Paulo Rodrigo Cavalin

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Participação em eventos

Participação em bancas

Orientou

Produções bibliográficas

• CAVALIN, P. R. ; GATTI, M. A. C. ; MORAES, T. G. P. ; OLIVEIRA, F. S. ; PINHANEZ, C. S. ; RADEMAKER, A. ; DE PAULA, R. A. . A scalable architecture for real-time analysis of microblogging data. IBM JOURNAL OF RESEARCH AND DEVELOPMENT , v. 59, p. 16:1-16:10, 2015.

• Cavalin, Paulo R. ; SABOURIN, Robert ; Suen, Ching Y. . Dynamic selection approaches for multiple classifier systems. Neural Computing & Applications (Print) , v. 22, p. 673-688, 2013.

• Cavalin, Paulo R. ; SABOURIN, Robert ; Suen, Ching Y. . LoGID: An adaptive framework combining local and global incremental learning for dynamic selection of ensembles of HMMs. Pattern Recognition , v. 45, p. 3544-3556, 2012.

• Cavalin, Paulo R. ; SABOURIN, Robert ; Suen, Ching Y. ; Britto Jr., Alceu S. . Evaluation of incremental learning algorithms for HMM in the recognition of alphanumeric characters. Pattern Recognition , v. 42, p. 3241-3253, 2009.

• Ko, Albert Hung-Ren ; Cavalin,, Paulo ; SABOURIN, Robert ; de Souza Britto, Jr., Alceu . Leave-One-Out-Training and Leave-One-Out-Testing Hidden Markov Models for a Handwritten Numeral Recognizer: The Implications of a Single Classifier and Multiple Classifications. IEEE Transactions on Pattern Analysis and Machine Intelligence , v. 31, p. 2168-2178, 2009.

• OLIVEIRA, Luiz Eduardo Soares ; CAVALIN, P ; BRITTO JR, Alceu de Souza ; A. L. Koerich . Inspeção Automárica de Defeitos em Madeira Pinus usando Visão Computacional. Revista de Informática Teórica e Aplicada. Revista de Informática Teórica e Aplicada , v. 15, p. 204-217, 2008.

• Cavalin, Paulo ; Figueiredo, Flavio ; de Bayser, Maíra ; Moyano, Luis ; Candello, Heloisa ; Appel, Ana ; Souza, Renan . Building a Question-Answering Corpus Using Social Media and News Articles. Lecture Notes in Computer Science. 1ed.: Springer International Publishing, 2016, v. , p. 353-358.

• Gatti, Maíra ; Cavalin, Paulo ; Neto, Samuel Barbosa ; Pinhanez, Claudio ; dos Santos, Cícero ; Gribel, Daniel ; APPEL, ANA PAULA . Large-Scale Multi-agent-Based Modeling and Simulation of Microblogging-Based Online Social Network. Lecture Notes in Computer Science. 1ed.: Springer Berlin Heidelberg, 2014, v. , p. 17-33.

• Cavalin, Paulo R. ; SABOURIN, Robert ; Suen, Ching Y. . Dynamic Selection of Ensembles of Classifiers Using Contextual Information. Lecture Notes in Computer Science. 1ed.: Springer Berlin Heidelberg, 2010, v. , p. 145-154.

• CAVALIN, P. ; DOMINGUES, P. H ; PINHANEZ, C. . Sentence-level Aggregation of Lexical Metrics Correlate Stronger with Human Judgements than Corpus-level Aggregation. In: The 39th Annual AAAI Conference on Artificial Intelligence, 2025, Filadélpia. Anais da AAAI25, 2025.

• CAVALIN, P. ; DOMINGUES, P. H. ; PINHANEZ, C. ; NOGIMA, J. . Fixing Rogue Memorization in Many-to-One Multilingual Translators of Extremely-Low-Resource Languages by Rephrasing Training Samples. In: NAACL - North American Chapter of ACL, 2024, Cidade do México. ACL Anthology - NAACL, 2024.

• DOMINGUES, P. H. ; PINHANEZ, C. ; CAVALIN, P. ; NOGIMA, J. . Quantifying the Ethical Dilemma of Using Culturally Toxic Training Data in AI Tools for Indigenous Languages. In: SIGUL - Quantifying the Ethical Dilemma of Using Culturally Toxic Training Data in AI Tools for Indigenous Languages, 2024, Turim. Proceedings of SIGUL 2024, 2024.

