María José Ramírez-Quintana

Meelis Kull

Nicolas Lachiche

Peter A. Flach

IEEE Trans. Knowl. Data Eng., 2021

2020

Learning alternative ways of performing a task.

[BibT_eX]

[DOI]

David Nieves

Carlos Monserrat Aranda

Expert Syst. Appl., 2020

Family and Prejudice: A Behavioural Taxonomy of Machine Learning Techniques.

[BibT_eX]

[DOI]

Raül Fabra-Boluda

Proceedings of the ECAI 2020 - 24th European Conference on Artificial Intelligence, 29 August-8 September 2020, Santiago de Compostela, Spain, August 29 - September 8, 2020, 2020

2019

BK-ADAPT: Dynamic Background Knowledge for Automating Data Transformation.

[BibT_eX]

[DOI]

Susumu Katayama

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2019

Automated Data Transformation with Inductive Programming and Dynamic Background Knowledge.

[BibT_eX]

[DOI]

Susumu Katayama

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2019

2018

Probabilistic class hierarchies for multiclass classification.

[BibT_eX]

[DOI]

Daniel Silva-Palacios

J. Comput. Sci., 2018

General-purpose Declarative Inductive Programming with Domain-Specific Background Knowledge for Data Wrangling Automation.

[BibT_eX]

[DOI]

Susumu Katayama

CoRR, 2018

Adapting Hierarchical Multiclass Classification to Changes in the Target Concept.

[BibT_eX]

[DOI]

Daniel Silva-Palacios

Proceedings of the Advances in Artificial Intelligence, 2018

Identifying the Machine Learning Family from Black-Box Models.

[BibT_eX]

[DOI]

Raül Fabra-Boluda

Proceedings of the Advances in Artificial Intelligence, 2018

2017

CASP-DM: Context Aware Standard Process for Data Mining.

[BibT_eX]

[DOI]

Peter A. Flach

Meelis Kull

Nicolas Lachiche

CoRR, 2017

A computational analysis of general intelligence tests for evaluating cognitive development.

[BibT_eX]

[DOI]

Cogn. Syst. Res., 2017

Modelling Machine Learning Models.

[BibT_eX]

[DOI]

Raül Fabra-Boluda

Proceedings of the Philosophy and Theory of Artificial Intelligence 2017, 2017

Improving Performance of Multiclass Classification by Inducing Class Hierarchies.

[BibT_eX]

[DOI]

Daniel Silva-Palacios

Proceedings of the International Conference on Computational Science, 2017

2016

Binarised regression tasks: methods and evaluation metrics.

[BibT_eX]

[DOI]

Nicolas Lachiche

Adolfo Martínez Usó

Data Min. Knowl. Discov., 2016

2015

Forgetting and consolidation for incremental and cumulative knowledge acquisition systems.

[BibT_eX]

[DOI]

CoRR, 2015

Knowledge acquisition with forgetting: an incremental and developmental setting.

[BibT_eX]

[DOI]

Adapt. Behav., 2015

Pentaho + R: An Integral View for Multidimensional Prediction Models.

[BibT_eX]

[DOI]

Adolfo Martínez Usó

Proceedings of the Advances in Artificial Intelligence, 2015

2014

Aggregative quantification for regression.

[BibT_eX]

[DOI]

Data Min. Knowl. Discov., 2014

Bridging the Gap between Distance and Generalization.

[BibT_eX]

[DOI]

Comput. Intell., 2014

A Knowledge Growth and Consolidation Framework for Lifelong Machine Learning Systems.

[BibT_eX]

[DOI]

Proceedings of the 13th International Conference on Machine Learning and Applications, 2014

2013

On the definition of a general learning system with user-defined operators.

[BibT_eX]

[DOI]

CoRR, 2013

On the effect of calibration in classifier combination.

[BibT_eX]

[DOI]

Appl. Intell., 2013

2012

Learning with Configurable Operators and RL-Based Heuristics.

[BibT_eX]

[DOI]

Proceedings of the New Frontiers in Mining Complex Patterns - First International Workshop, 2012

2011

Using negotiable features for prescription problems.

[BibT_eX]

[DOI]

Computing, 2011

Applying distances between terms to both flat and hierarchical data.

[BibT_eX]

[DOI]

Jorge A. Bedoya-Puerta

Proceedings of AAIP 2011, 2011

2010

Data Mining Strategies for CRM Negotiation Prescription Problems.

[BibT_eX]

[DOI]

Proceedings of the Trends in Applied Intelligent Systems, 2010

Quantification via Probability Estimators.

[BibT_eX]

[DOI]

Proceedings of the ICDM 2010, 2010

An Integrated Distance for Atoms.

[BibT_eX]

[DOI]

Proceedings of the Functional and Logic Programming, 10th International Symposium, 2010

Newton Trees.

[BibT_eX]

[DOI]

Proceedings of the AI 2010: Advances in Artificial Intelligence, 2010

2009

An Instantiation of Hierarchical Distance-Based Conceptual Clustering for Propositional Learning.

[BibT_eX]

[DOI]

Ana Funes

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2009

Similarity-Binning Averaging: A Generalisation of Binning Calibration.

[BibT_eX]

[DOI]

Proceedings of the Intelligent Data Engineering and Automated Learning, 2009

Negotiation with Price-dependent Probability Models.

