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    • Israel Mendonça dos Santos photo

      Israel Mendonça dos Santos

      I am an assistant professor at Kumamoto University. Trying to bridge the field of machine learning and other fields.

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List of Publications

Journal

  1. “Meta-learning for vessel time series data imputation method recommendation”, Tirana Noor Fatyanosa, Neni Alya Firdausanti, Putu Hangga Nan Prayoga, Minoki Kuriu, Masayoshi Aritsugi, Israel Mendonça, Expert Systems with Applications 251 124016-124016, 2024

  2. “TAWC: Text Augmentation with Word Contributions for Imbalance Aspect-Based Sentiment Classification”, Noviyanti Santoso, Israel Mendonça, Masayoshi Aritsugi, Applied Sciences 14(19) 8738-8738, 2024

  3. “IoT Solutions with Artificial Intelligence Technologies for Precision Agriculture: Definitions, Applications, Challenges, and Opportunities”, Elisha Elikem Kofi Senoo, Lia Anggraini, Jacqueline Asor Kumi, Luna Bunga Karolina, Ebenezer Akansah, Hafeez Ayo Sulyman, Israel Mendonça, Masayoshi Aritsugi, Electronics 13(10) 1894-1894, 2024

  4. “Improving the Classification of Unexposed Potsherd Cavities by Means of Preprocessing”, Randy Cahya Wihandika, Yoonji Lee, Mahendra Data, Masayoshi Aritsugi, Hiroki Obata, Israel Mendonça, Information 15(5) 243-243, 2024

  5. “Noise-free sampling with majority framework for an imbalanced classification problem”, Neni Alya Firdausanti, Israel Mendonça, Masayoshi Aritsugi, Knowledge and Information Systems 66(7) 4011-4042, 2024

  6. “Classification of unexposed potsherd cavities by using deep learning”. Israel Mendonça, Mai Miyaura, Tirana Noor Fatyanosa, Daiki Yamaguchi, Hanami Sakai, Hiroki Obata, Masayoshi Aritsugi, Journal of Archaeological Science: Reports 49, 104003-104003, 2023

  7. “A Population-based Hybrid Approach for Hyperparameter Optimization of Neural Networks”, Luis Japa, Marcello Serqueira, Israel Mendonça, Masayoshi Aritsugi, Eduardo Bezerra, Pedro Henrique Gonzalez.

  8. “Monitoring and Control Framework for IoT, Implemented for Smart Agriculture”, Elisha Elikem Kofi Senoo, Ebenezer Akansah, Israel Mendonça, Masayoshi Aritsugi, Sensors 23(5) 2714-2714, 2023

  9. “On Clustering Algorithms: Applications in Word-Embedding Documents”. I Mendonça, Antoine Trouvé, Akira Fukuda, Kazuaki J. Murakami. Journal of Computers, JCP 14 (2), 88-92, 2019, DOI: 10.17706 /JCP.14.2.88-92

  10. “Exploring intelligent agents in three-dimensional games for cognitive stimulation”. Rosa Maria Esteves Moreira da Costa, Diogo Soares de Souza, Israel Mendonça, Vera MB Werneck. International Journal on Disability and Human Development Vol. 10 (4), pp.283-287, 2011, DOI: 10.1515/IJDHD.2011.047

Conferences

  1. “Robust 3D Gaussian Splatting for Images with Accidental Shadows”, Satoshi Date, Israel Mendonça, S. Kuwata, Y. Ikemoto, Masayoshi Aritsugi, AIxMM 2025, USA, 2025 (accepted, to appear)

  2. "”Efficient Node Reduction Heuristic for GNN-Based Traffic Speed Forecasting”, Yuto Inokuchi, Pedro Henrique González, Masayoshi Aritsugi and Israel Mendonça, BDCAT 2024, UAE, 2024

  3. “Optimizing Wireless Sensor Network Topology With Deep Reinforcement Learning for Multi-Source/Destination Scenarios”, Kosei Kobayashi, Pedro Henrique González, Masayoshi Aritsugi and Israel Mendonça, BDCAT 2024, UAE, 2024

  4. “Disaster Image Tagging Using Generative AI for Digital Archives”, Kotaro Yasuda, Masayoshi Aritsugi, Yukiko Takeuchi, Akihiro Shibayama, Israel Mendonça, The ACM/IEEE-CS Joint Conference on Digital Libraries (JCDL), Hong Kong, 2024