• PINHANEZ, C. ; CAVALIN, P. ; NOGIMA, J. . Human Evaluation of the Usefulness of Fine-Tuned English Translators for the Guarani Mbya and Nheengatu Indigenous Languages. In: First Workshop on NLP for Indigenous Languages of Lusophone Countries, 2024, Santiago de Compostela. Anais do Propor 2024, 2024.

• CAVALIN, P ; PINHANEZ, C. . Theoretical and Empirical Advantages of Dense-Vector to One-Hot Encoding of Intent Classes in Open-World Scenarios. In: LREC-Coling, 2024, Turim. Proceedings of LREC-Coling 2024, 2024.

• PINHANEZ, C. ; CAVALIN, P ; VASCONCELOS, M. ; NOGIMA, J. . Balancing Social Impact, Opportunities, and Ethical Constraints of Using AI in the Documentation and Vitalization of Indigenous Languages.. In: IJCAI, 2023. Anais do IJCAI, 2023.

• CAVALIN, P. ; DOMINGUES, P. H. ; PINHANEZ, C. ; NOGIMA, J. . Understanding native language identification for brazilian indigenous languages. In: AmericasNLP - Understanding native language identification for brazilian indigenous languages, 2023, Toronto. Proceedings of AmericasNLP23, 2023.

• PINHANEZ, C. ; CAVALIN, P. ; RIBEIRO, V. H. A. ; APPEL, A. P. ; CANDELLO, H. ; NOGIMA, J. ; PICHILIANI, M. ; GUERRA, M. ; BAYSER, M. ; MALFATTI, G. ; FERREIRA, H. . Using meta-knowledge mined from identifiers to improve intent recognition in conversational systems. In: ACL 21 - Association for Computational Linguistics, 2021. Proceedings of ACL21, 2021.

• RIBEIRO, V. H. A. ; CAVALIN, P. ; MORAIS, E. . A Dynamic Multi-criteria Multi-engine Approach for Text Simplification. In: International Joint Conference on Neural Networks - IJCNN, 2021. Proceedings of IJCNN, 2021.

• CAVALIN, P. ; RIBEIRO, V. H. A. ; VASCONCELOS, M. ; PINHANEZ, C. ; NOGIMA, J. ; FERREIRA, H. . Towards a Method to Classify Language Style for Enhancing Conversational Systems. In: International Joint Conference on Neural Networks - IJCNN, 2021. Proceedings of IJCNN, 2021.

• PINHANEZ, C. ; CANDELLO, H. ; CAVALIN, P. ; PICHILIANI, M. ; APPEL, A. P. ; RIBEIRO, V. H. A. ; NOGIMA, J. ; BAYSER, M. ; GUERRA, M. ; FERREIRA, H. ; MALFATTI, G. . Integrating machine learning data with symbolic knowledge from collaboration practices of curators to improve conversational systems. In: Integrating machine learning data with symbolic knowledge from collaboration practices of curators to improve conversational systems, 2021. Integrating machine learning data with symbolic knowledge from collaboration practices of curators to improve conversational systems, 2021.

• CAVALIN, P. ; VASCONCELOS, M. ; GRAVE, M. ; PINHANEZ, C. ; RIBEIRO, V. H. A. . From disjoint sets to parallel data to train Seq2Seq models for sentiment transfer. In: EMNLP 2020, 2020. Findings of EMNLP 2020, 2020.

• CAVALIN, P. ; RIBEIRO, V. H. A. ; APPEL, A. P. ; PINHANEZ, C. . Improving Out-of-Scope Detection in Intent Classification by Using Embeddings of the Word Graph Space of the Classes. In: EMNLP 2020, 2020. Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP), 2020.

• BARTH, F. ; CANDELLO, H. ; CAVALIN, P. ; PINHANEZ, C. . Intentions, meanings, and whys: designing content for voice-based conversational museum guides. In: CUI - Conference on Conversational User Interfaces, 2020. Proceedings of the 2nd Conference on Conversational User Interfaces, 2020.

• RIBEIRO, V. H. A. ; DOMINGUES, P. H. ; CAVALIN, P. ; REYNOSO-MEZA, G. ; AYALA, H. ; AZEVEDO, L. F. A. . Dynamic multi-criteria classifier selection for illegal tapping detection in oil pipelines. In: International Joint Conference on Neural Networks, 2020. 2020 International Joint Conference on Neural Networks (IJCNN), 2020.

