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  1. On the integration of domain adaptation and causal discovery in digital twins: A case study for plastic injection molding

    Article • Future Generation Computer Systems, September 2026, Elsevier

    Pr Gianluca Bontempi

  2. A direct classification approach for reliable wind ramp event forecasting under severe class imbalance

    Article • Electric Power Systems Research, August 2026, Elsevier

    Professor Alfredo Vaccaro, Pr Gianluca Bontempi

  3. Causal discovery in multivariate time series through mutual information featurization

    Article • International Journal of Forecasting, June 2026, Elsevier

    Pr Gianluca Bontempi

  4. Topology-aware feature engineering for data-driven Dynamic Security Assessment using electricity market data

    Article • International Journal of Electrical Power & Energy Systems, April 2026, Elsevier

    Professor Alfredo Vaccaro, Pr Gianluca Bontempi

  5. Linear non-conservative unsupervised domain adaptation for cross-subject EMG gesture recognition

    Article • Biomedical Signal Processing and Control, January 2026, Elsevier

    Pr Gianluca Bontempi

  6. VPP-Sim: A Modular Open-Source Framework for Developing and Deploying ML-Driven Strategies in Virtual Power Plants

    Article • January 2026, Springer Science + Business Media

    Pr Gianluca Bontempi

  7. Adversarial Learning for Fraud Detection

    Article • January 2026, Springer Science + Business Media

    Pr Gianluca Bontempi

  8. Comprehensive Approach to Feature Selection

    Article • January 2026, Springer Science + Business Media

    Pr Gianluca Bontempi

  9. Towards fair machine learning using many-objective feature selection

    Article • Applied Soft Computing, September 2025, Elsevier

    Pr Gianluca Bontempi

  10. On many-objective feature selection and the need for interpretability

    Article • Expert Systems with Applications, April 2025, Elsevier

    Pr Gianluca Bontempi

  11. Calibration of vehicular traffic simulation models by local optimization

    Article • Transportation, February 2025, Springer Science + Business Media

    Pr Gianluca Bontempi

  12. A Churn Prediction Dataset from the Telecom Sector: A New Benchmark for Uplift Modeling

    Article • January 2025, Springer Science + Business Media

    Pr Gianluca Bontempi

  13. Between Accurate Prediction and Poor Decision Making: The AI/ML Gap

    Article • January 2025, Springer Science + Business Media

    Pr Gianluca Bontempi

  14. Physically Interpretable Probabilistic Domain Characterization

    Article • January 2025, Springer Science + Business Media

    Pr Gianluca Bontempi

  15. Assessment of catastrophic forgetting in continual credit card fraud detection

    Article • Expert Systems with Applications, September 2024, Elsevier

    Pr Gianluca Bontempi

  16. Transfer learning-based methodologies for Dynamic Thermal Rating of transmission lines

    Article • Electric Power Systems Research, April 2024, Elsevier

    Professor Alfredo Vaccaro, Pr Gianluca Bontempi

  17. Instance-based meta-learning for conditionally dependent univariate multi-step forecasting

    Article • International Journal of Forecasting, January 2024, Elsevier

    Pr Gianluca Bontempi

  18. Traffic Simulation with Incomplete Data: the Case of Brussels

    Article • November 2023, ACM (Association for Computing Machinery)

    Pr Gianluca Bontempi

  19. Estimating pitting descriptors of 316 L stainless steel by machine learning and statistical analysis

    Article • npj Materials Degradation, October 2023, Springer Science + Business Media

    Pr Gianluca Bontempi

  20. Extraction and analysis of flow features in planar synthetic jets using different machine learning techniques

    Article • Physics of Fluids, September 2023, American Institute of Physics

    Pr Gianluca Bontempi

  21. Adversarial Learning in Real-World Fraud Detection: Challenges and Perspectives

    Article • June 2023, ACM (Association for Computing Machinery)

    Daniele Lunghi, Pr Gianluca Bontempi

  22. Probing the randomness of the local current distributions of 316 L stainless steel corrosion in NaCl solution

    Article • Corrosion Science, June 2023, Elsevier

    Pr Gianluca Bontempi

  23. Partial counterfactual identification and uplift modeling: theoretical results and real-world assessment

    Article • Machine Learning, March 2023, Springer Science + Business Media

    Pr Gianluca Bontempi

  24. An Adversary Model of Fraudsters’ Behavior to Improve Oversampling in Credit Card Fraud Detection

    Article • IEEE Access, January 2023, Institute of Electrical & Electronics Engineers (IEEE)

    Daniele Lunghi, Pr Gianluca Bontempi

  25. Improving Infinium MethylationEPIC data processing: re-annotation of enhancers and long noncoding RNA genes and benchmarking of normalization methods

    Article • Epigenetics, November 2022, Taylor & Francis

    Pr Gianluca Bontempi

  26. The role of diversity and ensemble learning in credit card fraud detection

    Article • Advances in Data Analysis and Classification, September 2022, Springer Science + Business Media

    Pr Gianluca Bontempi

  27. Machine learning for time series: from forecasting to causal inference

    Article • September 2022, ACM (Association for Computing Machinery)

