Gianluca Bontempi

ORCID

Publication Activity (10 Years)

Years Active: 1994-2024
Publications (10 Years): 63

Top Venues

CoRR

IJCNN

DSAA

Int. J. Data Sci. Anal.

Publications

Martin Colot, Cédric Simar, Mathieu Petieau, Ana-Maria Cebolla Alvarez, Guy Cheron, Gianluca Bontempi
EMG subspace alignment and visualization for cross-subject hand gesture classification. CoRR (2024)
Uchechukwu F. Njoku, Alberto Abelló, Besim Bilalli, Gianluca Bontempi
Finding Relevant Information in Big Datasets with ML. EDBT (2024)
Gian Marco Paldino, Bertrand Lebichot, Yann-Aël Le Borgne, Wissam Siblini, Frédéric Oblé, Giacomo Boracchi, Gianluca Bontempi
The role of diversity and ensemble learning in credit card fraud detection. Adv. Data Anal. Classif. 18 (1) (2024)
Uchechukwu F. Njoku, Alberto Abelló, Besim Bilalli, Gianluca Bontempi
A data-science pipeline to enable the Interpretability of Many-Objective Feature Selection. DOLAP (2024)
Bertrand Lebichot, Wissam Siblini, Gian Marco Paldino, Yann-Aël Le Borgne, Frédéric Oblé, Gianluca Bontempi
Assessment of catastrophic forgetting in continual credit card fraud detection. Expert Syst. Appl. 249 (2024)
Théo Verhelst, Denis Mercier, Jeevan Shrestha, Gianluca Bontempi
Partial counterfactual identification and uplift modeling: theoretical results and real-world assessment. Mach. Learn. 113 (3) (2024)
Daniele Lunghi, Gian Marco Paldino, Olivier Caelen, Gianluca Bontempi
An Adversary Model of Fraudsters' Behavior to Improve Oversampling in Credit Card Fraud Detection. IEEE Access 11 (2023)
Danele Lunghi, Alkis Simitsis, Olivier Caelen, Gianluca Bontempi
Adversarial Learning in Real-World Fraud Detection: Challenges and Perspectives. CoRR (2023)
Davide Andrea Guastella, Bruno Cornelis, Gianluca Bontempi
Traffic Simulation with Incomplete Data: the Case of Brussels. EMODE@SIGSPATIAL (2023)
Gianluca Bontempi
Between accurate prediction and poor decision making: the AI/ML gap. CoRR (2023)
Théo Verhelst, Robin Petit, Wouter Verbeke, Gianluca Bontempi
Uplift vs. predictive modeling: a theoretical analysis. CoRR (2023)
Uchechukwu Njoku, Besim Bilalli, Alberto Abelló, Gianluca Bontempi
Wrapper Methods for Multi-Objective Feature Selection. EDBT (2023)
Théo Verhelst, Denis Mercier, Jeevan Shrestha, Gianluca Bontempi
A churn prediction dataset from the telecom sector: a new benchmark for uplift modeling. CoRR (2023)
Daniele Lunghi, Alkis Simitsis, Olivier Caelen, Gianluca Bontempi
Adversarial Learning in Real-World Fraud Detection: Challenges and Perspectives. DEC@SIGMOD (2023)
Davide Andrea Guastella, Gianluca Bontempi
Traffic Modeling with SUMO: a Tutorial. CoRR (2023)
Uchechukwu F. Njoku, Alberto Abelló, Besim Bilalli, Gianluca Bontempi
A data-science pipeline to enable the Interpretability of Many-Objective Feature Selection. CoRR (2023)
Théo Verhelst, Denis Mercier, Jeevan Shrestha, Gianluca Bontempi
Partial counterfactual identification and uplift modeling: theoretical results and real-world assessment. CoRR (2022)
Gianluca Bontempi
Machine learning for time series: from forecasting to causal inference. SETN (2022)
Uchechukwu Njoku, Alberto Abelló, Besim Bilalli, Gianluca Bontempi
Impact of Filter Feature Selection on Classification: An Empirical Study. DOLAP (2022)
Giovanni Buroni, Gianluca Bontempi, Karl Determe
A tutorial on network-wide multi-horizon traffic forecasting with deep learning. EDBT/ICDT Workshops (2021)
Théo Verhelst, Jeevan Shrestha, Denis Mercier, Jean-Christophe Dewitte, Gianluca Bontempi
Predicting Reach to Find Persuadable Customers: Improving Uplift Models for Churn Prevention. DS (2021)