• CAVALIN, P. ; VASCONCELOS, M. ; GRAVE, M. ; PINHANEZ, C. . Creating Corpora for Seq2Seq Tone Rephrasing Using Social Media Posts. In: International Joint Conference on Neural Networks, 2020. 2020 International Joint Conference on Neural Networks (IJCNN), 2020.

• CANDELLO, H. ; PINHANEZ, C. ; PICHILIANI, M. ; CAVALIN, P. ; FIGUEIREDO, F. ; VASCONCELOS, M. ; CARMO, H. . O Efeito da Audiência na Interação com Chatbots em Espaços Físicos. In: Simpósio Brasileiro sobre Fatores Humanos em Sistemas Computacionais (IHC), 2019. Anais do IHC, 2019.

• VASCONCELOS, M. ; ALMEIDA, J. ; CAVALIN, P. ; PINHANEZ, C. . Live it up: Analyzing emotions and language use in tweets during the soccer world cup finals. In: ACM Conference on Web Science, 2019. Proceedings of the 10th ACM Conference on Web Science, 2019.

• CANDELLO, H. ; PINHANEZ, C. ; PICHILIANI, M. ; CAVALIN, P. ; FIGUEIREDO, F. ; VASCONCELOS, M. ; CARMO, H. . The effect of audiences on the user experience with conversational interfaces in physical spaces. In: CHI Conference on Human Factors in Computing Systems, 2019. Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems, 2019.

• CAVALIN, P. ; OLIVEIRA, Luiz Eduardo Soares . Confusion matrix-based building of hierarchical classification. In: CIARP 2018, 2018. Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications: 23rd Iberoamerican Congress, CIARP 2018, Madrid, Spain, November 19-22, 2018, Proceedings 23, 2018.

• SOUZA, R. ; NEVES, L. ; AZEVEDO, L. ; LUIZ, R. ; TADY, E. ; CAVALIN, P. ; MATTOSO, M. . Towards a Human-in-the-Loop Library for Tracking Hyperparameter Tuning in Deep Learning Development.. In: LADaS@ VLDB, 2018. Proceedings of LADaS@ VLDB.

• BAYSER, M. ; GUERRA, M. ; CAVALIN, P. ; PINHANEZ, C. . Specifying and Implementing Multi-Party Conversation Rules with Finite-State-Automata. In: AAAI 2018 Workshops, 2018. The Workshops of the Thirty-Second AAAI Conference on Artificial Intelligence, 2018.

• BAYSER, M. ; PINHANEZ, C. ; CANDELLO, H. ; VASCONCELOS, M. ; PICHILIANI, M. ; GUERRA, M. ; CAVALIN, P. ; SOUZA, R. . Ravel: a mas orchestration platform for human-chatbots conversations. In: The 6th International Workshop on Engineering Multi-Agent Systems (EMAS@ AAMAS 2018), 2018. The 6th International Workshop on Engineering Multi-Agent Systems (EMAS@ AAMAS 2018), 2018.

• Cavalin, Paulo ; OLIVEIRA, LUIZ S. . A Review of Texture Classification Methods and Databases. In: 2017 30th SIBGRAPI Conference on Graphics, Patterns and Images Tutorials (SIBGRAPIT), 2017, Niterói. 2017 30th SIBGRAPI Conference on Graphics, Patterns and Images Tutorials (SIBGRAPI-T), 2017. p. 1.

• Cavalin, Paulo R. ; KAPP, MARCELO N. ; OLIVEIRA, LUIZ S. . Multi-scale texture recognition systems with reduced cost: A case study on forest species. In: 2017 IEEE International Conference on Systems, Man and Cybernetics (SMC), 2017, Banff. 2017 IEEE International Conference on Systems, Man, and Cybernetics (SMC), 2017. p. 1316.

• SPANHOL, FABIO A. ; OLIVEIRA, LUIZ S. ; Cavalin, Paulo R. ; PETITJEAN, CAROLINE ; HEUTTE, LAURENT . Deep features for breast cancer histopathological image classification. In: 2017 IEEE International Conference on Systems, Man and Cybernetics (SMC), 2017, Banff. 2017 IEEE International Conference on Systems, Man, and Cybernetics (SMC), 2017. p. 1868.