    Pr Gianluca Bontempi

  28. DAFT-E: Feature-Based Multivariate and Multi-Step-Ahead Wind Power Forecasting

    Article • IEEE Transactions on Sustainable Energy, April 2022, Institute of Electrical & Electronics Engineers (IEEE)

    Professor Alfredo Vaccaro, Pr Gianluca Bontempi

  29. A Digital Twin Approach for Improving Estimation Accuracy in Dynamic Thermal Rating of Transmission Lines

    Article • Energies, March 2022, MDPI AG

    Professor Alfredo Vaccaro, Pr Gianluca Bontempi

  30. Riemannian classification of single-trial surface EEG and sources during checkerboard and navigational images in humans

    Article • PLOS One, January 2022, PLOS

    Pr Gianluca Bontempi

  31. Factor-Based Framework for Multivariate and Multi-step-ahead Forecasting of Large Scale Time Series

    Article • Frontiers in Big Data, September 2021, Frontiers

    Pr Gianluca Bontempi

  32. Does AutoML Outperform Naive Forecasting?

    Article • July 2021, MDPI AG

    Pr Gianluca Bontempi

  33. Incremental learning strategies for credit cards fraud detection

    Article • International Journal of Data Science and Analytics, June 2021, Springer Science + Business Media

    Pr Gianluca Bontempi

  34. The CLAIRE COVID-19 initiative: approach, experiences and recommendations

    Article • Ethics and Information Technology, February 2021, Springer Science + Business Media

    Pr Gianluca Bontempi, Prof Marco Aldinucci

  35. AST-MTL: An Attention-Based Multi-Task Learning Strategy for Traffic Forecasting

    Article • IEEE Access, January 2021, Institute of Electrical & Electronics Engineers (IEEE)

    Pr Gianluca Bontempi

  36. Predicting Reach to Find Persuadable Customers: Improving Uplift Models for Churn Prevention

    Article • January 2021, Springer Science + Business Media

    Pr Gianluca Bontempi

  37. Transfer Learning Strategies for Credit Card Fraud Detection

    Article • IEEE Access, January 2021, Institute of Electrical & Electronics Engineers (IEEE)

    Pr Gianluca Bontempi

  38. Hyperscanning EEG and Classification Based on Riemannian Geometry for Festive and Violent Mental State Discrimination

    Article • Frontiers in Neuroscience, December 2020, Frontiers

    Pr Gianluca Bontempi

  39. Robust Assessment of Short-Term Wind Power Forecasting Models on Multiple Time Horizons

    Article • Technology and Economics of Smart Grids and Sustainable Energy, October 2020, Springer Science + Business Media

    Pr Gianluca Bontempi

  40. Incremental learning strategies for credit cards fraud detection: Extended abstract

    Article • October 2020, Institute of Electrical & Electronics Engineers (IEEE)

    Pr Gianluca Bontempi

  41. On-Board Unit Big Data: Short-term Traffic Forecasting in Urban Transportation Networks

    Article • October 2020, Institute of Electrical & Electronics Engineers (IEEE)

    Pr Gianluca Bontempi

  42. EEG-based brain-computer interface for alpha speed control of a small robot using the MUSE headband

    Article • July 2020, Institute of Electrical & Electronics Engineers (IEEE)

    Pr Gianluca Bontempi

  43. Interpreting pathways to discover cancer driver genes with Moonlight

    Article • Nature Communications, January 2020, Springer Science + Business Media

    Pr Gianluca Bontempi

  44. Comments on M4 competition

    Article • International Journal of Forecasting, January 2020, Elsevier

    Pr Gianluca Bontempi

  45. Combining unsupervised and supervised learning in credit card fraud detection

    Article • Information Sciences, May 2019, Elsevier

    Pr Gianluca Bontempi

  46. Deep-Learning Domain Adaptation Techniques for Credit Cards Fraud Detection

    Article • April 2019, Springer Science + Business Media

    Pr Gianluca Bontempi

  47. New functionalities in the TCGAbiolinks package for the study and integration of cancer data from GDC and GTEx

    Article • PLoS Computational Biology, March 2019, PLOS

    Pr Gianluca Bontempi

  48. A Multivariate and Multi-step Ahead Machine Learning Approach to Traditional and Cryptocurrencies Volatility Forecasting

    Article • January 2019, Springer Science + Business Media

    Pr Gianluca Bontempi

  49. The Induction Problem: A Machine Learning Vindication Argument

    Article • January 2019, Springer Science + Business Media

    Pr Gianluca Bontempi

  50. From Dependency to Causality: A Machine Learning Approach

    Article • January 2019, Springer Science + Business Media

    Pr Gianluca Bontempi

  51. Cluster Analysis of On-Board-Unit Truck Big Data from the Brussels Capital Region

    Article • November 2018, Institute of Electrical & Electronics Engineers (IEEE)

    Pr Gianluca Bontempi

  52. On-Board-Unit Data: A Big Data Platform for Scalable storage and Processing

    Article • November 2018, Institute of Electrical & Electronics Engineers (IEEE)

