Search Results for author: Enza Messina

Found 8 papers, 3 papers with code

Graph Learning in 4D: a Quaternion-valued Laplacian to Enhance Spectral GCNs

1 code implementation28 Dec 2023 Stefano Fiorini, Stefano Coniglio, Michele Ciavotta, Enza Messina

We introduce QuaterGCN, a spectral Graph Convolutional Network (GCN) with quaternion-valued weights at whose core lies the Quaternionic Laplacian, a quaternion-valued Laplacian matrix by whose proposal we generalize two widely-used Laplacian matrices: the classical Laplacian (defined for undirected graphs) and the complex-valued Sign-Magnetic Laplacian (proposed to handle digraphs with weights of arbitrary sign).

Graph Learning

The Internet of Responsibilities-Connecting Human Responsibilities using Big Data and Blockchain

no code implementations7 Dec 2023 Xuejiao Tang, Jiong Qiu, Wenbin Zhang, Ibrahim Toure, Mingli Zhang, Enza Messina, Xueping Xie, Xuebing Wang, Sheng Yu

Accountability in the workplace is critically important and remains a challenging problem, especially with respect to workplace safety management.

Management

SigMaNet: One Laplacian to Rule Them All

1 code implementation26 May 2022 Stefano Fiorini, Stefano Coniglio, Michele Ciavotta, Enza Messina

$L^{\sigma}$ is also completely parameter-free, which is not the case of other Laplacian operators such as, e. g., the Magnetic Laplacian.

Constrained Relational Topic Models

1 code implementation1 Feb 2020 Silvia Terragni, Elisabetta Fersini, Enza Messina

Relational topic models (RTM) have been widely used to discover hidden topics in a collection of networked documents.

Document Classification Topic Models

A Multi-View Sentiment Corpus

no code implementations EACL 2017 Debora Nozza, Elisabetta Fersini, Enza Messina

Sentiment Analysis is a broad task that involves the analysis of various aspect of the natural language text.

Emotion Recognition General Classification +2

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