Wissam Siblini, Guillaume Coter, Rémy Fabry, Liyun He-Guelton, Frédéric Oblé, Bertrand Lebichot, Yann-Aël Le Borgne, Gianluca Bontempi
Transfer Learning for Credit Card Fraud Detection: A Journey from Research to Production. CoRR (2021)
Giovanni Buroni, Bertrand Lebichot, Gianluca Bontempi
AST-MTL: An Attention-Based Multi-Task Learning Strategy for Traffic Forecasting. IEEE Access 9 (2021)
Gianluca Bontempi, Ricardo Chavarriaga, Hans ed Canck, Emanuela Girardi, Holger Hoos, Iarla Kilbane-Dawe, Tonio Ball, Ann Nowé, Jose Sousa, Davide Bacciu, Marco Aldinucci, Manlio ed Domenico, Alessandro Saffiotti, Marco Maratea
The CLAIRE COVID-19 initiative: approach, experiences and recommendations. Ethics Inf. Technol. 23 (S1) (2021)
Jacopo De Stefani, Gianluca Bontempi
Factor-Based Framework for Multivariate and Multi-step-ahead Forecasting of Large Scale Time Series. Frontiers Big Data 4 (2021)
Fabrizio Carcillo, Yann-Aël Le Borgne, Olivier Caelen, Yacine Kessaci, Frédéric Oblé, Gianluca Bontempi
Combining unsupervised and supervised learning in credit card fraud detection. Inf. Sci. 557 (2021)
Bertrand Lebichot, Gian Marco Paldino, Wissam Siblini, Liyun He-Guelton, Frédéric Oblé, Gianluca Bontempi
Incremental learning strategies for credit cards fraud detection. Int. J. Data Sci. Anal. 12 (2) (2021)
Bertrand Lebichot, Théo Verhelst, Yann-Aël Le Borgne, Liyun He-Guelton, Frédéric Oblé, Gianluca Bontempi
Transfer Learning Strategies for Credit Card Fraud Detection. IEEE Access 9 (2021)
Arnau Dillen, Giovanni Buroni, Yann-Aël Le Borgne, Karl Determe, Gianluca Bontempi
MOBI-AID: A Big Data Platform for Real-Time Analysis of On Board Unit Data. EDBT/ICDT Workshops (2020)
Bertrand Lebichot, Gian Marco Paldino, Gianluca Bontempi, Wissam Siblini, Liyun He-Guelton, Frédéric Oblé
Incremental learning strategies for credit cards fraud detection: Extended abstract. DSAA (2020)
Cédric Simar, Mathieu Petieau, Anita Cebolla, Axelle Leroy, Gianluca Bontempi, Guy Cheron
EEG-based brain-computer interface for alpha speed control of a small robot using the MUSE headband. IJCNN (2020)
Giovanni Buroni, Yann-Aël Le Borgne, Gianluca Bontempi, Daniele Raimondi, Karl Determe
On-Board Unit Big Data: Short-term Traffic Forecasting in Urban Transportation Networks. DSAA (2020)
Gianluca Bontempi
Learning causal dependencies in large-variate time series. IJCNN (2020)
Bertrand Lebichot, Yann-Aël Le Borgne, Liyun He-Guelton, Frédéric Oblé, Gianluca Bontempi
Deep-Learning Domain Adaptation Techniques for Credit Cards Fraud Detection. INNSBDDL (2019)
Jacopo De Stefani, Yann-Aël Le Borgne, Olivier Caelen, Dalila Hattab, Gianluca Bontempi
Batch and incremental dynamic factor machine learning for multivariate and multi-step-ahead forecasting. Int. J. Data Sci. Anal. 7 (4) (2019)
Théo Verhelst, Olivier Caelen, Jean-Christophe Dewitte, Bertrand Lebichot, Gianluca Bontempi
Understanding Telecom Customer Churn with Machine Learning: From Prediction to Causal Inference. BNAIC/BENELEARN (Selected Papers) (2019)
Gianluca Bontempi
The Induction Problem: A Machine Learning Vindication Argument. LOD (2019)
Mohamed Mounir, Marta Lucchetta, Tiago C. Silva, Catharina Olsen, Gianluca Bontempi, Xi Chen, Houtan Noushmehr, Antonio Colaprico, Elena Papaleo
New functionalities in the TCGAbiolinks package for the study and integration of cancer data from GDC and GTEx. PLoS Comput. Biol. 15 (3) (2019)
Théo Verhelst, Olivier Caelen, Jean-Christophe Dewitte, Bertrand Lebichot, Gianluca Bontempi
Understanding Telecom Customer Churn with Machine Learning: From Prediction to Causal Inference. BNAIC/BENELEARN (2019)