    Pr Gianluca Bontempi

  53. Batch and incremental dynamic factor machine learning for multivariate and multi-step-ahead forecasting

    Article • International Journal of Data Science and Analytics, August 2018, Springer Science + Business Media

    Pr Gianluca Bontempi

  54. Credit Card Fraud Detection: A Realistic Modeling and a Novel Learning Strategy

    Article • IEEE Transactions on Neural Networks and Learning Systems, August 2018, Institute of Electrical & Electronics Engineers (IEEE)

    Pr Gianluca Bontempi

  55. Comprehensive identification of long noncoding RNAs in colorectal cancer

    Article • Oncotarget, June 2018, Impact Journals, LLC

    Pr Gianluca Bontempi

  56. Correction to: Streaming active learning strategies for real-life credit detection: assessment and visualization

    Article • International Journal of Data Science and Analytics, May 2018, Springer Science + Business Media

    Pr Gianluca Bontempi

  57. SCARFF : A scalable framework for streaming credit card fraud detection with spark

    Article • Information Fusion, May 2018, Elsevier

    Pr Gianluca Bontempi

  58. TCGAbiolinksGUI: A graphical user interface to analyze cancer molecular and clinical data

    Article • F1000Research, April 2018, Faculty of 1000, Ltd.

    Tiago Chedraoui Silva, Pr Gianluca Bontempi, Benjamin Berman, Dr Tathi Malta

  59. Streaming active learning strategies for real-life credit card fraud detection: assessment and visualization

    Article • International Journal of Data Science and Analytics, April 2018, Springer Science + Business Media

    Pr Gianluca Bontempi

  60. Protect us from poor-quality medical research

    Article • Human Reproduction, March 2018, Oxford University Press (OUP)

    Pr Gianluca Bontempi

  61. In-Silico Integration Approach to Identify a Key miRNA Regulating a Gene Network in Aggressive Prostate Cancer

    Article • International Journal of Molecular Sciences, March 2018, MDPI AG

    Pr Gianluca Bontempi

  62. Combination of Gene Expression Signature and Model for End-Stage Liver Disease Score Predicts Survival of Patients With Severe Alcoholic Hepatitis

    Article • Gastroenterology, March 2018, Elsevier

    Pr Gianluca Bontempi

  63. Integration of multiple networks and pathways identifies cancer driver genes in pan-cancer analysis

    Article • BMC Genomics, January 2018, Springer Science + Business Media

    Pr Gianluca Bontempi

  64. Feature Selection in High-Dimensional Dataset Using MapReduce

    Article • January 2018, Springer Science + Business Media

    Pr Gianluca Bontempi

  65. Role of muscarinic receptors in the contraction of jejunal smooth muscle in the horse: An in vitro study

    Article • Research in Veterinary Science, December 2017, Elsevier

    Pr Gianluca Bontempi

  66. A Dynamic Factor Machine Learning Method for Multi-variate and Multi-step-Ahead Forecasting

    Article • October 2017, Institute of Electrical & Electronics Engineers (IEEE)

    Pr Gianluca Bontempi

  67. An Assessment of Streaming Active Learning Strategies for Real-Life Credit Card Fraud Detection

    Article • October 2017, Institute of Electrical & Electronics Engineers (IEEE)

    Pr Gianluca Bontempi

  68. Novel promoters and coding first exons in DLG2 linked to developmental disorders and intellectual disability

    Article • Genome Medicine, July 2017, Springer Science + Business Media

    Pr Gianluca Bontempi

  69. DNA methylation–based immune response signature improves patient diagnosis in multiple cancers

    Article • Journal of Clinical Investigation, July 2017, American Society for Clinical Investigation

    Pr Gianluca Bontempi

  70. CancerSubtypes: an R/Bioconductor package for molecular cancer subtype identification, validation and visualization

    Article • Bioinformatics, June 2017, Oxford University Press (OUP)

    Pr Gianluca Bontempi

  71. Study of Meta-analysis strategies for network inference using information-theoretic approaches

    Article • BioData Mining, May 2017, Springer Science + Business Media

    Pr Gianluca Bontempi

  72. SpidermiR: An R/Bioconductor Package for Integrative Analysis with miRNA Data

    Article • International Journal of Molecular Sciences, January 2017, MDPI AG

    Pr Gianluca Bontempi

  73. TCGA Workflow: Analyze cancer genomics and epigenomics data using Bioconductor packages

    Article • F1000Research, December 2016, Faculty of 1000, Ltd.

    Tiago Chedraoui Silva, Pr Gianluca Bontempi

  74. How interacting pathways are regulated by miRNAs in breast cancer subtypes

    Article • BMC Bioinformatics, October 2016, Springer Science + Business Media

    Pr Gianluca Bontempi

  75. Portraying breast cancers with long noncoding RNAs

    Article • Science Advances, September 2016, American Association for the Advancement of Science

    Pr Gianluca Bontempi

  76. Study of Meta-analysis Strategies for Network Inference Using Information-Theoretic Approaches

    Article • September 2016, Institute of Electrical & Electronics Engineers (IEEE)

    Pr Gianluca Bontempi

  77. TCGA Workflow: Analyze cancer genomics and epigenomics data using Bioconductor packages

    Article • F1000Research, June 2016, Faculty of 1000, Ltd.

