Search Results for author: Giuseppe Pirlo

Found 3 papers, 3 papers with code

An Interpretable Adaptive Multiscale Attention Deep Neural Network for Tabular Data

1 code implementation IEEE Transactions on Neural Networks and Learning Systems 2024 Vincenzo Dentamaro, Paolo Giglio, Donato Impedovo, Giuseppe Pirlo, Marco Di Ciano

Deep learning (DL) has been demonstrated to be a valuable tool for analyzing signals such as sounds and images, thanks to its capabilities of automatically extracting relevant patterns as well as its end-to-end training properties.

feature selection

LICIC: Less Important Components for Imbalanced Multiclass Classification

1 code implementation MDPI Information 2018 Vincenzo Dentamaro, Donato Impedovo, Giuseppe Pirlo

Multiclass classification in cancer diagnostics, using DNA or Gene Expression Signatures, but also classification of bacteria species fingerprints in MALDI-TOF mass spectrometry data, is challenging because of imbalanced data and the high number of dimensions with respect to the number of instances.

Classification General Classification

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