Fabrizio Carcillo, Yann-Aël Le Borgne, Olivier Caelen, Gianluca Bontempi
Correction to: Streaming active learning strategies for real-life credit detection: assessment and visualization. Int. J. Data Sci. Anal. 5 (4) (2018)
Giovanni Buroni, Yann-Aël Le Borgne, Gianluca Bontempi, Karl Determe
Cluster Analysis of On-Board-Unit Truck Big Data from the Brussels Capital Region. ITSC (2018)
Tiago Chedraoui Silva, Antonio Colaprico, Catharina Olsen, Tathiane M. Malta, Gianluca Bontempi, Michele Ceccarelli, Benjamin P. Berman, Houtan Noushmehr
TCGAbiolinksGUI: A graphical user interface to analyze cancer molecular and clinical data. F1000Research 7 (2018)
Fabrizio Carcillo, Yann-Aël Le Borgne, Olivier Caelen, Gianluca Bontempi
Streaming Active Learning Strategies for Real-Life Credit Card Fraud Detection: Assessment and Visualization. CoRR (2018)
Jacopo De Stefani, Olivier Caelen, Dalila Hattab, Yann-Aël Le Borgne, Gianluca Bontempi
A Multivariate and Multi-step Ahead Machine Learning Approach to Traditional and Cryptocurrencies Volatility Forecasting. MIDAS/PAP@PKDD/ECML (2018)
Fabrizio Carcillo, Andrea Dal Pozzolo, Yann-Aël Le Borgne, Olivier Caelen, Yannis Mazzer, Gianluca Bontempi
SCARFF: A scalable framework for streaming credit card fraud detection with spark. Inf. Fusion 41 (2018)
Andrea Dal Pozzolo, Giacomo Boracchi, Olivier Caelen, Cesare Alippi, Gianluca Bontempi
Credit Card Fraud Detection: A Realistic Modeling and a Novel Learning Strategy. IEEE Trans. Neural Networks Learn. Syst. 29 (8) (2018)
Giovanni Buroni, Yann-Aël Le Borgne, Gianluca Bontempi, Karl Determe
On-Board-Unit Data: A Big Data Platform for Scalable storage and Processing. Cloudtech (2018)
Fabrizio Carcillo, Yann-Aël Le Borgne, Olivier Caelen, Gianluca Bontempi
Streaming active learning strategies for real-life credit card fraud detection: assessment and visualization. Int. J. Data Sci. Anal. 5 (4) (2018)
Claudio Reggiani, Yann-Aël Le Borgne, Gianluca Bontempi
Feature Selection in High-Dimensional Dataset Using MapReduce. BNCAI (2017)
Fabrizio Carcillo, Andrea Dal Pozzolo, Yann-Aël Le Borgne, Olivier Caelen, Yannis Mazzer, Gianluca Bontempi
SCARFF: a Scalable Framework for Streaming Credit Card Fraud Detection with Spark. CoRR (2017)
Ngoc Cam Pham, Benjamin Haibe-Kains, Pau Bellot, Gianluca Bontempi, Patrick E. Meyer
Study of Meta-analysis strategies for network inference using information-theoretic approaches. BioData Min. 10 (1) (2017)
Claudio Reggiani, Yann-Aël Le Borgne, Gianluca Bontempi
Feature selection in high-dimensional dataset using MapReduce. CoRR (2017)
Fabrizio Carcillo, Yann-Aël Le Borgne, Olivier Caelen, Gianluca Bontempi
An Assessment of Streaming Active Learning Strategies for Real-Life Credit Card Fraud Detection. DSAA (2017)
Jacopo De Stefani, Olivier Caelen, Dalila Hattab, Gianluca Bontempi
Machine Learning for Multi-step Ahead Forecasting of Volatility Proxies. MIDAS@PKDD/ECML (2017)
Gianluca Bontempi, Yann-Aël Le Borgne, Jacopo De Stefani
A Dynamic Factor Machine Learning Method for Multi-variate and Multi-step-Ahead Forecasting. DSAA (2017)
Taosheng Xu, Thuc Duy Le, Lin Liu, Ning Su, Rujing Wang, Bing-Yu Sun, Antonio Colaprico, Gianluca Bontempi, Jiuyong Li
CancerSubtypes: an R/Bioconductor package for molecular cancer subtype identification, validation and visualization. Bioinform. 33 (19) (2017)
Tiago Chedraoui Silva, Antonio Colaprico, Catharina Olsen, Fulvio D'Angelo, Gianluca Bontempi, Michele Ceccarelli, Houtan Noushmehr
: Analyze cancer genomics and epigenomics data using Bioconductor packages. F1000Research 5 (2016)