    Pr Gianluca Bontempi, Tiago Chedraoui Silva

  78. Predictive Modeling in a Big Data Distributed Setting: A Scalable Bias Correction Approach

    Article • June 2016, Institute of Electrical & Electronics Engineers (IEEE)

    Pr Gianluca Bontempi

  79. A Blocking Strategy for Ranking Features According to Probabilistic Relevance

    Article • January 2016, Springer Science + Business Media

    Pr Gianluca Bontempi

  80. TCGAbiolinks: an R/Bioconductor package for integrative analysis of TCGA data

    Article • Nucleic Acids Research, December 2015, Oxford University Press (OUP)

    Pr Gianluca Bontempi, Tiago Chedraoui Silva

  81. Calibrating Probability with Undersampling for Unbalanced Classification

    Article • December 2015, Institute of Electrical & Electronics Engineers (IEEE)

    Pr Gianluca Bontempi

  82. Integrated Reconfigurable Coherent Transmitter Driven by Binary Signals

    Article • IEEE Journal of Selected Topics in Quantum Electronics, November 2015, Institute of Electrical & Electronics Engineers (IEEE)

    Pr Gianluca Bontempi

  83. Credit card fraud detection and concept-drift adaptation with delayed supervised information

    Article • July 2015, Institute of Electrical & Electronics Engineers (IEEE)

    Pr Gianluca Bontempi

  84. The bias–variance decomposition in profiled attacks

    Article • Journal of Cryptographic Engineering, June 2015, Springer Science + Business Media

    Pr Gianluca Bontempi

  85. Using shRNA experiments to validate gene regulatory networks

    Article • Genomics Data, June 2015, Elsevier

    Dr Benjamin Haibe-Kains, Pr Gianluca Bontempi

  86. Determinants of community structure in the global plankton interactome

    Article • Science, May 2015, American Association for the Advancement of Science

    Professor Emmanuel S Boss, Pr Gianluca Bontempi

  87. When is Undersampling Effective in Unbalanced Classification Tasks?

    Article • January 2015, Springer Science + Business Media

    Pr Gianluca Bontempi

  88. Template Attacks vs. Machine Learning Revisited (and the Curse of Dimensionality in Side-Channel Analysis)

    Article • January 2015, Springer Science + Business Media

    Pr Gianluca Bontempi

  89. An Approach for the Evaluation of Human Activities in Physical Therapy Scenarios

    Article • January 2015, Springer Science + Business Media

    Pr Gianluca Bontempi

  90. Integrative Analysis with Monte Carlo Cross-Validation Reveals miRNAs Regulating Pathways Cross-Talk in Aggressive Breast Cancer

    Article • BioMed Research International, January 2015, Hindawi Publishing Corporation

    Pr Gianluca Bontempi

  91. A machine learning approach against a masked AES

    Article • Journal of Cryptographic Engineering, November 2014, Springer Science + Business Media

    Pr Gianluca Bontempi

  92. Learned lessons in credit card fraud detection from a practitioner perspective

    Article • Expert Systems with Applications, August 2014, Elsevier

    Pr Gianluca Bontempi

  93. A Monte Carlo strategy for structured multiple-step-ahead time series prediction

    Article • July 2014, Institute of Electrical & Electronics Engineers (IEEE)

    Pr Gianluca Bontempi

  94. Using HDDT to avoid instances propagation in unbalanced and evolving data streams

    Article • July 2014, Institute of Electrical & Electronics Engineers (IEEE)

    Pr Gianluca Bontempi

  95. Relevance of different prior knowledge sources for inferring gene interaction networks

    Article • Frontiers in Genetics, June 2014, Frontiers

    Dr Benjamin Haibe-Kains, Pr Gianluca Bontempi

  96. Inference and validation of predictive gene networks from biomedical literature and gene expression data

    Article • Genomics, May 2014, Elsevier

    Dr Benjamin Haibe-Kains, Pr Gianluca Bontempi

  97. Association between thePNPLA3(rs738409 C>G) variant and hepatocellular carcinoma: Evidence from a meta-analysis of individual participant data

    Article • Hepatology, April 2014, Wiley

    Pr Gianluca Bontempi

  98. Temporal profiling of cytokine-induced genes in pancreatic β-cells by meta-analysis and network inference

    Article • Genomics, April 2014, Elsevier

    Pr Gianluca Bontempi

  99. Power analysis attack: an approach based on machine learning

    Article • International Journal of Applied Cryptography, January 2014, Inderscience Publishers