• Cavalin,, Paulo Rodrigo ; DORNELAS, F. ; CRUZ, S. S. . Classification of Life Events on Social Media. In: Workshop of Industrial Applications - Sibgrapi 2016, 2016, São José do Campos, SP. Proceedings of Workshop of Industrial Applications - Sibgrapi 2016, 2016.

• Cavalin,, Paulo Rodrigo ; FIGUEIRO, F. D. ; BAYSER, M. G. ; PINHANEZ, C. . Organizing Images from Social Media to Monitor Real-World Events. In: Workshop of Industrial Applications - Sibgrapi 2016, 2016, São José do Campos, SP. Proceedings of Workshop of Industrial Applications - Sibgrapi 2016, 2016.

• Cavalin, Paulo R. ; MOYANO, LUIS G. ; MIRANDA, PEDRO P. . A Multiple Classifier System for Classifying Life Events on Social Media. In: 2015 IEEE International Conference on Data Mining Workshop (ICDMW), 2015, Atlantic City. 2015 IEEE International Conference on Data Mining Workshop (ICDMW), 2015. p. 1332.

• Cavalin, Paulo R. ; KAPP, MARCELO N. ; OLIVEIRA, LUIZ E.S. . An Adaptive Multi-level Framework for Forest Species Recognition. In: 2015 Brazilian Conference on Intelligent Systems (BRACIS), 2015, Natal. 2015 Brazilian Conference on Intelligent Systems (BRACIS). p. 92.

• HAFEMANN, LUIZ G. ; OLIVEIRA, LUIZ S. ; Cavalin, Paulo R. ; SABOURIN, Robert . Transfer learning between texture classification tasks using Convolutional Neural Networks. In: 2015 International Joint Conference on Neural Networks (IJCNN), 2015, Killarney. 2015 International Joint Conference on Neural Networks (IJCNN), 2015. p. 1.

• DE C. GATTI, MAIRA A. ; VIEIRA, MARCOS R. ; DE MELO, JOAO PAULO F. ; CAVALIN, PAULO RODRIGO ; PINHANEZ, CLAUDIO SANTOS . Handling big data on agent-based modeling of Online Social Networks with MapReduce. In: 2014 Winter Simulation Conference (WSC 2014), 2014, Savanah. Proceedings of the Winter Simulation Conference 2014, 2014. p. 851.

• KAPP, MARCELO N. ; BLOOT, RODRIGO ; Cavalin, Paulo R. ; OLIVEIRA, LUIZ E. S. . Automatic forest species recognition based on multiple feature sets. In: 2014 International Joint Conference on Neural Networks (IJCNN), 2014, Beijing. 2014 International Joint Conference on Neural Networks (IJCNN), 2014. p. 1296.

• HAFEMANN, LUIZ G. ; OLIVEIRA, LUIZ S. ; Cavalin, Paulo . Forest Species Recognition Using Deep Convolutional Neural Networks. In: 2014 22nd International Conference on Pattern Recognition (ICPR), 2014, Stockholm. 2014 22nd International Conference on Pattern Recognition, 2014. p. 1103.

• Cavalin,, Paulo Rodrigo ; GATTI, M. ; SANTOS, C. N. ; PINHANEZ, C. . Real-time Sentiment Analysis in Social Media Streams: The 2013 Confederation Cup Case. In: Encontro Nacional de Inteligência Artificial e Computacional (ENIAC 2014), 2014, São Carlos, SP. Anais do Encontro Nacional de Inteligência Artificial e Computacional (ENIAC 2014), 2014.

• Cavalin,, Paulo Rodrigo ; GATTI, M. ; PINHANEZ, C. . Towards Personalized Offers by Means of Life Event Detection on Social Media and Entity Matching. In: 1st International Workshop on Social Personalisation (SP 2014), 2014, Santiago, Chile. Proceedings of 1st International Workshop on Social Personalisation (SP 2014), 2014.

• Cavalin, Paulo R. ; KAPP, MARCELO N. ; MARTINS, JEFFERSON ; OLIVEIRA, LUIZ E. S. . A multiple feature vector framework for forest species recognition. In: the 28th Annual ACM Symposium, 2013, Coimbra. Proceedings of the 28th Annual ACM Symposium on Applied Computing - SAC '13. New York: ACM Press, 2013. p. 16-20.

