Publications

The force of few: boosting deviance detection in data scarcity scenarios through self-supervised learning and pattern-based encoding

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Francesco Folino, Gianluigi Folino, Massimo Guarascio, Luigi Pontieri
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Self-Sovereign Identification of IoT Devices by Using Physically Unclonable Functions and Blockchain

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Gianluigi Folino, Agostino Forestiero, Giuseppe Papuzzo
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Explainable Process Deviance Discovery with Data-Efficient Deep Learning

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Francesco Folino, Gianluigi Folino, Massimo Guarascio, Luigi Pontieri
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Discovering ensembles of small language models out of scarcely labelled data for fake news detection

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G. Folino, M. Guarascio, L. Pontieri, P. Zicari
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Applying Multi-Objective Differential Evolution for IoT Application Design in the Edge-Cloud Continuum

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Gianluigi Folino, Antonio Francesco Gentile, Rosa Varchera, Andrea Vinci
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Towards Data- and Compute-Efficient Fake-News Detection: An Approach Combining Active Learning and Pre-Trained Language Models

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Francesco Folino, Gianluigi Folino, Massimo Guarascio, Luigi Pontieri, Paolo Zicari
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Efficiently approaching vertical federated learning by combining data reduction and conditional computation techniques

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Francesco Folino, Gianluigi Folino, Francesco Sergio Pisani, Luigi Pontieri, Pietro Sabatino
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Data- & compute-efficient deviance mining via active learning and fast ensembles

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Francesco Folino, Gianluigi Folino, Massimo Guarascio, Luigi Pontieri
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A Scalable Vertical Federated Learning Framework for Analytics in the Cybersecurity Domain

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Francesco Folino, Gianluigi Folino, Francesco Sergio Pisani, Pietro Sabatino, Luigi Pontieri
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Learning ensembles of deep neural networks for extreme rainfall event detection

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Gianluigi Folino, Massimo Guarascio, Francesco Chiaravalloti
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Learning Deep Fake-News Detectors from Scarcely-Labelled News Corpora

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P. Zicari, M. Guarascio, L. Pontieri, G. Folino
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Fighting Misinformation, Radicalization and Bias in Social Media

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Erica Coppolillo, Carmela Comito, Marco Minici, Ettore Ritacco, Gianluigi Folino, Francesco Sergio Pisani, Massimo Guarascio, Giuseppe Manco
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An ensemble-based framework for user behaviour anomaly detection and classification for cybersecurity

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Gianluigi Folino, Carla Otranto Godano, Francesco Sergio Pisani
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Semi-Supervised Discovery of DNN-Based Outcome Predictors from Scarcely-Labeled Process Logs

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Francesco Folino, Gianluigi Folino, Massimo Guarascio, Luigi Pontieri
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Combining deep ensemble learning and explanation for intelligent ticket management

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P. Zicari, G. Folino, M. Guarascio, L. Pontieri
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Combining Active Learning and Fast DNN Ensembles for Process Deviance Discovery

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Francesco Folino, Gianluigi Folino, Massimo Guarascio, Luigi Pontieri
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A Scalable Architecture Exploiting Elastic Stack and Meta Ensemble of Classifiers for Profiling User Behaviour

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Gianluigi Folino, Carla Otranto Godano, Francesco Sergio Pisani
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A Machine Learning Approach for Rainfall Estimation Integrating Heterogeneous Data Sources

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Massimo Guarascio, Gianluigi Folino, Francesco Chiaravalloti, Salvatore Gabriele, Antonio Procopio, Pietro Sabatino
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SDCOR: Scalable density-based clustering for local outlier detection in massive-scale datasets[Formula presented]

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Sayyed Ahmad Naghavi Nozad, Maryam Amir Haeri, Gianluigi Folino
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On learning effective ensembles of deep neural networks for intrusion detection

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F. Folino, G. Folino, M. Guarascio, F.S. Pisani, L. Pontieri
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Discovering accurate deep learning based predictive models for automatic customer support ticket classification

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Paolo Zicari, Gianluigi Folino, Massimo Guarascio, Luigi Pontieri
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A p2p environment to validate ensemble-based approaches in the cybersecurity domain

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Francesco Folino, Gianluigi Folino, Luigi Pontieri
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A Multi-view Ensemble of Deep Models for the Detection of Deviant Process Instances

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Francesco Folino, Gianluigi Folino, Massimo Guarascio, Luigi Pontieri
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A GP-based ensemble classification framework for time-changing streams of intrusion detection data

