Annalisa Appice

Autoencoder-based deep metric learning for network intrusion detection

Giuseppina Andresini, Annalisa Appice, Donato Malerba · Information Sciences · 2021 · 152 citations · Full text

Anomaly Detection, Machine Learning, Data Science +7

Multi-Channel Deep Feature Learning for Intrusion Detection

Giuseppina Andresini, Annalisa Appice, Nicola Di Mauro et al. · IEEE Access · 2020 · 131 citations · Full text

Convolutional Neural Network, Anomaly Detection, Machine Learning +14

GAN augmentation to deal with imbalance in imaging-based intrusion detection

Giuseppina Andresini, Annalisa Appice, Luca Rose et al. · Future Generation Computer Systems · 2021 · 131 citations

Data Augmentation, Image Analysis, Machine Learning +12

Top-down induction of model trees with regression and splitting nodes

Donato Malerba, Floriana Esposito, Michelangelo Ceci et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2004 · 110 citations

Engineering, Machine Learning, Machine Learning Tool +21

Nearest cluster-based intrusion detection through convolutional neural networks

Giuseppina Andresini, Annalisa Appice, Donato Malerba · Knowledge-Based Systems · 2021 · 107 citations

Anomaly Detection, Machine Learning, Data Science +9