Transparent, simple and robust fast-and-frugal trees and their construction
Bibliographic Data
| ID | 13136576 |
|---|---|
| Authors | Laura Martignon (0000-0002-0318-2327, Ludwigsburg University of Education, corresponding author), Tim Erickson (0000-0001-7066-0758), Riccardo Viale (0000-0001-6546-6221, University of Milano-Bicocca) |
| Year | 2022 |
| Volume | 4 |
| Publication date | 2022-10-10 |
| Open Access | Yes |
| Type | ARTICLE |
| Venue | Frontiers in Human Dynamics (JOURNAL) |
| Journal identifiers | ISSN: 2673-2726 • E-ISSN: 2673-2726 |
| Publisher | Frontiers Media (PUBLISHER • CH) |
| DOI | 10.3389/fhumd.2022.790033 |
| OpenAlex | W4303969339 |
| Language | EN |
| Citations received | 1 |
| References cited | 19 |
Today, diagnostic reasoning combines common and specialized knowledge, elements of numeracy, some facility with the basics of probability theory and, last but not least, ease in interactions with AI tools. We present procedures and tools for constructing trees that lead to understandable, transparent, simple, and robust classifications and decisions. These tools are more heuristic than optimal models, inspired by the perspective of Bounded Rationality. We describe how the tenets of Bounded Rationality provide a framework for the human-machine interaction this paper is devoted to. We claim that, because of this rationality, our proposed tools facilitate machine-aided decision making that is smooth, transparent and successful
Bounded function · Bounded rationality · Data science · Epistemology · Heuristic · Heuristics · Machine learning · Management science · Perspective (graphical · Rationality · Simple (philosophy · Computer Science · Engineering · Evolutionary Algorithms and Applications · Explainable Artificial Intelligence (XAI · Mathematics · Artificial Intelligence · Theoretical Computer Science
| Citations per year | 1 |
|---|---|
| Citation span | 2025 - 2025 (1) |
| Highly cited | No |