    Pr Gianluca Bontempi

  100. A Machine Learning Approach Against a Masked AES

    Article • January 2014, Springer Science + Business Media

    Pr Gianluca Bontempi

  101. A Machine Learning Approach Against a Masked AES

    Article • January 2014, Springer Science + Business Media

    Pr Gianluca Bontempi

  102. On the Null Distribution of the Precision and Recall Curve

    Article • January 2014, Springer Science + Business Media

    Pr Gianluca Bontempi

  103. Information-Theoretic Gene Selection In Expression Data

    Article • December 2013, Wiley

    Pr Gianluca Bontempi

  104. Chapter 7: On the Integration of Prior Knowledge in the Inference of Regulatory Networks

    Article • December 2013, World Scientific Pub Co Pte Lt

    Dr Benjamin Haibe-Kains, Pr Gianluca Bontempi

  105. Genome-wide gene expression profiling to predict resistance to anthracyclines in breast cancer patients

    Article • Genomics Data, December 2013, Elsevier

    Dr Benjamin Haibe-Kains, Pr Gianluca Bontempi

  106. Stability of feature selection algorithms for classification in high-throughput genomics datasets

    Article • November 2013, Institute of Electrical & Electronics Engineers (IEEE)

    Pr Gianluca Bontempi

  107. A comprehensive overview of Infinium HumanMethylation450 data processing

    Article • Briefings in Bioinformatics, August 2013, Oxford University Press (OUP)

    Pr Gianluca Bontempi

  108. mRMRe: an R package for parallelized mRMR ensemble feature selection

    Article • Bioinformatics, July 2013, Oxford University Press (OUP)

    Dr Benjamin Haibe-Kains, Pr Gianluca Bontempi

  109. Comparison and validation of genomic predictors for anticancer drug sensitivity

    Article • Journal of the American Medical Informatics Association, July 2013, Oxford University Press (OUP)

    Dr Benjamin Haibe-Kains, Pr Gianluca Bontempi

  110. Une plate-forme technologique liée à la paralysie cérébrale

    Article • médecine/sciences, May 2013, EDP Sciences

    Pr Gianluca Bontempi

  111. Machine Learning Strategies for Time Series Forecasting

    Article • January 2013, Springer Science + Business Media

    Pr Gianluca Bontempi

  112. Experimental assessment of static and dynamic algorithms for gene regulation inference from time series expression data

    Article • Frontiers in Genetics, January 2013, Frontiers

    Pr Gianluca Bontempi

  113. A Time Series Approach for Profiling Attack

    Article • January 2013, Springer Science + Business Media

    Pr Gianluca Bontempi

  114. Semi-Supervised Template Attack

    Article • January 2013, Springer Science + Business Media

    Pr Gianluca Bontempi

  115. Racing for Unbalanced Methods Selection

    Article • January 2013, Springer Science + Business Media

    Pr Gianluca Bontempi

  116. Prediction-Based Data Collection in Wireless Sensor Networks

    Article • December 2012, Taylor & Francis

    Pr Gianluca Bontempi

  117. Prediction-Based Data Collection in Wireless Sensor Networks

    Article • December 2012, Taylor & Francis

    Pr Gianluca Bontempi

  118. D-peaks: A visual tool to display ChIP-seq peaks along the genome

    Article • Transcription, September 2012, Taylor & Francis

    Pr Gianluca Bontempi

  119. A review and comparison of strategies for multi-step ahead time series forecasting based on the NN5 forecasting competition

    Article • Expert Systems with Applications, June 2012, Elsevier

    Pr Gianluca Bontempi

  120. Adaptive local learning techniques for multiple-step-ahead wind speed forecasting

    Article • Electric Power Systems Research, February 2012, Elsevier

    Professor Alfredo Vaccaro, Pr Gianluca Bontempi

  121. A Three-Gene Model to Robustly Identify Breast Cancer Molecular Subtypes

    Article • JNCI Journal of the National Cancer Institute, January 2012, Oxford University Press (OUP)

    Pr Gianluca Bontempi

  122. Time Series Prediction for Energy-Efficient Wireless Sensors: Applications to Environmental Monitoring and Video Games

    Article • January 2012, Springer Science + Business Media

    Pr Gianluca Bontempi

  123. Recursive Multi-step Time Series Forecasting by Perturbing Data

    Article • December 2011, Institute of Electrical & Electronics Engineers (IEEE)

    Pr Gianluca Bontempi

  124. Predictive networks: a flexible, open source, web application for integration and analysis of human gene networks

    Article • Nucleic Acids Research, November 2011, Oxford University Press (OUP)

    Pr Gianluca Bontempi

  125. Fourier spectral factor model for prediction of multidimensional signals

    Article • Signal Processing, September 2011, Elsevier

    Pr Gianluca Bontempi

  126. Conditionally dependent strategies for multiple-step-ahead prediction in local learning

    Article • International Journal of Forecasting, July 2011, Elsevier

    Pr Gianluca Bontempi

  127. Transcriptional Network Inference Based on Information Theory

    Article • April 2011, Wiley

    Pr Gianluca Bontempi

  128. Multifactorial Approach to Predicting Resistance to Anthracyclines

    Article • Journal of Clinical Oncology, March 2011, American Society of Clinical Oncology (ASCO)

    Dr Benjamin Haibe-Kains, Pr Gianluca Bontempi

  129. Multiple-input multiple-output causal strategies for gene selection

    Article • BMC Bioinformatics, January 2011, Springer Science + Business Media

    Dr Benjamin Haibe-Kains, Pr Gianluca Bontempi

  130. An Optimal Stopping Strategy for Online Calibration in Local Search

    Article • January 2011, Springer Science + Business Media

    Pr Gianluca Bontempi

  131. A Selecting-the-Best Method for Budgeted Model Selection

    Article • January 2011, Springer Science + Business Media

    Pr Gianluca Bontempi

  132. STAT1 Is a Master Regulator of Pancreatic β-Cell Apoptosis and Islet Inflammation

    Article • Journal of Biological Chemistry, October 2010, American Society for Biochemistry & Molecular Biology (ASBMB)