Yann-Aël Le Borgne, Adriana Homolova, Gianluca Bontempi
OpenTED Browser: Insights into European Public Spendings. SoGood@ECML-PKDD (2016)
Claudia Cava, Antonio Colaprico, Gloria Bertoli, Gianluca Bontempi, Giancarlo Mauri, Isabella Castiglioni
How interacting pathways are regulated by miRNAs in breast cancer subtypes. BMC Bioinform. 17 (S-12) (2016)
Gianluca Bontempi, Yann-Aël Le Borgne
Predictive Modeling in a Big Data Distributed Setting: A Scalable Bias Correction Approach. BigData Congress (2016)
Ngoc Cam Pham, Benjamin Haibe-Kains, Pau Bellot, Gianluca Bontempi, Patrick E. Meyer
Study of Meta-analysis Strategies for Network Inference Using Information-Theoretic Approaches. DEXA Workshops (2016)
Gianluca Bontempi
A Blocking Strategy for Ranking Features According to Probabilistic Relevance. MOD (2016)
Yann-Aël Le Borgne, Adriana Homolova, Gianluca Bontempi
OpenTED Browser: Insights into European Public Spendings. CoRR (2016)
Gianluca Bontempi, Maxime Flauder
From dependency to causality: a machine learning approach. J. Mach. Learn. Res. 16 (2015)
Liran Lerman, Gianluca Bontempi, Olivier Markowitch
The bias-variance decomposition in profiled attacks. J. Cryptogr. Eng. 5 (4) (2015)
Andrea Dal Pozzolo, Giacomo Boracchi, Olivier Caelen, Cesare Alippi, Gianluca Bontempi
Credit card fraud detection and concept-drift adaptation with delayed supervised information. IJCNN (2015)
Andrea Dal Pozzolo, Olivier Caelen, Reid A. Johnson, Gianluca Bontempi
Calibrating Probability with Undersampling for Unbalanced Classification. SSCI (2015)
Liran Lerman, Gianluca Bontempi, Olivier Markowitch
A machine learning approach against a masked AES - Reaching the limit of side-channel attacks with a learning model. J. Cryptogr. Eng. 5 (2) (2015)
Andrea Dal Pozzolo, Olivier Caelen, Gianluca Bontempi
When is Undersampling Effective in Unbalanced Classification Tasks? ECML/PKDD (1) (2015)
Liran Lerman, Romain Poussier, Gianluca Bontempi, Olivier Markowitch, François-Xavier Standaert
Template Attacks vs. Machine Learning Revisited (and the Curse of Dimensionality in Side-Channel Analysis). COSADE (2015)
Manuel P. Cuéllar, María Ros, María J. Martín-Bautista, Yann-Aël Le Borgne, Gianluca Bontempi
An Approach for the Evaluation of Human Activities in Physical Therapy Scenarios. MONAMI (2014)
Sarah Dedeurwaerder, Matthieu Defrance, Martin Bizet, Emilie Calonne, Gianluca Bontempi, François Fuks
A comprehensive overview of Infinium HumanMethylation450 data processing. Briefings Bioinform. 15 (6) (2014)
Olmo León, Manuel P. Cuéllar, Miguel Delgado, Yann-Aël Le Borgne, Gianluca Bontempi
Human Activity Recognition Framework in Monitored Environments. ICPRAM (2014)
Gianluca Bontempi, Maxime Flauder
From dependency to causality: a machine learning approach. CoRR (2014)
Andrea Dal Pozzolo, Olivier Caelen, Yann-Aël Le Borgne, Serge Waterschoot, Gianluca Bontempi
Learned lessons in credit card fraud detection from a practitioner perspective. Expert Syst. Appl. 41 (10) (2014)
Boris Iolis, Gianluca Bontempi
Optimizing Component Combination in a Multi-Indexing Paragraph Retrieval System. CoRR (2014)
Andrea Dal Pozzolo, Reid A. Johnson, Olivier Caelen, Serge Waterschoot, Nitesh V. Chawla, Gianluca Bontempi
Using HDDT to avoid instances propagation in unbalanced and evolving data streams. IJCNN (2014)
Liran Lerman, Gianluca Bontempi, Olivier Markowitch
Power analysis attack: an approach based on machine learning. Int. J. Appl. Cryptogr. 3 (2) (2014)
Gianluca Bontempi
A Monte Carlo strategy for structured multiple-step-ahead time series prediction. IJCNN (2014)
Miguel Lopes, Gianluca Bontempi
