Compara mètodes
Revisa els mètodes seleccionats l'un al costat de l'altre; les files que difereixen es ressalten.
| Anàlisi de Decisions Multicriteri Basada en Dades× | PROMETHEE II× | Simple Additive Weighting× | Tècnica per a l'Ordre de Preferència per Similitud a la Solució Ideal× | |
|---|---|---|---|---|
| Camp | Presa de decisions | Presa de decisions | Presa de decisions | Presa de decisions |
| Família | MCDM | MCDM | MCDM | MCDM |
| Any d'origen≠ | 2015 | 1986 | 1967 | 1981 |
| Autor original≠ | Multiple authors | Brans, J. P., Vincke, Ph., Mareschal, B. | Fishburn, P. C. | Hwang, C. L., Yoon, K. |
| Tipus≠ | Learning-based criteria weighting and aggregation | Preference function (net flow) | Additive utility (linear) | Distance-based (compromise) |
| Font seminal≠ | Греченко, Д. В. (2019). Data-driven decision making: Integrating machine learning with multi-criteria approaches. Computational Statistics & Data Analysis, 132, 127-143. link ↗ | Brans, J. P., Vincke, Ph., Mareschal, B. (1986). How to select and how to rank projects: The PROMETHEE method. European Journal of Operational Research DOI ↗ | Fishburn, P. C. (1967). Additive utilities with incomplete product sets: Application to priorities and assignments. Operations Research DOI ↗ | Hwang, C. L., Yoon, K. (1981). Multiple Attribute Decision Making: Methods and Applications — A State-of-the-Art Survey. Lecture Notes in Economics and Mathematical Systems, Vol. 186, Springer-Verlag DOI ↗ |
| Àlies≠ | Data-Driven MCDA | — | — | — |
| Relacionats≠ | 5 | 8 | 8 | 8 |
| Resum≠ | Data-Driven MCDA is a hybrid framework that integrates machine learning and statistical learning into traditional multi-criteria decision analysis. Instead of eliciting weights from expert judgment, it learns criteria importance from historical decision data, enabling more scalable and empirically grounded decision support. | PROMETHEE (PROMETHEE II — Preference Ranking Organisation METHod for Enrichment of Evaluations) is a outranking multi-criteria decision-making (MCDM) method introduced by Brans, J. P., Vincke, Ph., Mareschal, B. in 1986. It turns a decision matrix of alternatives scored on multiple criteria into a structured, reproducible result. | SAW (Simple Additive Weighting) is a ranking multi-criteria decision-making (MCDM) method introduced by Fishburn, P. C. in 1967. It turns a decision matrix of alternatives scored on multiple criteria into a structured, reproducible result. | TOPSIS (Technique for Order of Preference by Similarity to Ideal Solution) is a ranking multi-criteria decision-making (MCDM) method introduced by Hwang, C. L., Yoon, K. in 1981. It turns a decision matrix of alternatives scored on multiple criteria into a structured, reproducible result. |
| ScholarGateConjunt de dades ↗ |
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