- Tytuł:
- Application of multi-criteria analysis based on individual psychological profile for recommender systems
- Autorzy:
-
Rafalak, M.
Granat, J.
Wierzbicki, A. P. - Powiązania:
- https://bibliotekanauki.pl/articles/305393.pdf
- Data publikacji:
- 2016
- Wydawca:
- Akademia Górniczo-Hutnicza im. Stanisława Staszica w Krakowie. Wydawnictwo AGH
- Tematy:
-
recommender system
multi-criteria analysis
user profiling - Opis:
- This paper presents a novel approach for user classification exploiting multi- criteria analysis. This method is based on measuring the distance between an observation and its respective Pareto front. The obtained results show that the combination of the standard KNN classification and the distance from Pareto fronts gives satisfactory classification accuracy – higher than the accuracy ob- tained for each of these methods applied separately. Conclusions from this study may be applied in recommender systems where the proposed method can be implemented as the part of the collaborative filtering algorithm.
- Źródło:
-
Computer Science; 2016, 17 (4); 503-517
1508-2806
2300-7036 - Pojawia się w:
- Computer Science
- Dostawca treści:
- Biblioteka Nauki
Artykuł