    Pr Gianluca Bontempi

  133. Long-term In Vitro Treatment of Human Glioblastoma Cells with Temozolomide Increases Resistance In Vivo through Up-regulation of GLUT Transporter and Aldo-Keto Reductase Enzyme AKR1C Expression

    Article • Neoplasia, September 2010, Elsevier

    Dr Benjamin Haibe-Kains, Pr Gianluca Bontempi

  134. A dynamic programming strategy to balance exploration and exploitation in the bandit problem

    Article • Annals of Mathematics and Artificial Intelligence, June 2010, Springer Science + Business Media

    Pr Gianluca Bontempi

  135. Multiple-output modeling for multi-step-ahead time series forecasting

    Article • Neurocomputing, June 2010, Elsevier

    Pr Gianluca Bontempi

  136. Demonstrating principal component aggregation for distributed spatial pattern recognition

    Article • January 2010, ACM (Association for Computing Machinery)

    Pr Gianluca Bontempi

  137. A fuzzy gene expression-based computational approach improves breast cancer prognostication

    Article • Genome Biology, January 2010, Springer Science + Business Media

    Dr Benjamin Haibe-Kains, Pr Gianluca Bontempi

  138. Long-term Temozolomide Treatment Induces Marked Amino Metabolism Modifications and an Increase in TMZ Sensitivity in Hs683 Oligodendroglioma Cells

    Article • Neoplasia, January 2010, Elsevier

    Dr Benjamin Haibe-Kains, Pr Gianluca Bontempi

  139. A Meta-Analysis of Gene Expression Profiling Studies Identifies Clinically Relevant Oncogenic Pathways in Basal-Like Breast Cancer.:

    Article • Cancer Research, December 2009, American Association for Cancer Research (AACR)

    Dr Benjamin Haibe-Kains, Pr Gianluca Bontempi

  140. Limited Clinical Utility of Prognostic Gene Expression Profiles in Grade 3 Node-Negative Early Stage Breast Cancer.

    Article • Cancer Research, December 2009, American Association for Cancer Research (AACR)

    Dr Benjamin Haibe-Kains, Pr Gianluca Bontempi

  141. Static and Dynamic Localization Techniques for Wireless Sensor Networks

    Article • October 2009, Springer Science + Business Media

    Pr Gianluca Bontempi

  142. Long-term prediction of time series by combining direct and MIMO strategies

    Article • June 2009, Institute of Electrical & Electronics Engineers (IEEE)

    Pr Gianluca Bontempi

  143. Galectin 1 Proangiogenic and Promigratory Effects in the Hs683 Oligodendroglioma Model Are Partly Mediated through the Control of BEX2 Expression

    Article • Neoplasia, May 2009, Elsevier

    Dr Benjamin Haibe-Kains, Pr Gianluca Bontempi

  144. An improved shrinkage estimator to infer regulatory networks with Gaussian graphical models

    Article • January 2009, ACM (Association for Computing Machinery)

    Pr Gianluca Bontempi

  145. Gaussian Graphical Models to Infer Putative Genes Involved in Nitrogen Catabolite Repression in S. cerevisiae

    Article • January 2009, Springer Science + Business Media

    Pr Gianluca Bontempi

  146. On the Impact of Entropy Estimation on Transcriptional Regulatory Network Inference Based on Mutual Information

    Article • EURASIP Journal on Bioinformatics and Systems Biology, January 2009, Springer Science + Business Media

    Pr Gianluca Bontempi

  147. Principal Component Aggregation for Energy-Efficient Information Extraction in Wireless Sensor Networks

    Article • December 2008, Taylor & Francis

    Pr Gianluca Bontempi

  148. Biological Processes Associated with Breast Cancer Clinical Outcome Depend on the Molecular Subtypes

    Article • Clinical Cancer Research, August 2008, American Association for Cancer Research (AACR)

    Dr Benjamin Haibe-Kains, Pr Gianluca Bontempi

  149. Distributed Principal Component Analysis for Wireless Sensor Networks

    Article • Sensors, August 2008, MDPI AG

    Pr Gianluca Bontempi

  150. A comparative study of survival models for breast cancer prognostication based on microarray data: does a single gene beat them all?