[BibT_eX]

[DOI]

Proceedings of the Second Workshop on Agreement Technologies, 2009

Generalisation Operators for Lists Embedded in a Metric Space.

[BibT_eX]

[DOI]

Proceedings of the Approaches and Applications of Inductive Programming, 2009

2008

Hierarchical Distance-Based Conceptual Clustering.

[BibT_eX]

[DOI]

Ana Maria Funes

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2008

2007

Joint Cutoff Probabilistic Estimation Using Simulation: A Mailing Campaign Application.

[BibT_eX]

[DOI]

Proceedings of the Intelligent Data Engineering and Automated Learning, 2007

2006

Similarity Functions for Structured Data. An Application to Decision Trees.

[BibT_eX]

[DOI]

Inteligencia Artif., 2006

The Mimetic Technique when the Original Data is Not Available: Model Learning and Revision.

[BibT_eX]

[DOI]

Ricardo Blanco-Vega

Inteligencia Artif., 2006

Minimal Distance-Based Generalisation Operators for First-Order Objects.

[BibT_eX]

[DOI]

Proceedings of the Inductive Logic Programming, 16th International Conference, 2006

2005

Web Categorisation Using Distance-Based Decision Trees.

[BibT_eX]

[DOI]

Proceedings of the International Workshop on Automated Specification and Verification of Web Sites, 2005

Distance Based Generalisation.

[BibT_eX]

[DOI]

Proceedings of the Inductive Logic Programming, 15th International Conference, 2005

Knowledge acquisition through machine learning: minimising expert's effort.

[BibT_eX]

[DOI]

Ricardo Blanco-Vega

Proceedings of the Fourth International Conference on Machine Learning and Applications, 2005

2004

Bagging Decision Multi-trees.

[BibT_eX]

[DOI]

Proceedings of the Multiple Classifier Systems, 5th International Workshop, 2004

Analysing the Trade-Off Between Comprehensibility and Accuracy in Mimetic Models.

[BibT_eX]

[DOI]

Ricardo Blanco-Vega

Proceedings of the Discovery Science, 7th International Conference, 2004

2003

Cost-sensitive diagnosis of declarative programs.

[BibT_eX]

[DOI]

Demis Ballis

Moreno Falaschi

Proceedings of the 12th International Workshop on Functional and Constraint Logic Programming, 2003

Simple Mimetic Classifiers.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning and Data Mining in Pattern Recognition, 2003

Beam Search Extraction and Forgetting Strategies on Shared Ensembles.

[BibT_eX]

[DOI]

Proceedings of the Multiple Classifier Systems, 4th International Workshop, 2003

2002

SMILES: A Multi-purpose Learning System.

[BibT_eX]

[DOI]

Proceedings of the Logics in Artificial Intelligence, European Conference, 2002

Induction of Decision Multi-trees Using Levin Search.

[BibT_eX]

[DOI]

Proceedings of the Computational Science - ICCS 2002, 2002

Shared Ensemble Learning Using Multi-trees.

[BibT_eX]

[DOI]

Proceedings of the Advances in Artificial Intelligence, 2002

From Ensemble Methods to Comprehensible Models.

[BibT_eX]

[DOI]

Proceedings of the Discovery Science, 5th International Conference, 2002

2001

Predictive Software.

[BibT_eX]

[DOI]

Autom. Softw. Eng., 2001

Incremental Learning of Functional Logic Programs.

[BibT_eX]

[DOI]

Proceedings of the Functional and Logic Programming, 5th International Symposium, 2001

AND/OR trees for the learning of functional logic programs.

[BibT_eX]

[DOI]

Cèsar Ferri Ramírez

Proceedings of the APPIA-GULP-PRODE 2001: Joint Conference on Declarative Programming, 2001

2000

Aprendizaje Automatico de Programas Logico-Funcionales.

[BibT_eX]

[DOI]

Inteligencia Artif., 2000

The role of induction in (semi-)automated software life-cycles.

[BibT_eX]

Proceedings of the 9th International Workshop on Functional and Logic Programming, 2000

Learning functional logic classification concepts from databases.

[BibT_eX]

Proceedings of the 9th International Workshop on Functional and Logic Programming, 2000

Universal Learning of Classes from Sparse and Non-uniform Evidence.

[BibT_eX]

[DOI]

Proceedings of the Inductive Logic Programming, 10th International Conference, 2000

Software as Learning: Quality Factors and Life-Cycle Revised.

[BibT_eX]

[DOI]

Proceedings of the Fundamental Approaches to Software Engineering, 2000

1999

A Strong Complete Schmema for Inductive Functional Logic Programming.

[BibT_eX]

[DOI]

Proceedings of the Inductive Logic Programming, 9th International Workshop, 1999

1998

Inverse Narrowing for the Induction of Functional Logic Programs.

[BibT_eX]

Proceedings of the 1998 Joint Conference on Declarative Programming, 1998

1993

A Prototype System for Equational Constructive Negation.

[BibT_eX]

Proceedings of the Logic Programming, 1993

An Implementation of Equational Constructive Negation.

[BibT_eX]

J. Piris

Proceedings of the 8th Italian Conference on Logic Programming, 1993

1992

Conditional Narrowing with Constructive Negation.

[BibT_eX]

[DOI]

Moreno Falaschi

Proceedings of the Extensions of Logic Programming, Third International Workshop, 1992

An Equational Constraint Logic Approach to Database Design.

[BibT_eX]

María Alpuente