• BARBOSA NETO, SAMUEL MARTINS ; GATTI, MAIRA ATHANAZIO DE CERQUEIRA ; CAVALIN, PAULO RODRIGO ; PINHANEZ, CLAUDIO SANTOS ; DOS SANTOS, CICERO NOGUEIRA ; APPEL, ANA PAULA . Reaction times for user behavior models in microblogging online social networks. In: the 2103 workshop, 2013, San Francisco. Proceedings of the 2103 workshop on Data-driven user behavioral modelling and mining from social media - DUBMOD '13. New York: ACM Press, 2013. p. 17-20.

• GATTI, M. ; APPEL, A. P. ; SANTOS, C. N. ; PINHANEZ, C. ; CAVALIN, P ; BARBOSA NETO, S. . A simulation-based approach to analyze the information diffusion in microblogging online social network. In: Winter Simulation Conference 2013, 2013. Proceeding of the Winter Simulation Conference 2013, 2013.

• GATTI, M. ; APPEL, A. P. ; SANTOS, C. N. ; PINHANEZ, C. ; CAVALIN, P ; BARBOSA NETO, S. . Large-scale multi-agent-based modeling and simulation of microblogging-based online social network. In: Int. Work. on Multi-Agent-based Simulation 2013, 2013. Proceedings of the Int. Work. on Multi-Agent-based Simulation 2013, 2013.

• CAVALIN, P ; SABOURIN, R ; Suen, Ching Y. . Dynamic Selection of Ensembles of Classifiers Using Contextual Information. In: 9h Internation Workshop on Multiple Classifiers Systems (MCS 2010), 2010, Cairo - Egito. Proceedings of 9h Internation Workshop on Multiple Classifiers Systems (MCS 2010), 2010. p. 145-154.

• CAVALIN, P. R. ; SABOURIN, R ; SUEN, C ; BRITTOJR, A . Evaluation of Incremental Learning Algorithms for An HMM-Based Handwritten Isolated Digits Recognizer. In: The 11th International Conference on Frontiers in Handwriting Recognition, 2008, Montreal - Canada. Eleventh International Conference on Frontiers in Handwriting Recognition, 2008. p. 1-6.

• CAVALIN, PAULO RODRIGO ; DE SOUZA BRITTO, ALCEU ; BORTOLOZZI, Flávio ; SABOURIN, Robert ; OLIVEIRA, LUIZ E. SOARES . An implicit segmentation-based method for recognition of handwritten strings of characters. In: the 2006 ACM symposium, 2006, Dijon. Proceedings of the 2006 ACM symposium on Applied computing - SAC '06. New York: ACM Press. p. 836-840.

• CAVALIN, P. ; OLIVEIRA, L. S. ; KOERICH, A. L. ; BRITTO, A. S. . Wood Defect Detection using Grayscale Images and an Optimized Feature Set. In: IECON 2006 32nd Annual Conference on IEEE Industrial Electronics, 2006, Paris. IECON 2006 - 32nd Annual Conference on IEEE Industrial Electronics. p. 3408.

• CARVALHO, B. ; CIVITARESE, D. ; SZWARCMAN, D. ; CAVALIN, P. ; ZADROZNY, B. ; MORENO, M. ; MARSDEN, S. . Ore content estimation based on spatial geological data through 3D convolutional neural networks. In: 81st EAGE Conference and Exhibition 2019 Workshop Programme, 2019. Proceedings of EAGE 2019, 2019.

• GATTI, M. ; A. Rademaker ; LEMES, D. ; CAVALIN, P ; PINHANEZ, C. ; PAULA, R. . Visual Analytics of Sentiment Trends in Social Media Streams: The 2013 Confederation Cup Case. In: IEEE VIS 2013, 2013, Atltanta, GA, USA. Proceedings of the IEEE VIS 2013, 2013.

• CAVALIN, P. R. . Segmentação e Reconhecimento de Palavras Manuscritas Usando Modelos Escondidos de Markov. In: XII Seminário de Iniciação Científica e VI Mostra de Pesquisa da PUCPR, 2004, Curitiba - PR. Caderno de Resumos - 2004, 2004. p. 102.