    Article • Bioinformatics, July 2008, Oxford University Press (OUP)

    Dr Benjamin Haibe-Kains, Pr Gianluca Bontempi

  151. UNBS5162, a Novel Naphthalimide That Decreases CXCL Chemokine Expression in Experimental Prostate Cancers

    Article • Neoplasia, June 2008, Elsevier

    Dr Benjamin Haibe-Kains, Pr Gianluca Bontempi

  152. Evidence of galectin-1 involvement in glioma chemoresistance☆

    Article • Toxicology and Applied Pharmacology, June 2008, Elsevier

    Dr Benjamin Haibe-Kains, Pr Gianluca Bontempi

  153. Information-Theoretic Feature Selection in Microarray Data Using Variable Complementarity

    Article • IEEE Journal of Selected Topics in Signal Processing, June 2008, Institute of Electrical & Electronics Engineers (IEEE)

    Pr Gianluca Bontempi

  154. Knocking Down Galectin 1 in Human Hs683 Glioblastoma Cells Impairs Both Angiogenesis and Endoplasmic Reticulum Stress Responses

    Article • Journal of Neuropathology & Experimental Neurology, May 2008, Oxford University Press (OUP)

    Dr Benjamin Haibe-Kains, Pr Gianluca Bontempi

  155. Nucleolus and c-Myc: potential targets of cardenolide-mediated antitumor activity

    Article • Molecular Cancer Therapeutics, May 2008, American Association for Cancer Research (AACR)

    Pr Gianluca Bontempi

  156. New Routes from Minimal Approximation Error to Principal Components

    Article • Neural Processing Letters, January 2008, Springer Science + Business Media

    Pr Gianluca Bontempi

  157. Data-driven calibration of power conductors thermal model for overhead lines overload protection

    Article • International Journal of Reliability and Safety, January 2008, Inderscience Publishers

    Professor Alfredo Vaccaro, Pr Gianluca Bontempi

  158. Comparison of prognostic gene expression signatures for breast cancer

    Article • BMC Genomics, January 2008, Springer Science + Business Media

    Dr Benjamin Haibe-Kains, Pr Gianluca Bontempi

  159. Predicting prognosis using molecular profiling in estrogen receptor-positive breast cancer treated with tamoxifen

    Article • BMC Genomics, January 2008, Springer Science + Business Media

    Dr Benjamin Haibe-Kains, Pr Gianluca Bontempi

  160. Improving the Exploration Strategy in Bandit Algorithms

    Article • January 2008, Springer Science + Business Media

    Pr Gianluca Bontempi

  161. minet: A R/Bioconductor Package for Inferring Large Transcriptional Networks Using Mutual Information

    Article • BMC Bioinformatics, January 2008, Springer Science + Business Media

    Pr Gianluca Bontempi

  162. Machine learning techniques to identify putative genes involved in nitrogen catabolite repression in the yeast Saccharomyces cerevisiae

    Article • BMC Proceedings, January 2008, Springer Science + Business Media

    Pr Gianluca Bontempi

  163. Adaptive model selection for time series prediction in wireless sensor networks

    Article • Signal Processing, December 2007, Elsevier

    Pr Gianluca Bontempi

  164. Biological mechanisms that trigger breast cancer (BC) tumor progression are molecular subtype dependent

    Article • Journal of Clinical Oncology, June 2007, American Society of Clinical Oncology (ASCO)

    Pr Gianluca Bontempi

  165. Transforming genomic grade index (GGI) into a user-friendly qRT-PCR tool which will assist clinicians and patients in optimizing treatment of early breast cancer (BC)

    Article • Journal of Clinical Oncology, June 2007, American Society of Clinical Oncology (ASCO)

    Pr Gianluca Bontempi

  166. 4-IBP, a σ1 Receptor Agonist, Decreases the Migration of Human Cancer Cells, Including Glioblastoma Cells, In Vitro and Sensitizes Them In Vitro and In Vivo to Cytotoxic Insults of Proapoptotic and Proautophagic Drugs

    Article • Neoplasia, May 2007, Elsevier

    Dr Benjamin Haibe-Kains, Pr Gianluca Bontempi

  167. A Blocking Strategy to Improve Gene Selection for Classification of Gene Expression Data

    Article • IEEE/ACM Transactions on Computational Biology and Bioinformatics, April 2007, Institute of Electrical & Electronics Engineers (IEEE)

    Pr Gianluca Bontempi

  168. Definition of Clinically Distinct Molecular Subtypes in Estrogen Receptor–Positive Breast Carcinomas Through Genomic Grade

    Article • Journal of Clinical Oncology, April 2007, American Society of Clinical Oncology (ASCO)

    Pr Gianluca Bontempi

  169. Effect of 21 Different Nitrogen Sources on Global Gene Expression in the Yeast Saccharomyces cerevisiae

    Article • Molecular and Cellular Biology, February 2007, ASM Journals

    Pr Gianluca Bontempi

  170. Information-Theoretic Inference of Large Transcriptional Regulatory Networks

    Article • EURASIP Journal on Bioinformatics and Systems Biology, January 2007, Springer Science + Business Media

    Pr Gianluca Bontempi

  171. An Adaptive Local Learning-Based Methodology for Voltage Regulation in Distribution Networks With Dispersed Generation

    Article • IEEE Transactions on Power Systems, August 2006, Institute of Electrical & Electronics Engineers (IEEE)

    Professor Alfredo Vaccaro, Pr Gianluca Bontempi

  172. Category-Based Audience Metrics for Web Site Content Improvement Using Ontologies and Page Classification

    Article • January 2006, Springer Science + Business Media

    Pr Gianluca Bontempi

  173. On the Use of Variable Complementarity for Feature Selection in Cancer Classification

    Article • January 2006, Springer Science + Business Media

    Pr Gianluca Bontempi

  174. Machine Learning Techniques to Enable Closed-Loop Control in Anesthesia

    Article • January 2006, Institute of Electrical & Electronics Engineers (IEEE)