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Gianluigi Folino, Francesco Sergio Pisani, Luigi Pontieri
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A Cybersecurity Framework for Classifying Non Stationary Data Streams Exploiting Genetic Programming and Ensemble Learning

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Gianluigi Folino, Francesco Sergio Pisani, Luigi Pontieri
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Using genetic programming for combining an ensemble of local and global outlier algorithms to detect new attacks

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Gianluigi Folino, Francesco Sergio Pisani, Luigi Pontieri, Pietro Sabatino, Maryam Amir Haeri
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Learning effective neural nets for outcome prediction from partially labelled log data

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Francesco Folino, Gianluigi Folino, Massimo Guarascio, Luigi Pontieri
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Exploiting fractal dimension and a distributed evolutionary approach to classify data streams with concept drifts

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Gianluigi Folino, Massimo Guarascio, Giuseppe Papuzzo
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Deep Learning on Big Data

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Gianluigi Folino, Massimo Guarascio, Maryam A. Haeri
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A Deep Learning based architecture for rainfall estimation integrating heterogeneous data sources

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Gianluigi Folino, Massimo Guarascio, Francesco Chiaravalloti, Salvatore Gabriele
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Special issue on evolutionary multi-objective optimization and applications in big data

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Gianluigi Folino, Giuseppe A. Trunfio
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An ensemble-based P2P framework for the detection of deviant business process instances

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Francesco Folino, Gianluigi Folino, Luigi Pontieri
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Parallel Execution of Cellular Automata through Space Partitioning: The Landslide Simulation Sciddicas3-Hex Case Study

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Andrea Giordano, Alessio De Rango, Davide Spataro, Donato D'Ambrosio, Carlo Mastroianni, Gianluigi Folino, William Spataro
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A software architecture for classifying users in e-payment systems

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Gianluigi Folino, Francesco Sergio Pisani
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A peer-to-peer architecture for detecting attacks from network traffic and log data

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Francesco Folino, Gianluigi Folino, Luigi Pontieri, Pietro Sabatino
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Scalable asynchronous execution of cellular automata

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Gianluigi Folino, Andrea Giordano, Carlo Mastroianni
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Evolving meta-ensemble of classifiers for handling incomplete and unbalanced datasets in the cyber security domain

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G. Folino, F.S. Pisani
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Ensemble based collaborative and distributed intrusion detection systems: A survey

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Gianluigi Folino, Pietro Sabatino
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An incremental ensemble evolved by using genetic programming to efficiently detect drifts in cyber security datasets

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Gianluigi Folino, Francesco Sergio Pisani, Pietro Sabatino
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Adaptive intrusion detection in distributed environments: An ensemble-based approach

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Alfredo Cuzzocrea, Gianluigi Folino, Pietro Sabatino
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A distributed intrusion detection framework based on evolved specialized ensembles of classifiers

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Gianluigi Folino, Francesco Sergio Pisani, Pietro Sabatino
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Strategies for parallelizing Swarm intelligence algorithms

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Franco Cicirelli, Gianluigi Folino, Agostino Forestiero, Andrea Giordano, Carlo Mastroianni, Giandomenico Spezzano
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Combining ensemble of classifiers by using genetic programming for cyber security applications

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Gianluigi Folino, Francesco Sergio Pisani
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A distributed framework for supporting adaptive ensemble-based intrusion detection

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Alfredo Cuzzocrea, Gianluigi Folino, Pietro Sabatino
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Statistical genetic programming: The role of diversity

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Maryam Amir Haeri, Mohammad Mehdi Ebadzadeh, Gianluigi Folino
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Modeling the offloading of different types of mobile applications by using evolutionary algorithms

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Gianluigi Folino, Francesco S. Pisani
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Efficient discovery of data mining services over DHT-based overlays

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Gianluigi Folino, Francesco Pisani, Paolo Trunfio
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Automatic offloading of mobile applications into the cloud by means of genetic programming

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G. Folino, F.S. Pisani
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Preface: Nature inspired solutions for high performance computing

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Gianluigi Folino, Carlo Mastroianni, Sanaz Mostaghim
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Differences in sequencing technologies improve the retrieval of anammox bacterial genome from metagenomes

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Fabio Gori, Susannah G. Tringe, Gianluigi Folino, Sacha A.F.T. Van Hijum, Huub J.M. Op Den Camp, Mike S.M. Jetten, Elena Marchiori
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A framework for modeling automatic offloading of mobile applications using genetic programming

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Gianluigi Folino, Francesco Sergio Pisani
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Special issue: Bio-inspired optimization techniques for high performance computing

