Search Results for author: Alberto Carlo Maria Mancino

Found 3 papers, 2 papers with code

KGUF: Simple Knowledge-aware Graph-based Recommender with User-based Semantic Features Filtering

1 code implementation29 Mar 2024 Salvatore Bufi, Alberto Carlo Maria Mancino, Antonio Ferrara, Daniele Malitesta, Tommaso Di Noia, Eugenio Di Sciascio

The recent integration of Graph Neural Networks (GNNs) into recommendation has led to a novel family of Collaborative Filtering (CF) approaches, namely Graph Collaborative Filtering (GCF).

Collaborative Filtering Knowledge Graphs +1

A Topology-aware Analysis of Graph Collaborative Filtering

1 code implementation21 Aug 2023 Daniele Malitesta, Claudio Pomo, Vito Walter Anelli, Alberto Carlo Maria Mancino, Eugenio Di Sciascio, Tommaso Di Noia

The successful integration of graph neural networks into recommender systems (RSs) has led to a novel paradigm in collaborative filtering (CF), graph collaborative filtering (graph CF).

Collaborative Filtering Graph Sampling +1

Sparse Feature Factorization for Recommender Systems with Knowledge Graphs

no code implementations29 Jul 2021 Vito Walter Anelli, Tommaso Di Noia, Eugenio Di Sciascio, Antonio Ferrara, Alberto Carlo Maria Mancino

In fact, in these cases we have that with a large number of high-quality features, the resulting models are more complex and difficult to train.

Collaborative Filtering Knowledge Graphs +1

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