• LEAL, F. H. P. ; HERAI, R. H. ; CAVALIN, P. R. ; POPI, J. M. ; SOUZA, J. U. F. . Quadro-Negro Virtual - Software de Pré-Autoria para Educação e Treinamento a Distância Utilizando a Internet: Módulo Editor de Animações. In: XI Encontro de Iniciação Científica de Maringá, 2002, Maringá. XI Encontro de Iniciação Científica de Maringá, 2002.

• CAVALIN, P. R. ; POPI, J. M. ; SOUZA, J. U. F. ; HERAI, R. H. . Quadro-Negro Virtual: Software de Pré-Autoria para Educação e Treinamento a Distância utilizando a Internet.. In: X Encontro Anual de Iniciação Científica, 2001, Ponta Grossa - PR. I Encontro de Pesquisas da UEPG, 2001.

• CAVALIN, P. R. ; POPI, J. M. ; HERAI, R. H. ; SOUZA, J. U. F. . Quadro-Negro Virtual: Software de pré-autoria para a educação e treinamento à distância utilizando a internet: Módulo Editor de Hipertexto. In: X Encontro Anual de Pesquisa e Iniciação Científica, 2001, Ponta Grossa. X Encontro Anual de Pesquisa e Iniciação Científica, 2001. v. 1. p. 158-159.

• HERAI, R. H. ; SOUZA, J. U. F. ; CAVALIN, P. R. ; POPI, J. M. . Protótipo de um Sistema Baseado em Regras para a Engenharia de Software: Máquina de Inferência. In: X Encontro Anual de Pesquisa e Iniciação Científica, 2001, Ponta Grossa. X Encontro Anual de Pesquisa e Iniciação Científica, 2001. v. 1. p. 191-192.

• CAVALIN, P. R. ; HERAI, R. H. ; POPI, J. M. ; SOUZA, J. U. F. . Quadro-Negro Virtual: Software de pré-autoria para a educação e treinamento à distância utilizando a internet.. In: VI Encontro de Iniciação Científica e II Mostra de pós-graduação, 2001, Taubaté. VI Encontro de Iniciação Científica e II Mostra de pós-graduação, 2001.

• HERAI, R. H. ; CAVALIN, P. R. ; SOUZA, J. U. F. ; POPI, J. M. . Quadro-Negro Virtual: Software de pré-autoria para a educação e treinamento à distância utilizando a internet. In: Simpósio Internacional de Iniciação Científica da USP, 2001, São Paulo. Anais do SIICUSP - USP, 2001.

Outras produções

Projetos de pesquisa

• 2011 - 2012

  Localização da Região do Pulmão em Imagens Radiográficas Usando Uma Abordagem de Segmentação por Aprendizagem, Descrição: Neste projeto buscamos estudar métodos baseados em aprendizagem para a localização da região do pulmão em imagens radiográficas do tórax. A localização desta região é importante para aplicações tais como a análise da proporçãoo entre os pulmo ̃es e o coração, e a localização de tumores, entre outros.. , Situação: Concluído; Natureza: Pesquisa. , Alunos envolvidos: Graduação: (2) . , Integrantes: Paulo Rodrigo Cavalin - Coordenador / Ronielson Souza Santos - Integrante / Paulo Roberto Torres - Integrante / Jerônimo Junior - Integrante., Número de produções C, T & A: 1

• 2011 - Atual

  Reconhecimento Automático de Espécies Florestais, Descrição: O objetivo deste projeto consiste em avaliar diferentes métodos para o desenvolvimento de um sistema para o reconhecimento automático de espécies florestais. Dada uma imagem digitalizada de uma tábua, pertencente uma determinada espécie de madeira, o sistema deve indicar de qual espécie esta tábua foi extraída. Para isso, avaliaremos diferentes esquemas para a extração de características e classificação, dentro das possibilidades ofertadas pelo reconhecimento de padrões. O desenvolvimento deste projeto é fortemente auxiliado pela base de imagens desenvolvida na Universidade Federal do Paraná. Esta base conta atualmente com exemplos de cerca de 20 espécies florestais distintas.. , Situação: Em andamento; Natureza: Pesquisa. , Alunos envolvidos: Graduação: (2) . , Integrantes: Paulo Rodrigo Cavalin - Coordenador / Luiz Eduardo Soares Oliveira - Integrante / David Nadler Prata - Integrante / Rafael Alves da Costa Júnior - Integrante / Danilo Amaral - Integrante., Número de produções C, T & A: 1

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