W kierunku interpretacji rekomendatora filmów w oparciu o podejście neurorozmyte

Autorzy

Szczegóły publikacji

Tomasz Rutkowski, Jakub Romanowski, Piotr Woldan, Paweł Staszewski, Radosław Nielek: Towards Interpretability of the Movie Recommender Based on a Neuro-Fuzzy Approach. In: Rutkowski, Leszek; Scherer, Rafał; Korytkowski, Marcin; Pedrycz, Witold; Tadeusiewicz, Ryszard; Zurada, Jacek M. (Ed.): Artificial Intelligence and Soft Computing, pp. 752–762, Springer International Publishing, Cham, 2018, ISBN: 978-3-319-91262-2.

Streszczenie

Streszczenie publikacji

Abstract

In the paper, a neuro-fuzzy structure is implemented as a movie recommender. First, a novel method for transforming nominal values of attributes into a numerical form is proposed. This allows representing the nominal values, e.g. movie genres or actors, in a neuro-fuzzy system designed from scratch using the Mendel-Wang algorithm for rules generation. Several experiments illustrate performance of the neuro-fuzzy recommender.

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