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Gianluigi Folino, Carlo Mastroianni
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On the scalability of multi-criteria protein structure comparison in the grid

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Gianluigi Folino, Azhar Ali Shah, Natalio Krasnogor
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MTR: Taxonomic annotation of short metagenomic reads using clustering at multiple taxonomic ranks

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Fabio Gori, Gianluigi Folino, Mike S.M. Jetten, Elena Marchiori
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8th International Conference on Autonomic Computing, ICAC 2011 Co-located Workshops - Proceedings of the 3rd Workshop on Biologically Inspired Algorithms for Distributed Systems, BADS 2011: Foreword

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Gianluigi Folino, Carlo Mastroianni, Sanaz Mostaghim, Junichi Suzuki
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Using entropy for evaluating swarm intelligence algorithms

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Gianluigi Folino, Agostino Forestiero
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Toward high-throughput, multicriteria protein-structure comparison and analysis

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Azhar Ali Shah, Gianluigi Folino, Natalio Krasnogor
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Special section: Bio-inspired algorithms for distributed systems

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Gianluigi Folino, Carlo Mastroianni
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Proceeding of the 2nd Workshop on Bio-Inspired Algorithms for Distributed Systems, BADS '10: Foreword

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Gianluigi Folino, Paraskevi Fragopoulou, Carlo Mastroianni, Junichi Suzuki
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Handling different categories of concept drifts in data streams using distributed GP

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Gianluigi Folino, Giuseppe Papuzzo
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An ensemble-based evolutionary framework for coping with distributed intrusion detection

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Gianluigi Folino, Clara Pizzuti, Giandomenico Spezzano
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A grid portal for solving geoscience problems using distributed knowledge discovery services

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Gianluigi Folino, Agostino Forestiero, Giuseppe Papuzzo, Giandomenico Spezzano
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On the storage, management and analysis of (Multi) similarity for large scale protein structure datasets in the grid

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Gianluigi Folino, Azhar Ali Shah, Natalio Kransnogor
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Evidence-based clustering of reads and taxonomic analysis of metagenomic data

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Gianluigi Folino, Fabio Gori, Mike S. M. Jetten, Elena Marchiori
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Distributed anytime clustering using biologically inspired systems

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Gianluigi Folino, Agostino Forestiero, Giandomenico Spezzano
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Clustering metagenome short reads using weighted proteins

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Gianluigi Folino, Fabio Gori, Mike S.M. Jetten, Elena Marchiori
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An adaptive flocking algorithm for performing approximate clustering

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Gianluigi Folino, Agostino Forestiero, Giandomenico Spezzano
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Training distributed GP ensemble with a selective algorithm based on clustering and pruning for pattern classification

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Gianluigi Folino, Clara Pizzuti, Giandomenico Spezzano
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Performance evaluation of protein structure comparison algorithms under integrated resource management environment for MPI jobs

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Azhar A. Shah, Gianluigi Folino, Daniel Barthel, Natalio Kransnogor
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A Grid-based architecture for nearest neighbor based condensation of huge datasets

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Fabrizio Angiulli, Gianluigi Folino
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StreamGP: Tracking evolving GP ensembles in distributed data streams using fractal dimension

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Gianluigi Folino, Clara Pizzuti, Giandomenico Spezzano
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Mining distributed evolving data streams using fractal GP ensembles

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Gianluigi Folino, Clara Pizzuti, Giandomenico Spezzano
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Efficient distributed data condensation for nearest neighbor classification

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Fabrizio Angiulli, Gianluigi Folino
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Distributed nearest neighbor-based condensation of very large data sets

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Fabrizio Angiulli, Gianluigi Folino
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Content-based mining for solving geoprocessing problems on grids

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Gianluigi Folino, Agostino Forestiero, Giuseppe Papuzzo, Giandomenico Spezzano
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An autonomic tool for building self-organizing Grid-enabled applications

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Gianluigi Folino, Giandomenico Spezzano
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An adaptive distributed ensemble approach to mine concept-drifting data streams

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Gianluigi Folino, Clara Pizzuti, Giandomenico Spezzano
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Swarm-based distributed clustering in peer-to-peer systems

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Gianluigi Folino, Agostino Forestiero, Giandomenico Spezzano
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P-CAGE: An environment for evolutionary computation in peer-to-peer systems

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Gianluigi Folino, Giandomenico Spezzano
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Improving cooperative GP ensemble with clustering and pruning for pattern classification

