Formal Concept Analysis: A Smart Tool for Analyzing Complex Data – SmartFCA
Formal Concept Analysis (FCA) is a mathematical framework based on lattice theory and aimed at data analysis and classification. FCA, which is closely related to pattern mining in knowledge discovery (KD), can be used for data mining purposes in many application domains, e.g. life sciences and linked data. Moreover, FCA is human-centered and provides means for visualization and interaction with data and patterns. Actually it is now possible to deal with complex data such as intervals, sequences, trajectories, trees, and graphs. Research in FCA is dynamic, but there is still room for extensions of the original formalism. Many theoretical and practical challenges remain. Actually there does not exist any consensual platform offering the necessary components for analyzing real-life data. This is precisely the objective of the SmartFCA project to develop the theory and practice of FCA and its extensions, to make the related components inter-operable, and to implement a usable and consensual platform offering the necessary services and workflows for KD.
In particular, for satisfying in the best way the needs of experts in many application domains, SmartFCa will offer a ``Knowledge as a Service'' (KaaS) component for making domain knowledge operable and reusable on demand.
Project coordination
Marianne Huchard (Laboratoire d'Informatique, de Robotique et de Microélectronique de Montpellier)
The author of this summary is the project coordinator, who is responsible for the content of this summary. The ANR declines any responsibility as for its contents.
Partnership
LORIA Laboratoire lorrain de recherche en informatique et ses applications (LORIA)
UM-LIRMM Laboratoire d'Informatique, de Robotique et de Microélectronique de Montpellier
IRISA Institut de Recherche en Informatique et Systèmes Aléatoires
AIDA Agroécologie et Intensification Durable des cultures Annuelles
ICube Laboratoire des sciences de l'Ingénieur, de l'Informatique et de l'Imagerie (UMR 7357)
L3i LABORATOIRE INFORMATIQUE IMAGE INTERACTION
INFOLOGIC R&D INFOLOGIC RECHERCHE & DEVELOPPEMENT / INFOLOGIC R&D
Help of the ANR 877,798 euros
Beginning and duration of the scientific project:
December 2021
- 48 Months