IRAICYJan 25, 2023

BRAIN L: A book recommender system

arXiv:2302.00653v13 citationsh-index: 34
Originality Synthesis-oriented
AI Analysis

This addresses the problem of optimizing sales for the publishing industry in Spain, but it is incremental as it applies existing AI methods to a specific domain.

The researchers tackled declining book sales in Spain by developing BRAIN L, a book recommender system that combines NLP and CBR techniques, resulting in a model that retrieves similar books and incorporates expert reviews for continuous learning.

Book sales in Spain have fallen progressively, which requires urgent changes to optimize the sales process as much as possible. This research proposes a new system, called Base of Reasoning in Artificial Intelligence with Natural Language (BRAIN L) focused exclusively on the publishing industry. The new field of knowledge of Artificial Intelligence (AI), Natural Language Processing (NLP), tecnología del Machine Learning is combined with Case-Based Reasoning (CBR) techniques for book recommendations. A model is developed to retrieve similar cases/books supported by NLP techniques for decision making. In addition, policies are implemented to keep the model evaluated by expert reviews, where the system not only learns with new cases, but these cases are real.

Foundations

The foundational work for this paper's niche, ranked by how specifically the neighbourhood builds on it — not by global fame.

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