A fast splitting procedure for classification trees. - Francesco Mola; Roberta Siciliano (Stat. Comput., 1997)

An Alternative Pruning Method Based on the Impurity-Complexity Measure. - Carmela Cappelli; Francesco Mola; Roberta Siciliano (COMPSTAT, 1998)

Exploratory Versus Decision Trees. - Roberta Siciliano (COMPSTAT, 1998)

Supervised Classifier Combination through Generalized Additive Multi-model. - Claudio Conversano; Roberta Siciliano; Francesco Mola (Multiple Classifier Systems, 2000)

Partitioning Algorithms and Combined Model Integration for Data Mining. - Claudio Conversano; Francesco Mola; Roberta Siciliano (Comput. Stat., 2001)

Growing and Visualizing Prediction Paths Trees in Market Basket Analysis. - Massimo Aria; Francesco Mola; Roberta Siciliano (COMPSTAT, 2002)

Discriminant Analysis and Factorial Multiple Splits in Recursive Partitioning for Data Mining. - Francesco Mola; Roberta Siciliano (Multiple Classifier Systems, 2002)

Robust Tree-Based Incremental Imputation Method for Data Fusion. - Antonio D'Ambrosio; Massimo Aria; Roberta Siciliano (IDA, 2007)

Conditional Classification Trees Using Instrumental Variables. - Valerio A. Tutore; Roberta Siciliano; Massimo Aria (IDA, 2007)

Incremental Tree-Based Missing Data Imputation with Lexicographic Ordering. - Claudio Conversano; Roberta Siciliano (J. Classif., 2009)

Statistical Data Editing. - Claudio Conversano; Roberta Siciliano (Encyclopedia of Data Warehousing and Mining, 2009)

Decision Tree Induction. - Roberta Siciliano; Claudio Conversano (Encyclopedia of Data Warehousing and Mining, 2009)

Accurate Tree-based Missing Data Imputation and Data Fusion within the Statistical Learning Paradigm. - Antonio D'Ambrosio; Massimo Aria; Roberta Siciliano (J. Classif., 2012)

Analysis of Web Visit Histories, Part I: Distance-Based Visualization of Sequence Rules. - Roberta Siciliano; Antonio D'Ambrosio; Massimo Aria; Sonia Amodio (J. Classif., 2016)

Accurate algorithms for identifying the median ranking when dealing with weak and partial rankings under the Kemeny axiomatic approach. - Sonia Amodio; Antonio D'Ambrosio; Roberta Siciliano (Eur. J. Oper. Res., 2016)

Parsimonious time series clustering using P-splines. - Carmela Iorio; Gianluca Frasso; Antonio D'Ambrosio; Roberta Siciliano (Expert Syst. Appl., 2016)

Analysis of Web Visit Histories, Part II: Predicting Navigation by Nested STUMP Regression Trees. - Roberta Siciliano; Antonio D'Ambrosio; Massimo Aria; Sonia Amodio (J. Classif., 2017)

A differential evolution algorithm for finding the median ranking under the Kemeny axiomatic approach. - Antonio D'Ambrosio; Giulio Mazzeo; Carmela Iorio; Roberta Siciliano (Comput. Oper. Res., 2017)

Regression trees for multivalued numerical response variables. - Antonio D'Ambrosio; Massimo Aria; Carmela Iorio; Roberta Siciliano (Expert Syst. Appl., 2017)

A P-spline based clustering approach for portfolio selection. - Carmela Iorio; Gianluca Frasso; Antonio D'Ambrosio; Roberta Siciliano (Expert Syst. Appl., 2018)

VisualJFML: A Visual Environment for Designing Fuzzy Systems according to IEEE Std 1855-2016. - Giovanni Acampora; Jesús Alcalá-Fdez; Roberta Siciliano; José M. Soto-Hidalgo; Autilia Vitiello (FUZZ-IEEE, 2019)

Median constrained bucket order rank aggregation. - Antonio D'Ambrosio; Carmela Iorio; Michele Staiano; Roberta Siciliano (Comput. Stat., 2019)

Informative trees by visual pruning. - Carmela Iorio; Massimo Aria; Antonio D'Ambrosio; Roberta Siciliano (Expert Syst. Appl., 2019)

MIDA: a Web Tool for MIssing DAta Imputation based on a Boosted and Incremental Learning Algorithm. - Giovanni Acampora; Autilia Vitiello; Roberta Siciliano (FUZZ-IEEE, 2020)

Robust mean-variance portfolio through the weighted Lp depth function. - Giuseppe Pandolfo; Carmela Iorio; Roberta Siciliano; Antonio D'Ambrosio (Ann. Oper. Res., 2020)

Fuzzy logic aggregation of crisp data partitions as learning analytics in triage decisions. - Giuseppe Pandolfo; Antonio D'Ambrosio; Lorella Cannavacciuolo; Roberta Siciliano (Expert Syst. Appl., 2020)

Adjusted Concordance Index: an Extensionl of the Adjusted Rand Index to Fuzzy Partitions. - Antonio D'Ambrosio; Sonia Amodio; Carmela Iorio; Giuseppe Pandolfo; Roberta Siciliano (J. Classif., 2021)

Enhancing Variable Importance in Random Forests: A Novel Application of Global Sensitivity Analysis. - Giulia Vannucci; Roberta Siciliano; Andrea Saltelli (CoRR, 2024)

Probabilistic Bayesian Neural Networks for olive phenology prediction in precision agriculture. - Antonio Nappa; Marco Quartulli; Izar Azpiroz; Susanna Marchi; Diego Guidotti; Michele Staiano; Roberta Siciliano (Ecol. Informatics, 2024)