Alessio Bernardo

Publication Activity (10 Years)

Years Active: 2019-2023
Publications (10 Years): 13

Top Topics

Evolving Data Streams

Kalman Filtering

Statistical Machine Learning

Class Imbalance

Top Venues

ICDM (Workshops)

Publications

Alessio Bernardo, Emanuele Della Valle, Albert Bifet
Choosing the Right Time to Learn Evolving Data Streams. BigData (2023)
Stefania Menconi, Giacomo Ziffer, Alessio Bernardo, Emanuele Della Valle
Continuous Soccer Pass Detection: A Comparison between Traditional and Streaming Machine Learning Methods. BigData (2023)
Alessio Bernardo, Emanuele Della Valle
An extensive study of C-SMOTE, a Continuous Synthetic Minority Oversampling Technique for Evolving Data Streams. Expert Syst. Appl. 196 (2022)
Alessio Bernardo, Emanuele Della Valle
Predict COVID-19 Spreading With C-SMOTE. BIS (2021)
Giacomo Ziffer, Alessio Bernardo, Emanuele Della Valle, Albert Bifet
Kalman Filtering for Learning with Evolving Data Streams. IEEE BigData (2021)
Alessio Bernardo, Giacomo Ziffer, Emanuele Della Valle
IEBench: Benchmarking Streaming Learners on Imbalanced Evolving Data Streams. ICDM (Workshops) (2021)
Shima Zahmatkesh, Alessio Bernardo, Emanuele Falzone, Edgardo Di Nicola Carena, Emanuele Della Valle
Supporting an Expert-centric Process of New Product Introduction With Statistical Machine Learning. BIS (2021)
Alessio Bernardo, Emanuele Della Valle
VFC-SMOTE: very fast continuous synthetic minority oversampling for evolving data streams. Data Min. Knowl. Discov. 35 (6) (2021)
Alessio Bernardo, Emanuele Della Valle
SMOTE-OB: Combining SMOTE and Online Bagging for Continuous Rebalancing of Evolving Data Streams. IEEE BigData (2021)
Alessio Bernardo, Emanuele Della Valle, Albert Bifet
Incremental Rebalancing Learning on Evolving Data Streams. ICDM (Workshops) (2020)
Giacomo Ziffer, Alessio Bernardo, Emanuele Della Valle, Albert Bifet
Fast Incremental Naïve Bayes with Kalman Filtering. ICDM (Workshops) (2020)
Alessio Bernardo, Heitor Murilo Gomes, Jacob Montiel, Bernhard Pfahringer, Albert Bifet, Emanuele Della Valle
C-SMOTE: Continuous Synthetic Minority Oversampling for Evolving Data Streams. IEEE BigData (2020)
Alessio Bernardo, Emanuele Della Valle, Albert Bifet
Rebalancing Learning on Evolving Data Streams. CoRR (2019)