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ORCIDEdson Takashi Matsubara
Person information
- affiliation: Federal University of Mato Grosso do Sul, Campo Grande, MS, Brazil
- affiliation (PhD 2008): University of São Paulo, São Carlos, SP, BR
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Books and Theses
- 2008
[b1]Edson Takashi Matsubara:
Relations among rankings, ROC analysis and calibration applied to machine learning. University of São Paulo, Brazil, 2008
Journal Articles
- 2023
- [j22]Lucas de Souza Rodrigues
, Edmar Caixeta Filho, Kenzo Miranda Sakiyama, Mateus Figueiredo Santos, Liana Jank, Camilo Carromeu, Eloise Silveira, Edson Takashi Matsubara, José Marcato Junior, Wesley Nunes Gonçalves:
Deep4Fusion: A Deep FORage Fusion framework for high-throughput phenotyping for green and dry matter yield traits. Comput. Electron. Agric. 211: 107957 (2023) - [j21]Andre Quintiliano Bezerra Silva, Wesley Nunes Gonçalves, Edson Takashi Matsubara:
DESCINet: A hierarchical deep convolutional neural network with skip connection for long time series forecasting. Expert Syst. Appl. 228: 120246 (2023) - 2022
- [j20]Rodrigo Silva, José Marcato Junior, Laisa Almeida, Diogo Nunes Gonçalves, Pedro Zamboni, Vanessa Fernandes, Jonathan de Andrade Silva, Edson Takashi Matsubara, Edson Antonio Batista, Lingfei Ma, Jonathan Li, Wesley Nunes Gonçalves:
Line-based deep learning method for tree branch detection from digital images. Int. J. Appl. Earth Obs. Geoinformation 110: 102759 (2022) - [j19]Gilberto Astolfi, Fábio Prestes Cesar Rezende, João Vitor de Andrade Porto, Edson Takashi Matsubara, Hemerson Pistori:
Syntactic Pattern Recognition in Computer Vision: A Systematic Review. ACM Comput. Surv. 54(3): 65:1-65:35 (2022) - [j18]Mauro dos Santos de Arruda, Lucas Prado Osco, Plabiany Rodrigo Acosta, Diogo Nunes Gonçalves, José Marcato Junior, Ana Paula Marques Ramos, Edson Takashi Matsubara, Zhipeng Luo, Jonathan Li, Jonathan de Andrade Silva, Wesley Nunes Gonçalves:
Counting and locating high-density objects using convolutional neural network. Expert Syst. Appl. 195: 116555 (2022) - [j17]Gilberto Astolfi, Diego André Sant'Ana, João Vitor de Andrade Porto, Fábio Prestes Cesar Rezende, Everton Castelão Tetila, Edson Takashi Matsubara, Hemerson Pistori:
An approach for applying natural language processing to image classification problems. Neurocomputing 513: 372-382 (2022) - [j16]Luiz Santos, José Marcato Junior, Pedro Zamboni, Mateus Santos, Liana Jank, Edilene Campos, Edson Takashi Matsubara:
Deep Learning Regression Approaches Applied to Estimate Tillering in Tropical Forages Using Mobile Phone Images. Sensors 22(11): 4116 (2022) - 2021
- [j15]Lucas Prado Osco, José Marcato Junior, Ana Paula Marques Ramos, Lúcio André de Castro Jorge, Sarah Narges Fatholahi, Jonathan de Andrade Silva, Edson Takashi Matsubara, Hemerson Pistori, Wesley Nunes Gonçalves, Jonathan Li:
A review on deep learning in UAV remote sensing. Int. J. Appl. Earth Obs. Geoinformation 102: 102456 (2021) - [j14]Gilberto Astolfi, Marcio Carneiro Brito Pache, Geazy Vilharva Menezes, Adair da Silva Oliveira Junior, Gabriel Kirsten Menezes, Vanessa Aparecida de Moraes Weber, Everton Castelão Tetila, Nicolas Alessandro de Souza Belete, Edson Takashi Matsubara, Hemerson Pistori:
Combining Syntactic Methods With LSTM to Classify Soybean Aerial Images. IEEE Geosci. Remote. Sens. Lett. 18(12): 2182-2186 (2021) - [j13]Pedro Zamboni, José Marcato Junior, Jonathan de Andrade Silva, Gabriela Takahashi Miyoshi, Edson Takashi Matsubara, Keiller Nogueira, Wesley Nunes Gonçalves:
Benchmarking Anchor-Based and Anchor-Free State-of-the-Art Deep Learning Methods for Individual Tree Detection in RGB High-Resolution Images. Remote. Sens. 13(13): 2482 (2021) - [j12]Gabriel Silva de Oliveira, José Marcato Junior, Caio H. S. Polidoro, Lucas Prado Osco, Henrique Lopes Siqueira, Lucas de Souza Rodrigues, Liana Jank, Sanzio Barrios, Cacilda Valle, Rosangela Simeão, Camilo Carromeu, Eloise Silveira, Lúcio André de Castro Jorge, Wesley Nunes Gonçalves, Mateus Santos, Edson Takashi Matsubara:
Convolutional Neural Networks to Estimate Dry Matter Yield in a Guineagrass Breeding Program Using UAV Remote Sensing. Sensors 21(12): 3971 (2021) - 2020
- [j11]Fabricio de Lima Weber, Vanessa Aparecida de Moraes Weber, Geazy Vilharva Menezes, Adair da Silva Oliveira Junior, Daniela Arestides Alves, Marcus Vinicius Morais de Oliveira, Edson Takashi Matsubara, Hemerson Pistori, Urbano Gomes Pinto de Abreu:
Recognition of Pantaneira cattle breed using computer vision and convolutional neural networks. Comput. Electron. Agric. 175: 105548 (2020) - [j10]Vanessa Aparecida de Moraes Weber, Fabricio de Lima Weber, Adair da Silva Oliveira Junior, Gilberto Astolfi, Geazy Vilharva Menezes, João Vitor de Andrade Porto, Fábio Prestes Cesar Rezende, Pedro Henrique de Moraes, Edson Takashi Matsubara, Rodrigo Gonçalves Mateus, Thiago Luís Alves Campos de Araújo, Luiz Otávio Campos Silva, Eduardo Quirino Arguelho de Queiroz, Urbano Gomes Pinto de Abreu, Rodrigo da Costa Gomes, Hemerson Pistori:
Cattle weight estimation using active contour models and regression trees Bagging. Comput. Electron. Agric. 179: 105804 (2020) - [j9]Gilberto Astolfi, Ariadne Barbosa Gonçalves, Geazy Vilharva Menezes, Felipe Silveira Brito Borges, Angelica Christina Melo Nunes Astolfi, Edson Takashi Matsubara, Marco A. Alvarez, Hemerson Pistori:
POLLEN73S: An image dataset for pollen grains classification. Ecol. Informatics 60: 101165 (2020) - [j8]Wellington V. M. de Castro, José Marcato Junior, Caio H. S. Polidoro, Lucas Prado Osco, Wesley Nunes Gonçalves, Lucas de Souza Rodrigues, Mateus Santos, Liana Jank, Sanzio Barrios, Cacilda Valle, Rosangela Simeão, Camilo Carromeu, Eloise Silveira, Lúcio André de Castro Jorge, Edson Takashi Matsubara:
Deep Learning Applied to Phenotyping of Biomass in Forages with UAV-Based RGB Imagery. Sensors 20(17): 4802 (2020) - [j7]Matheus Gomes, Jonathan de Andrade Silva, Diogo Nunes Gonçalves, Pedro Zamboni, Jader Perez, Edson Antonio Batista, Ana Paula Marques Ramos, Lucas Prado Osco, Edson Takashi Matsubara, Jonathan Li, José Marcato Junior, Wesley Nunes Gonçalves:
Mapping Utility Poles in Aerial Orthoimages Using ATSS Deep Learning Method. Sensors 20(21): 6070 (2020) - 2019
- [j6]Lucas Prado Osco, Ana Paula Marques Ramos, Érika Akemi Saito Moriya, Maurício de Souza, José Marcato Junior, Edson Takashi Matsubara, Nilton Nobuhiro Imai, José Eduardo Creste:
Improvement of leaf nitrogen content inference in Valencia-orange trees applying spectral analysis algorithms in UAV mounted-sensor images. Int. J. Appl. Earth Obs. Geoinformation 83 (2019) - [j5]Juliana Batistoti, José Marcato Junior, Luís Ítavo, Edson Takashi Matsubara, Eva Gomes, Bianca Oliveira, Maurício de Souza, Henrique Lopes Siqueira, Geison Salgado Filho, Thales Akiyama, Wesley Nunes Gonçalves, Veraldo Liesenberg, Jonathan Li, Alexandre Dias:
Estimating Pasture Biomass and Canopy Height in Brazilian Savanna Using UAV Photogrammetry. Remote. Sens. 11(20): 2447 (2019) - [j4]Lucas Prado Osco, Ana Paula Marques Ramos, Danillo Roberto Pereira, Érika Akemi Saito Moriya, Nilton Nobuhiro Imai, Edson Takashi Matsubara, Nayara V. Estrabis, Maurício de Souza, José Marcato Junior, Wesley Nunes Gonçalves, Jonathan Li, Veraldo Liesenberg, José Eduardo Creste:
Predicting Canopy Nitrogen Content in Citrus-Trees Using Random Forest Algorithm Associated to Spectral Vegetation Indices from UAV-Imagery. Remote. Sens. 11(24): 2925 (2019) - [j3]Anderson Aparecido dos Santos, José Marcato Junior, Márcio Santos Araújo, David Robledo Di Martini, Everton Castelao Tetila, Henrique Lopes Siqueira, Camila Aoki, Anette Eltner, Edson Takashi Matsubara, Hemerson Pistori, Raul Queiroz Feitosa, Veraldo Liesenberg, Wesley Nunes Gonçalves:
Assessment of CNN-Based Methods for Individual Tree Detection on Images Captured by RGB Cameras Attached to UAVs. Sensors 19(16): 3595 (2019) - 2018
- [j2]Yuri Navarro Claure, Edson Takashi Matsubara, Carlos Padovani, Ronaldo Cristiano Prati:
PolyWaTT: A polynomial water travel time estimator based on Derivative Dynamic Time Warping and Perceptually Important Points. Comput. Geosci. 112: 54-63 (2018) - 2009
- [j1]Eliane Colepícolo, Edson Takashi Matsubara, Alex Esteves Jaccoud Falcão, Ivan Torres Pisa:
Uso da ferramenta PreText para mineração de textos extraídos do NCBI para estudo epistemológico da Informática em Saúde. RITA 16(1): 9-24 (2009)
Conference and Workshop Papers
- 2023
- [c19]Kenzo Miranda Sakiyama, Lucas de Souza Rodrigues, Bruno Magalhães Nogueira, Edson Takashi Matsubara, Roseli A. F. Romero:
A Framework for Controversial Political Topics Identification Using Twitter Data. BRACIS (3) 2023: 283-298 - 2022
- [c18]Eliton Scardin Perin, Edson Takashi Matsubara:
Transductive Ensemble Learning with Graph Neural Network for Speech Emotion Recognition. SE&R@PROPOR 2022: 42-48 - [c17]Lucas M. Navarezi, Kenzo Miranda Sakiyama, Lucas de Souza Rodrigues, Caio M. O. Robaldo, Gustavo Rocha Lobato, Paulo Arantes Vilela, Edson Takashi Matsubara, Eraldo R. Fernandes:
Entity Extraction from Portuguese Legal Documents Using Distant Supervision. PROPOR 2022: 166-176 - 2021
- [c16]Juan Sales, José Marcato Junior, Henrique Lopes Siqueira, Maurício de Souza, Edson Takashi Matsubara, Wesley Nunes Gonçalves:
Retinanet Deep Learning-Based Approach to Detect Termite Mounds in Eucalyptus Forests. IGARSS 2021: 586-589 - 2020
- [c15]Kenzo Miranda Sakiyama, Lucas de Souza Rodrigues, Edson Takashi Matsubara:
Can Twitter Data Estimate Reality Show Outcomes? BRACIS 2020: 466-482 - 2019
- [c14]Caio H. S. Polidoro, Wellington V. M. de Castro, José Marcato Junior, Geison Salgado Filho, Edson Takashi Matsubara:
Counting Cars from Aerial Videos Using Deep Learning. EPIA (1) 2019: 637-649 - [c13]Matheus Gomes Sousa, Kenzo Miranda Sakiyama, Lucas de Souza Rodrigues, Pedro Henrique Moraes, Eraldo Rezende Fernandes, Edson Takashi Matsubara:
BERT for Stock Market Sentiment Analysis. ICTAI 2019: 1597-1601 - [c12]Yuri V. Furusho Becker, Henrique Lopes Siqueira, Edson Takashi Matsubara, Wesley Nunes Gonçalves, José Marcato Junior:
Asphalt Pothole Detection in UAV Images Using Convolutional Neural Networks. IGARSS 2019: 56-58 - [c11]Henrique Lopes Siqueira, José Marcato Junior, Edson Takashi Matsubara, Anette Eltner, Reinaldo Almeida Colares, Fabio Martins Santos:
The Impact of Ground Control Point Quantity on Area and Volume Measurements with UAV SFM Photogrammetry Applied in Open Pit Mines. IGARSS 2019: 9093-9096 - [c10]David Robledo Di Martini, Veraldo Liesenberg, Everton Castelão Tetila, José Marcato Junior, Edson Takashi Matsubara, Henrique Lopes Siqueira, Amaury Antônio de Castro Junior, Márcio Santos Araújo, Carlos Henrique Monteiro, Hemerson Pistori:
Machine Learning Applied to Uav Imagery in Precision Agriculture and Forest Monitoring in Brazililian Savanah. IGARSS 2019: 9364-9367 - [c9]Kenzo Miranda Sakiyama, Andre Quintiliano Bezerra Silva, Edson Takashi Matsubara:
Twitter breaking news detector in the 2018 Brazilian presidential election using word embeddings and convolutional neural networks. IJCNN 2019: 1-8 - 2018
- [c8]Eduardo Zarate Max, Ricardo Marcondes Marcacini, Edson Takashi Matsubara:
Improving Instance Selection via Metric Learning. IJCNN 2018: 1-6 - 2017
- [c7]Lucas de Souza Rodrigues, Edson Takashi Matsubara, Bruno Magalhães Nogueira:
Learning a Fast Bipartite Ranker for Text Documents Using Lexicographical Rankers and ROC Curves. ICDAR 2017: 1307-1312 - 2014
- [c6]Eduardo Campos, Edson Takashi Matsubara:
An Experimental Evaluation of Sentiment Analysis on Financial News Using Prior Polarity Words. IBERAMIA 2014: 218-228 - 2013
- [c5]Felipe Vargas Rigo, Murillo Nicacio Maraes, Edson Takashi Matsubara:
Smart Saint: An Active Semi-supervised Learning Internet Filter. BRACIS 2013: 136-142 - 2008
- [c4]Edson Takashi Matsubara, Ronaldo C. Prati, Gustavo E. A. P. A. Batista, Maria Carolina Monard:
Missing Value Imputation Using a Semi-supervised Rank Aggregation Approach. SBIA 2008: 217-226 - 2007
- [c3]Peter A. Flach, Edson Takashi Matsubara:
A Simple Lexicographic Ranker and Probability Estimator. ECML 2007: 575-582 - 2006
- [c2]Edson Takashi Matsubara, Maria Carolina Monard, Ronaldo C. Prati:
On the Class Distribution Labelling Step Sensitivity of CO-TRAINING. IFIP AI 2006: 199-208 - 2005
- [c1]Edson Takashi Matsubara, Maria Carolina Monard, Gustavo E. A. P. A. Batista:
Multi-view Semi-supervised Learning: An Approach to Obtain Different Views from Text Datasets. LAPTEC 2005: 97-104
Informal and Other Publications
- 2024
- [i4]Gabriel Toshio Hirokawa Higa, Rodrigo Stuqui Monzani, Jorge Fernando da Silva Cecatto, Maria Fernanda Balestieri Mariano de Souza, Vanessa Aparecida de Moraes Weber, Hemerson Pistori, Edson Takashi Matsubara:
Smartphone region-wise image indoor localization using deep learning for indoor tourist attraction. CoRR abs/2403.07621 (2024) - 2021
- [i3]Lucas Prado Osco, José Marcato Junior, Ana Paula Marques Ramos, Lúcio André de Castro Jorge, Sarah Narges Fatholahi, Jonathan de Andrade Silva, Edson Takashi Matsubara, Hemerson Pistori, Wesley Nunes Gonçalves, Jonathan Li:
A Review on Deep Learning in UAV Remote Sensing. CoRR abs/2101.10861 (2021) - [i2]Mauro dos Santos de Arruda, Lucas Prado Osco, Plabiany Rodrigo Acosta, Diogo Nunes Gonçalves, José Marcato Junior, Ana Paula Marques Ramos, Edson Takashi Matsubara, Zhipeng Luo, Jonathan Li, Jonathan de Andrade Silva, Wesley Nunes Gonçalves:
Counting and Locating High-Density Objects Using Convolutional Neural Network. CoRR abs/2102.04366 (2021) - 2007
- [i1]Peter A. Flach, Edson Takashi Matsubara:
On classification, ranking, and probability estimation. Probabilistic, Logical and Relational Learning - A Further Synthesis 2007
Coauthor Index
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