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I specialize in data-focused research, with a particular emphasis on data science and artificial intelligence in a privacy preserving environment. My research is primarily focused on agriculture and food systems, including the development of data infrastructures and customisedĀ machine learning algorithms that integrate data from various sources using semantic web technologies.
Expertise Food Science Food Safety Food Supply Food Product Earth and Planetary Sciences Citizen Investigation Plant Computer Science Organisations Publications 2024
Data driven food fraud vulnerability assessment using Bayesian Network: Spices supply chain , Article 110616 (E-pub ahead of print/First online). Bouzembrak, Y., Liu, N., Mu, W., Gavai, A. , Manning, L., Butler, F. & Marvin, H. J. P. https://doi.org/10.1016/j.foodcont.2024.110616 Leveraging citizen science for monitoring urban forageable plants , Article giae007, 1-3. Soares, F. M. , Ferreira Pires, L. , Garcia, M. C., Bouzembrak, Y., Coradin, L., Ghilardi-Lopes, N. P., Rangel Silva, R., Martins de Carvalho, A., Moreira dos Santos Maculan, B. C., Koffler, S., Montedo, U. B., Pignatari Drucker, D., Santiago, R., Gavai, A. , Peres de Carvalho, M. C., da Silva Lima, A. C., Elias Gabriel, H. D., Mendonça de França, S. G., Reis de Almeida, K., ā¦ Saraiva, A. M. https://doi.org/10.1093/gigascience/giae007 Citizen science data on urban forageable plants: a case study inĀ Brazil . Soares, F. M. , Pires, L. F. , Garcia, M. C., Coradin, L., Ghilardi-Lopes, N. P., Silva, R. R., Martins de Carvalho, A., Gavai, A. , Bouzembrak, Y., Moreira dos Santos Maculan, B. C., Koffler, S., Montedo, U. B., Pignatari Drucker, D., Santiago, R., Carvalho, M. C. P. d., da Silva Lima, A. C., Elias Gabriel, H. D., Mendonça de França, S. G., Reis de Almeida, K., ā¦ Saraiva, A. M. https://doi.org/10.46471/gigabyte.107 Citizen Science Data on Urban Forageable Plants: A Case Study in Brazil . bioRxiv. Miranda Soares, F. , Ferreira Pires, L. , Garcia, M. C., Coradin, L., Ghilardi-Lopes, N. P., Rangel Silva, R., Martins de Carvalho, A., Gavai, A. , Bouzembrak, Y., Moreira dos Santos Maculan, B. C., Koffler, S., Montedo, U. B., Pignatari Drucker, D., Santiago, R., de Carvalho, M. C., da Silva Lima, A. C., Elias Gabriel, H. D., Mendonça de França, S. G., Reis de Almeida, K., ā¦ Saraiva, A. M. https://doi.org/10.1101/2024.01.22.575882 Fruits of Collaboration: the contribution of the āPomar Urbanoā initiative in promoting the monitoring, conservation, and use of fruit-bearing plants in Brazilian cities . Miranda Soares, F. , Saraiva, A. M., Rangel Silva, R., Ferreira Pires, L. , Ghilardi-Lopes, N. P., Montedo, U. B., Moreira dos Santos Maculan, B. C., Martins de Carvalho, A., Koffler, S., Souza, T., Coradin, L., Pignatari Drucker, D., Santiago, R., Garcia, M. C., Bouzembrak, Y., Gavai, A. & Lanza, T. 2023
Applying federated learning to combat food fraud in food supply chains , Article 46. Gavai, A. , Bouzembrak, Y., Mu, W., Martin, F., Kaliyaperumal, R., van Soest, J., Choudhury, A., Heringa, J., Dekker, A. & Marvin, H. J. P. https://doi.org/10.1038/s41538-023-00220-3 Author Correction: Applying federated learning to combat food fraud in food supply chains: Applying federated learning to combat food fraud in food supply chains (npj Science of Food, (2023), 7, 1, (46), 10.1038/s41538-023-00220-3) , Article 57. Gavai, A. , Bouzembrak, Y., Mu, W., Martin, F., Kaliyaperumal, R., van Soest, J., Choudhury, A., Heringa, J., Dekker, A. & Marvin, H. J. P. https://doi.org/10.1038/s41538-023-00232-z Design Implications Towards Human-Centric Semantic Recommenders for Sustainable Food Consumption In Advances in Conceptual Modeling - ER 2023 Workshops, CMLS, CMOMM4FAIR, EmpER, JUSMOD, OntoCom, QUAMES, and SmartFood, Proceedings (pp. 312-328). Springer Nature (E-pub ahead of print/First online). Sedrakyan, G. , Gavai, A. & van Hillegersberg, J. https://doi.org/10.1007/978-3-031-47112-4_29 Food fraud detection using explainable artificial intelligence , Article e13387 (E-pub ahead of print/First online). Buyuktepe, O., Catal, C., Kar, G., Bouzembrak, Y., Marvin, H. & Gavai, A. https://doi.org/10.1111/exsy.13387 2022
A federated learning approach to data sharing in a food supply chain . Research Square Publications. Gavai, A. , Bouzembrak, Y., Mu, W., Martin, F., Kaliyaperumal, R., Soest, J. v., Choudhury, A., Heringa, J., Dekker, A. & Marvin, H. https://doi.org/10.21203/rs.3.rs-2350301/v1 Research profiles Affiliated study programs Courses academic year 2023/2024 Courses in the current academic year are added at the moment they are finalised in the Osiris system. Therefore it is possible that the list is not yet complete for the whole academic year.
My department is situated within the High-tech Business and Entrepreneurship (HBE) department, which is part of the Faculty of Behavioural, Management and Social Sciences. HBE is a renowned department that focuses on the intersection of business, technology, and social sciences. Through innovative research and education programs, we aim to make a significant impact in the fields of business and healthcare by collaborating across disciplines. My work spans several areas, including smart industry, supply chain management, transportation and logistics management, innovation management, healthcare operations, technology-based entrepreneurship, purchasing and supply management, cyber security, financial engineering, HRM, change management, and leadership.
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