Artificial (IV ENIA), 2003, Campinas, Anais do IV Econtro Nacional de Inteligencia Artificial, 2003. p. 297-306.

L. ZHAO;Zhao, L.;ZHAO, LIANG ; MACAU, E. E. N. ; A biologically motivated paradigm for scene segmentation. In: The 45th IEEE International Midwest Symposium on Circuits and Systems (IEEE MWSCAS-2002), 2002, Tulsa, Oklahoma, Proceedings of the 45th IEEE International Midwest Symposium on Circuits and Systems, 2002. p. 408-411.

L. ZHAO;Zhao, L.;ZHAO, LIANG ; DAMIANCE JR., Antonio P. G. ; FURUKAWA, R. A. ; CARVALHO, André C. P. L. F. de ; A Dynamical Model for Multi-Scale Pixel Clustering. In: 2003 International Joint Conference on Neural Networks (IJCNN2003), 2003, Portland, Oregon, Proceedings of 2003 International Joint Conference on Neural Netwoks, 2003. p. 1569-1573.

L. ZHAO;Zhao, L.;ZHAO, LIANG ; CACERES, J. C. G. ; SZU, H. ; Chaotic Associative Recalls for Fixed Point Attractor Patterns. In: 2003 International Joint Conference on Neural Networks (IJCNN2003), 2003, Portland, Oregon, Proceedings of 2003 International Joint Conference on Neural Networks (IJCNN2003), 2003. p. 841-845.

L. ZHAO;Zhao, L.;ZHAO, LIANG ; FURUKAWA, R. A. ; CARVALHO, André C. P. L. F. de ; A Network of Globally Coupled Chaotic Maps for Adaptive Multi-Resolution Image Segmentation. In: SBRN'2002 - VII BRAZILIAN SYMPOSIUM ON NEURAL NETWORKS, 2002, Recife, Proceedings of VII BRAZILIAN SYMPOSIUM ON NEURAL NETWORKS, 2002. p. 92-97.

Araujo Finho J. E. ; PORTELA, A. ; SILVA, R. E. ; Terra M. O. ; L. ZHAO;Zhao, L.;ZHAO, LIANG ; MACAU, E. E. N. ; Automatic System for Measurement and Alignment in Industrial Video Color Monitor Manufacturing Process. In: 5o CONGRESO INTERAMERICANO DE COMPUTACION APLICADA A LA INDUSTRIA DE PROCESOS, 2001, La Serena, Computacion Aplicada a la Industria de Procesos, 2001. p. 404-407.

L. ZHAO;Zhao, L.;ZHAO, LIANG ; Sincronização do Caos e Segmentação de Cenários. In: 13th Brazilian Symposium on Computer Graphics and Image Processing (SIBGRAPI'2000), 2000, Gramado, Nota de tutorial, 2000. p. -.

L. ZHAO;Zhao, L.;ZHAO, LIANG ; Scene segmentation by chaotic synchronization and desynchronization. In: First IEEE International Workshop on Biologically Motivated Computer Vision (BMCV'2000), 2000, Seoul, Korea do Sul., Lecture Notes on Computer Science, 2000. p. 473-481.

L. ZHAO;Zhao, L.;ZHAO, LIANG ; A Dynamically Coupled Chaotic Oscillatory Correlation Network. In: VIth BRAZILIAN SYMPOSIUM ON NEURAL NETWORKS, 2000, Rio de Janeiro, Proceedings of VIth BRAZILIAN SYMPOSIUM ON NEURAL NETWORKS, 2000. p. 66-71.

LI, Z. ; L. ZHAO;Zhao, L.;ZHAO, LIANG ; SOMA, N. Y. ; Fractal color image compression. In: XIII Brazilian Symposium on Computer Graphics and Image Processing (SIBGRAPI 2000), 2000, Gramado, Proceedings of XIII Brazilian Symposium on Computer Graphics and Image Processing, 2000. p. 185-192.

LI, Z. ; SOMA, N. Y. ; L. ZHAO;Zhao, L.;ZHAO, LIANG ; Hierarchical Block Coding for Fractal Color Image Compression. In: VI Simposio Brasileiro de Sistemas Multimidia e Hipermidia, 2000, Natal, Anais do VI Simposio Brasileiro de Sistemas Multimidia e Hipermidia, 2000. p. 291-301.

L. ZHAO;Zhao, L.;ZHAO, LIANG ; OMAR, N. ; A network with chaotic oscillators. In: IV Simpósio Brasileiro de Redes Neurais, 1997, Goiania, Anais do IV Simpósio Brasileiro de Redes Neurais, 1997. p. 115-117.

LI, Z. ; SOMA, N. Y. ; L. ZHAO;Zhao, L.;ZHAO, LIANG ; A review of fractal image compression. In: WORKCOMP'99 - Workshop de computação, 1999, Sao Jose dos Campos, Anais do WORKCOMP'99, 1999. p. 23-28.

L. ZHAO;Zhao, L.;ZHAO, LIANG ; CHIAN, A. C. L. ; OMAR, N. ; Sptiotemporal dynamics of globally coupled chaotic neural oscillators. In: 3rd biennial international engineering mathematics and applications conference, 1998, Adalaide, Proceedings of 3rd biennial international mathematics and applications conference, 1998. p. 543-545.

L. ZHAO;Zhao, L.;ZHAO, LIANG ; CHIAN, A. C. L. ; Locally excitatory chaotic neural oscillator network. In: iizuka'98 - International conference on soft computing and information/inteligent systems, 1998, iizuka, Methogologies for the conception, design and application of soft computing, 1998. p. 615-618.

L. ZHAO;Zhao, L.;ZHAO, LIANG ; OMAR, N. ; MACAU, E. E. N. ; Locally coupled chaotic oscillator network for scene segmentation. In: IJCNN'99 - International Joint Conference on Neural Networks, 1999, Washington DC, Proceedings of IJCNN'99, 1999. p. -.

Livros publicados/organizados ou edições

L. ZHAO ; GUO, M. ; WANG, L. ; Soft Computing - A Fusion of Foundations, Methodologies and Applications - Special Issue in journal Soft Computing. 1. ed. Berlin: 2008. v. 1. 107p.

GUO, M. ; L. ZHAO;Zhao, L.;ZHAO, LIANG ; WANG, L. ; Proceedings of the 4th International Conference on Natural Computation. 1. ed. Los Alamitos: 2008. v. 7. 4905p.



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