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Gianluigi Folino, Clara Pizzuti, Giandomenico Spezzano
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GP ensembles for large-scale data classification

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Gianluigi Folino, Clara Pizzuti, Giandomenico Spezzano
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A multidimensional flocking algorithm for clustering spatial data

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Antonio Augimeri, Gianluigi Folino, Agostino Forestiero, Giandomenico Spezzano
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A model based on cellular automata for the parallel simulation of 3D unsaturated flow

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Gianluigi Folino, Giuseppe Mendicino, Alfonso Senatore, Giandomenico Spezzano, Salvatore Straface
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A jxta based asynchronous peer-to-peer implementation of genetic programming

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Gianluigi Folino, Agostino Forestiero, Giandomenico Spezzano
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A general architecture for grid-based PSE toolkits

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Mario Cannataro, Carmela Comito, Antonio Congiusta, Gianluigi Folino, Carlo Mastroianni, Andrea Pugliese, Giandomenico Spezzano, Domenico Talia, Pierangelo Veltri
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MOSÈ: A grid-enabled software platform to solve geoprocessing problems

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G. Folino, A. Forestiero, G. Papuzzo, G. Spezzano
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GP ensemble for distributed Intrusion detection systems

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Gianluigi Folino, Clara Pizzuti, Giandomenico Spezzano
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CAMELotGrid: A Grid-based PSE for autonomic cellular applications

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Gianluigi Folino, Giandomenico Spezzano
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An autonomic middleware for grid-enabled self-organizing applications

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Gianluigi Folino, Giandomenico Spezzano
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Boosting technique for combining cellular GP classifiers

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Gianluigi Folino, Clara Pizzuti, Giandomenico Spezzano
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Swarming agents for discovering clusters in spatial data

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Gianluigi Folino, Agostino Forestiero, Giandomenico Spezzano
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Sparrow: A Spatial Clustering Algorithm using Swarm Intelligence

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Gianluigi Folino, Giandomenico Spezzano
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Ensemble techniques for parallel genetic programming based classifiers

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Gianluigi Folino, Clara Pizzuti, Giandomenico Spezzano
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Discovering clusters in spatial data using swarm intelligence

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Gianluigi Folino, Agostino Forestiero, Giandomenico Spezzano
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A scalable cellular implementation of parallel genetic programming

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Gianluigi Folino, Clara Pizzuti, Giandomenico Spezzano
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An adaptive flocking algorithm for spatial clustering

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Gianluigi Folino, Giandomenico Spezzano
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Predictability of cellular programs implemented with CAMELot

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G. Folino, G. Spezzano
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Parallel hybrid method for SAT that couples genetic algorithms and local search

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G. Folino, C. Pizzuti, G. Spezzano
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Parallel genetic programming for decision tree induction

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Gianluigi Folino, Clara Pizzuti, Giandomenico Spezzano
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CAGE: A tool for parallel genetic programming applications

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Gianluigi Folino, Clara Pizzuti, Giandomenico Spezzano
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Surgical planning and prognosis of malignant skin melanoma; [Programmazione chirurgica e prognosi del melanoma maligno cutaneo]

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T.C. Molizzi, F. Miceli, P. Rubino, R. Daffina, G. Folino, R. Miceli
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Genetic programming and simulated annealing: A hybrid method to evolve decision trees

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Gianluigi Folino, Clara Pizzuti, Giandomenico Spezzano
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CELLAR: A high level cellular programming language with regions

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G. Folino, G. Spezzano
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A critical review of gastroesophageal reflux surgery; [Revisione critica della terapia chirurgica della malattia da reflusso gastro-esofageo]

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T.C. Molizzi, F. Miceli, P. Rubino, R. Daffina, V. De Maria, G. Folino, R. Miceli
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Post-traumatic diaphragmatic hernia. Clinical case; [Ernie diaframmatiche post-traumatiche]

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T.C. Molizzi, F. Miceli, G. Folino, R. Daffina, P. Rubino, R. Miceli
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Solving the satisfiability problem by a parallel cellular genetic algorithm

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G. Folino, C. Pizzuti, G. Spezzano
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Performance evaluation and modeling of MPI communications on the Meiko CS-2

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Gianluigi Folino, Giandomenico Spezzano, Domenico Talia
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Evaluating and modeling communication overhead of MPI primitives on the Meiko CS-2

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Gianluigi Folino, Giandomenico Spezzano, Domenico Talia
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Combining cellular genetic algorithms and local search for solving satisfiability problems

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Gianluigi Folino, Clani Pizzuti, Giandomemco Spezzano
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