Code: 22-STIC-01

Collaborative Group Decision for knowledge acquisition in agriculture using AI techniques

Duration: Mar 2022 - Mar 2024

Project Abstract

Knowledge acquisition is a key step to understand the domain in order to make proposals to obtain better results. Natural Language Processing tools in combination with Machine Learning (both from the Artificial Intelligence field) can be used to analyze the narrative descriptions captured, in order to obtain an ontology representation of the knowledge acquired. Considering the agricultural context and the use of technology, knowledge acquisition should be done with tools that suit the characteristics of the stakeholders and provide the accuracy of knowledge description needed in a technological environment. We consider three aspects to be taken into account. Collaborative Knowledge Management (CKM) is considered as a process of collective resolution of problems where it is useful to memorize the process of making collective decisions and to structure the group interactions to facilitate problem solving and sharing of ideas. Then scenarios are widely used to capture the knowledge from the stakeholders. Finally, conflict resolution is a step to be considered in knowledge acquisition. It is crucial making the group decision process interactive, iterative, collaborative and participatory. Thus, a multi-criteria decision support system arises as a tool to support this process.

Related Publications

Bracco, C. E., Cuevas, L. E., & Torres, D. (2023). Semantic Annotation in Collaborative Document Transcription: A Gamified Citizen Science Approach. In Culture and Computing (pp. 491–508). Springer Nature Switzerland. https://doi.org/10.1007/978-3-031-34732-0_38
inbook
#citizen science
#semantic web
PDFBibTeXDetails
Leutwyler, N., Lezoche, M., Panetto, H., & Torres, D. (2023). Software genérico para benchmarking del Análisis Conceptual Formal: Integración de Orange3. Electronic Journal of SADIO (EJS), 22(3), 28–40. https://publicaciones.sadio.org.ar/index.php/EJS/article/view/597
article
#software engineering
PDFBibTeXDetails
Project Details
Funding Agency

STIC AmSud

Responsible Group

Responsable por Argentina: Leandro Antonelli - Responsable por Colombia: Cesar Collazos - Responsable por Francia: Pascale Zarate

Research Areas
#smart agriculture
#artificial intelligence
#human-ai collaboration