  5. “Semi-automated Disaster Image Tagging While Protecting Privacy: A Case Study”, Ikuto Takashima, Kotaro Yasuda, Yukiko Takeuchi, Masayoshi Aritsugi, Akihiro Shibayama, Israel Mendonça, Database and Expert Systems Applications: 35th International Conference (DEXA 2024), 2024, Italy

  6. “Enhancing the Accuracy of Conductivity Parameters from Real-Time Rainwater Quality Measurements based on Internet of Things Utilizing Machine Learning”, Ardiansyah Ramadhan, Israel Mendonça, Masayoshi Aritsugi, Indra Chandra, 2024 10th International Conference on Wireless and Telematics (ICWT), Indonesia, 2024

  7. “A Multi-centrality Heuristic for the Bandwidth Reduction Problem”, João Maues, Israel Mendonça, Glauco Amorim, Sanderson L. Gonzaga de Oliveira, Ana Isabel Pereira, Diego Brandão, Pedro Henrique González, The 2024 International Conference on Computational Science and Its Applications (ICCSA), Vietnam, 2024

  8. “ACO With Reinforcement Learning Applied to Rescues Operations on Urban Forests”, Cláudio Alves, Israel Mendonça, Vanessa de Almeida Guimarèes, Pedro Henrique González, 2024 IEEE Congress on Evolutionary Computation (CEC), Japan, 2024

  9. “Optimization of Node Reduction Using BRKGA for GNN-Based Traffic Speed Forecasting”, Yuto Inokuchi, Pedro Henrique González, Israel Mendonça, Masayoshi Aritsugi, 2024 IEEE Congress on Evolutionary Computation (CEC), Japan, 2024

  10. “A Hybrid Approach with BRKGA and Data Mining for the Early/Tardy Scheduling Problem”, Israel Mendonça, Tirana Noor Fatyanosa, Masayoshi Aritsugi, Pedro Henrique González Silva, 2024 IEEE Congress on Evolutionary Computation (CEC), Japan, 2024

  11. “Efficient Hyperparameter Optimization Using Deep Q-Network and BRKGA”, Kosei Kobayashi, Masayoshi Aritsugi, Pedro Henrique González, Israel Mendonça, 2024 IEEE Congress on Evolutionary Computation (CEC), Japan, 2024

  12. “A Q-Learning Hybrid BRKGA Applied to the Knapsack Problem with Forfeits”, Gabriel Souto, Masayoshi Aritsugi, Israel Mendonça, Luidi Simonetti, Pedro Henrique González, 2024 IEEE Congress on Evolutionary Computation (CEC), Japan, 2024

  13. “Pre-warming: Alleviating Cold Start Occurrences on Cloud-based Serverless Platforms”, Thu Yein Htet, Thanda Shwe, Israel Mendonça, Masayoshi Aritsugi, 2024 IEEE 10th International Conference on Edge Computing and Scalable Cloud (EdgeCom), Shanghai, 2024

  14. “Development of a Red Tide Early Detection System Using Satellite Images”, Yuto Inokuchi, Kosei Kobayashi, Jules Guillerault, Yasuhisa Henmi, Pedro Henrique Gonzalez, Masayoshi Aritsugi, Israel Mendonça, 2024 International Conference on Green Energy, Computing and Sustainable Technology (GECOST), 2024.

  15. “ImputAnom: Anomaly Detection Framework Using Imputation Methods for Univariate Time Series”, Tirana Noor Fatyanosa, Mahendra Data, Neni Alya Firdausanti, Putu Hangga Nan Prayoga, Israel Mendonça, Masayoshi Aritsugi, Information Integration and Web Intelligence: 25th International Conference (IiWAS 2023), Indonesia, 2023

  16. “Not Seeing is a Flower: Experiences and Lessons Learned from Making IoT Platforms for Small-Scale Farms in Japan” (poster), Israel Mendonça, Angeline Chong, Masayoshi Aritsugi, Proceedings of the International Conference on the Internet of Things 2023, Japan, 2023

  17. “Knowledge Graphs for News Recommendation in a Local News Organization”, Kunitoshi Igarashi, Israel Mendonça, Masayoshi Aritsugi, 8th International Congress on Information and Communication Technology, UK, 2023

  18. “Age Classification Based on Voice Using Mel-Spectogram and MFCC”, Tariq Al-Maashani, Israel Mendonça, Masayoshi Aritsugi, 24th International Conference on Digital Signal Processing (DSP), Greece, 2023

  19. “Text Augmentation Based on Integrated Gradients Attribute Score for Aspect-based Sentiment Analysis”, Noviyanti Santoso, Israel Mendonça and M. Aritsugi, BigComp 2023, Jeju, South Korea, 2023.