    Pr Gianluca Bontempi

  175. Simulation architecture for data processing algorithms in wireless sensor networks

    Article • January 2006, Institute of Electrical & Electronics Engineers (IEEE)

    Pr Gianluca Bontempi

  176. The Role of Learning Methods in the Dynamic Assessment of Power Components Loading Capability

    Article • IEEE Industrial Electronics Magazine, February 2005, Institute of Electrical & Electronics Engineers (IEEE)

    Professor Alfredo Vaccaro, Pr Gianluca Bontempi

  177. Semiphysical modelling architecture for dynamic assessment of power components loading capability

    Article • IEE Proceedings - Generation Transmission and Distribution, January 2004, the Institution of Engineering and Technology (the IET)

    Professor Alfredo Vaccaro, Pr Gianluca Bontempi

  178. Power cables' thermal protection by interval simulation of imprecise dynamical systems

    Article • IEE Proceedings - Generation Transmission and Distribution, January 2004, the Institution of Engineering and Technology (the IET)

    Professor Alfredo Vaccaro, Pr Gianluca Bontempi

  179. Simulating continuous dynamical systems under conditions of uncertainty: the probability and the possibility approaches

    Article • January 2004, Springer Science + Business Media

    Pr Gianluca Bontempi

  180. The use of intelligent data analysis techniques for system-level design: a software estimation example

    Article • Soft Computing, July 2003, Springer Science + Business Media

    Pr Gianluca Bontempi

  181. Data-driven techniques for direct adaptive control: the lazy and the fuzzy approaches

    Article • Fuzzy Sets and Systems, May 2002, Elsevier

    Pr Gianluca Bontempi

  182. Enabling Multimedia QoS Control with Black-Box Modelling

    Article • January 2002, Springer Science + Business Media

    Pr Gianluca Bontempi

  183. The local paradigm for modeling and control: from neuro-fuzzy to lazy learning

    Article • Fuzzy Sets and Systems, July 2001, Elsevier

    Pr Gianluca Bontempi

  184. Data-Driven Techniques for Divide and Conquer Adaptive Control

    Article • IFAC Proceedings Volumes, July 2000, Elsevier

    Pr Gianluca Bontempi

  185. Lazy learning for local modelling and control design

    Article • International Journal of Control, January 1999, Taylor & Francis

    Pr Gianluca Bontempi

  186. Local Learning for Nonlinear Control

    Article • IFAC Proceedings Volumes, July 1998, Elsevier

    Pr Gianluca Bontempi

  187. Recursive lazy learning for modeling and control

    Article • January 1998, Springer Science + Business Media

    Pr Gianluca Bontempi

  188. Now comes the time to defuzzify neuro-fuzzy models

    Article • Fuzzy Sets and Systems, September 1997, Elsevier

    Pr Gianluca Bontempi

  189. Now Comes the Time to Defuzzify Neuro-Fuzzy Models

    Article • IFAC Proceedings Volumes, June 1997, Elsevier

    Pr Gianluca Bontempi

  190. A qualitative simulation approach for fuzzy dynamical models

    Article • ACM Transactions on Modeling and Computer Simulation, October 1994, ACM (Association for Computing Machinery)

    Pr Gianluca Bontempi, Prof. Andrea Bonarini

  191. Computational Intelligence in Clinical Oncology: Lessons Learned from an Analysis of a Clinical Study

    Article • Springer Science + Business Media

    Dr Benjamin Haibe-Kains, Pr Gianluca Bontempi

  192. Machine Learning for Automated Polyp Detection in Computed Tomography Colonography

    Article • IGI Global

    Pr Gianluca Bontempi

  193. Machine Learning Techniques for Decision Support in Anesthesia

    Article • Springer Science + Business Media

    Pr Gianluca Bontempi

  194. Combining Lazy Learning, Racing and Subsampling for Effective Feature Selection

    Article • Springer Science + Business Media

    Pr Gianluca Bontempi

  195. Biological Network Inference Using Redundancy Analysis

    Article • Springer Science + Business Media

    Pr Gianluca Bontempi

  196. Nested q-Partial Graphs for Genetic Network Inference from ”Small n, Large p” Microarray Data

    Article • Springer Science + Business Media

    Pr Gianluca Bontempi

  197. Machine Learning for Automated Polyp Detection in Computed Tomography Colonography

    Article • IGI Global

    Pr Gianluca Bontempi

  198. A Model-Based Relevance Estimation Approach for Feature Selection in Microarray Datasets

    Article • Springer Science + Business Media

    Pr Gianluca Bontempi

  199. A data analysis method for software performance prediction

    Article • Institute of Electrical & Electronics Engineers (IEEE)

    Pr Gianluca Bontempi

  200. Adaptive memory based regression methods

    Article • Institute of Electrical & Electronics Engineers (IEEE)

    Pr Gianluca Bontempi