On the Null Distribution of the Precision and Recall Curve. ECML/PKDD (2) (2014)
Gianluca Bontempi
A Statistic Criterion for Reducing Indeterminacy in Linear Causal Modeling. ICPRAM (2013)
Nicolas De Jay, Simon Papillon-Cavanagh, Catharina Olsen, Nehme Hachem, Gianluca Bontempi, Benjamin Haibe-Kains
mRMRe: an R package for parallelized mRMR ensemble feature selection. Bioinform. 29 (18) (2013)
Andrea Dal Pozzolo, Olivier Caelen, Serge Waterschoot, Gianluca Bontempi
Racing for Unbalanced Methods Selection. IDEAL (2013)
Liran Lerman, Gianluca Bontempi, Souhaib Ben Taieb, Olivier Markowitch
A Time Series Approach for Profiling Attack. SPACE (2013)
Panagiotis Moulos, Ioannis Kanaris, Gianluca Bontempi
Stability of feature selection algorithms for classification in high-throughput genomics datasets. BIBE (2013)
Liran Lerman, Stephane Fernandes Medeiros, Gianluca Bontempi, Olivier Markowitch
A Machine Learning Approach Against a Masked AES. CARDIS (2013)
Simon Papillon-Cavanagh, Nicolas De Jay, Nehme Hachem, Catharina Olsen, Gianluca Bontempi, Hugo J. W. L. Aerts, John Quackenbush, Benjamin Haibe-Kains
Research and applications: Comparison and validation of genomic predictors for anticancer drug sensitivity. J. Am. Medical Informatics Assoc. 20 (4) (2013)
Liran Lerman, Stephane Fernandes Medeiros, Nikita Veshchikov, Cédric Meuter, Gianluca Bontempi, Olivier Markowitch
Semi-Supervised Template Attack. COSADE (2013)
Liran Lerman, Stephane Fernandes Medeiros, Nikita Veshchikov, Cédric Meuter, Gianluca Bontempi, Olivier Markowitch
Semi-Supervised Template Attack. IACR Cryptol. ePrint Arch. 2012 (2012)
Yann-Aël Le Borgne, Gianluca Bontempi
Time Series Prediction for Energy-Efficient Wireless Sensors: Applications to Environmental Monitoring and Video Games. S-CUBE (2012)
Souhaib Ben Taieb, Gianluca Bontempi, Amir F. Atiya, Antti Sorjamaa
A review and comparison of strategies for multi-step ahead time series forecasting based on the NN5 forecasting competition. Expert Syst. Appl. 39 (8) (2012)
Gianluca Bontempi, Souhaib Ben Taieb, Yann-Aël Le Borgne
Machine Learning Strategies for Time Series Forecasting. eBISS (2012)
Benjamin Haibe-Kains, Catharina Olsen, Amira Djebbari, Gianluca Bontempi, Mick Correll, Christopher Bouton, John Quackenbush
Predictive networks: a flexible, open source, web application for integration and analysis of human gene networks. Nucleic Acids Res. 40 (Database-Issue) (2012)
Gianluca Bontempi
An Optimal Stopping Strategy for Online Calibration in Local Search. LION (2011)
Gianluca Bontempi, Benjamin Haibe-Kains, Christine Desmedt, Christos P. Sotiriou, John Quackenbush
Multiple-input multiple-output causal strategies for gene selection. BMC Bioinform. 12 (2011)
Abhilash Alexander Miranda, Catharina Olsen, Gianluca Bontempi
Fourier spectral factor model for prediction of multidimensional signals. Signal Process. 91 (9) (2011)
Gianluca Bontempi, Olivier Caelen
A Selecting-the-Best Method for Budgeted Model Selection. ECML/PKDD (1) (2011)
Souhaib Ben Taieb, Gianluca Bontempi, Amir F. Atiya, Antti Sorjamaa
A review and comparison of strategies for multi-step ahead time series forecasting based on the NN5 forecasting competition CoRR (2011)
Souhaib Ben Taieb, Gianluca Bontempi
Recursive Multi-step Time Series Forecasting by Perturbing Data. ICDM (2011)
Yann-Aël Le Borgne, Sylvain Raybaud, Gianluca Bontempi
Distributed Principal Component Analysis for Wireless Sensor Networks CoRR (2010)

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Publication Activity (10 Years)

Top Topics

Top Venues

Gianluca Bontempi