  20. “Automatic Rule Definition for Pattern-Based Text Mining”, Minoki Kuriu, Israel Mendonça and M. Aritsugi, BigComp 2023, Jeju, South Korea, 2023.

  21. “A Lightweight Cryptographic Algorithm with a Multi-Purpose Encipher Key for IoT”, Perry Chimenge Longwani, Israel Mendonça and M. Aritsugi, JAC-ECC 2022, Egypt, December 2022.

  22. “Implementing SOLID principles for IoT Arduino sensor code”, Elisha Elikem Kofi Senoo, Ebenezer Akansah, Israel Mendonça and M. Aritsugi, JAC-ECC 2022, Egypt, December 2022.

  23. “Two-Stage Sampling: A Framework for Imbalanced Classification With Overlapped Classes”, Neni Alya Firdausanti, Tirana Noor Fatyanosa, Mahendra Data, Israel Mendonça and M. Aritsugi. IEEE BigData 2022, Osaka, Japan, December 2022

  24. “Conducting Vessel Data Imputation Method Selection Based on Dataset Characteristics”, Tirana Noor Fatyanosa, Neni Alya Firdausanti, Luis Japa, Israel Mendonça, Putu Hangga Nan Prayoga and M. Aritsugi, ISOCEEN 2022, Indonesia, November 2022.

  25. “Smart agricultural monitoring system: a practical design approach” (poster), Ebenezer Akansah, Elisha Elikem Kofi Senoo, Israel Mendonça and M. Aritsugi, IOT 2022, Delft, Netherlands, November 2022.

  26. “A conjugated evolutionary algorithm for hyperparameter optimization”, Luis Japa, Marcello Serqueira, Israel Mendonça, Eduardo Bezerra, M. Aritsugi and Pedro Henrique González, WCCI 2022 (IEEE CEC 2022), Padua, Italy, July 2022.

  27. “A Hybrid BRKGA Approach for the Multiproduct Two Stage Capacitated Facility Location Problem”, Igor Morais, Gabriel Souto, Glaydston Ribeiro, Israel Mendonça, Pedro Henrique González, WCCI 2022 (IEEE CEC 2022), Padua, Italy, July 2022.

  28. “Improving Model Accuracy by Means of Explanations”. D. Yamaguchi, Israel Mendonça, ICICT 2022, LNNS 464, pp.527-537, February 2022.

  29. “Exploring a Topical Representation of Documents for Recommendation Systems”. Israel Mendonça dos Santos, Antoine Trouve, Akira Fukuda, and Kazuaki J. Murakami. 9th International Conference on Awareness Science and Technology (iCAST), pp.73-78, Fukuoka, Japan, 2019.

  30. “Improving Free Text Recommendation Time by Means of Clustering Algorithms”. Israel Mendonça, Antoine Trouvé, Kazuaki J. Murakami, and Akira Fukuda. Proceedings of the 6th IIAE International Conference on Intelligent Systems and Image Processing, pp. 125-131, Matsue, Japan, 2018.

  31. “Exploring the importance of negative links through the European parliament social graph”. Israel Mendonça, Antoine Trouvé, and Akira Fukuda. Proceedings of the 2017 International Conference on E-Society, E-Education and E-Technology, pp 1-7, Chengdu, China, 2017.

  32. “Relevance of negative links in graph partitioning: A case study using votes from the european parliament”. I Mendonça, R Figueiredo, V Labatut, P Michelon. Second European Network Inteligence Conference, pp 122-129, Karlskrona, Sweden, 2015

  33. “Performance of Low Buffer Resource Flexible Router for NoCS”. Israel Mendonça dos Santos, Felipe MG França, Victor Goulart. The Ninth International Conference on Systems and Networks Communications, ICSNC 2014, pp. 35-41, Nice, France, 2014

  34. “Exploring the intelligent agents for controlling user navigation in 3D games for cognitive simulation”. Rosa MEM Costa, Israel Mendonça, Diogo Soares de Souza. 8th International Conference on Disability, Virtual Reality and Associated Technologies, Vol. 1, pp. 1-6, Vina del Mar, Chile, 2010