- Title
- A Temporal Case-Based Reasoning Platform Relying on a Fuzzy Vector Spaces Object-Oriented Model and a Method to Design Knowledge Bases and Decision Support Systems in Multiple Domains
- Creator
- Colloc, Joël; Yameogo, Relwendé Aristide; Summons, Peter; Loubet, Lilian; Cavelier, Jeam-Bernard; Bridier, Paul
- Relation
- Algorithms Vol. 15, Issue 2, no. 66
- Publisher Link
- http://dx.doi.org/10.3390/a15020066
- Publisher
- MDPI AG
- Resource Type
- journal article
- Date
- 2022
- Description
- Knowledge bases in complex domains must take into account many attributes describing numerous objects that are themselves components of complex objects. Temporal case-based reasoning (TCBR) requires comparing the structural evolution of component objects and their states (attribute values) at different levels of granularity. This paper provides some significant contributions to computer science. It extends a fuzzy vector space object-oriented model and method (FVSOOMM) to present a new platform and a method guideline capable of designing objects and attributes that represent timepoint knowledge objects. It shows how temporal case-based reasoning can use distances between temporal fuzzy vector functions to compare these knowledge objects’ evolution. It describes examples of interfaces that have been implemented on this new platform. These include an expert’s interface that describes a knowledge class diagram; a practitioner’s interface that instantiates domain objects and their attribute constraints; and an end-user interface to input attribute values of the real cases stored in a domain case database. This paper illustrates resultant knowledge bases in different domains, with examples of pulmonary embolism diagnosis in medicine and decision making in French municipal territorial recomposition. The paper concludes with the current limitations of the proposed model, its future perspectives and possible platform enhancements.
- Subject
- time case-based reasoning; time fuzzy vectorial space; fuzzy object-oriented design method; structural similarity; qualifying attributes; pulmonary embolism; territorial recomposition; SDG 3; Sustainable Development Goals
- Identifier
- http://hdl.handle.net/1959.13/1469380
- Identifier
- uon:48216
- Identifier
- ISSN:1999-4893
- Rights
- © 2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
- Language
- eng
- Full Text
- Reviewed
- Hits: 3171
- Visitors: 3246
- Downloads: 82
Collections
Goal 3: Good Health and Well-Being
| Thumbnail | File | Description | Size | Format | |||
|---|---|---|---|---|---|---|---|
| View Details Download | ATTACHMENT02 | Publisher version (open access) | 7 MB | Adobe Acrobat PDF | View Details Download |