Cèsar Ferri

Jan Arne Telle

Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, 2022

Robustness Testing of Machine Learning Families using Instance-Level IRT-Difficulty.

[BibT_eX]

[DOI]

Proceedings of the Workshop on AI Evaluation Beyond Metrics co-located with the 31st International Joint Conference on Artificial Intelligence (IJCAI-ECAI 2022), 2022

Teaching and Explanation: Aligning Priors between Machines and Humans.

[BibT_eX]

[DOI]

Proceedings of the Human-Like Machine Intelligence., 2022

2021

CRISP-DM Twenty Years Later: From Data Mining Processes to Data Science Trajectories.

[BibT_eX]

[DOI]

Meelis Kull

IEEE Trans. Knowl. Data Eng., 2021

AUTOMAT[R]IX: learning simple matrix pipelines.

[BibT_eX]

[DOI]

Mach. Learn., 2021

Missing the missing values: The ugly duckling of fairness in machine learning.

[BibT_eX]

[DOI]

Int. J. Intell. Syst., 2021

Think Big, Teach Small: Do Language Models Distil Occam's Razor?

[BibT_eX]

[DOI]

Gonzalo Jaimovitch-Lopez

David Castellano Falcón

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Muppets: Multipurpose Table Segmentation.

[BibT_eX]

[DOI]

Gust Verbruggen

Luc De Raedt

Proceedings of the Advances in Intelligent Data Analysis XIX, 2021

2020

Learning alternative ways of performing a task.

[BibT_eX]

[DOI]

Carlos Monserrat Aranda

Expert Syst. Appl., 2020

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

[BibT_eX]

[DOI]

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

The teaching size: computable teachers and learners for universal languages.

[BibT_eX]

[DOI]

Jan Arne Telle

Mach. Learn., 2019

Setting decision thresholds when operating conditions are uncertain.

[BibT_eX]

[DOI]

Data Min. Knowl. Discov., 2019

Fairness and Missing Values.

[BibT_eX]

[DOI]

CoRR, 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

Automating Common Data Science Matrix Transformations.

[BibT_eX]

[DOI]

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

SALER: A Data Science Solution to Detect and Prevent Corruption in Public Administration.

[BibT_eX]

[DOI]

Juan Carlos Casamayor

Jon Ander Gómez

Eduardo Vendrell Vidal

Proceedings of the ECML PKDD 2018 Workshops, 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]

Proceedings of the Advances in Artificial Intelligence, 2018

2017

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

[BibT_eX]

[DOI]

Meelis Kull

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]

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

Low-level Event Detection System for Minimally-Invasive Surgery Training.

[BibT_eX]

[DOI]

Carlos Monserrat

Proceedings of the 4th international Workshop on Sensor-based Activity Recognition and Interaction, 2017

Semi-Supervised Clustering Algorithms for Grouping Scientific Articles.

[BibT_eX]

[DOI]

Diego Vallejo-Huanga

Paulina Morillo

Proceedings of the International Conference on Computational Science, 2017

Improving Performance of Multiclass Classification by Inducing Class Hierarchies.

[BibT_eX]

[DOI]

Daniel Silva-Palacios

Paulina Adriana Morillo Alcívar

Proceedings of the International Conference on Computational Science, 2017

ADoCS: Automatic Designer of Conference Schedules.

[BibT_eX]

[DOI]

Diego Vallejo-Huanga

José Alberto Pérez-Melián

Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics, 2017

Zipf's and Benford's laws in Twitter hashtags.

[BibT_eX]

[DOI]

J. Alberto Conejero

Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics, 2017

2016

Binarised regression tasks: methods and evaluation metrics.

[BibT_eX]

[DOI]

Adolfo Martínez Usó

Data Min. Knowl. Discov., 2016

Cycling Network Projects: A Decision-Making Aid Approach.

[BibT_eX]

[DOI]

Proceedings of the First Workshop on Data Science for Social Good co-located with European Conference on Machine Learning and Principles and Practice of Knowledge Dicovery in Databases, 2016

airVLC: An Application for Visualizing Wind-Sensitive Interpolation of Urban Air Pollution Forecasts.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Data Mining Workshops, 2016

Identifying the Sport Activity of GPS Tracks.

[BibT_eX]

[DOI]

Cèsar Ferri Ramírez

Proceedings of the International Conference on Computational Science 2016, 2016

Wind-sensitive Interpolation of Urban Air Pollution Forecasts.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Computational Science 2016, 2016

2015

Report of the First International Workshop on Learning over Multiple Contexts (LMCE 2014).

[BibT_eX]

[DOI]

SIGKDD Explor., 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]

María José Ramírez

Adapt. Behav., 2015

Airvlc: An Application for Real-Time Forecasting Urban Air Pollution.

[BibT_eX]

[DOI]

Francisco Contreras Ochando

Cristina I. Font Julián

Proceedings of the 2nd International Workshop on Mining Urban Data co-located with 32nd International Conference on Machine Learning (ICML 2015), 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

ROC curves in cost space.

[BibT_eX]

[DOI]

Mach. Learn., 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

A unified view of performance metrics: translating threshold choice into expected classification loss.

[BibT_eX]

[DOI]

J. Mach. Learn. Res., 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

Threshold Choice Methods: the Missing Link

[BibT_eX]

[DOI]

CoRR, 2011

Technical Note: Towards ROC Curves in Cost Space

[BibT_eX]

[DOI]

CoRR, 2011

Using negotiable features for prescription problems.

[BibT_eX]

[DOI]

Computing, 2011

Brier Curves: a New Cost-Based Visualisation of Classifier Performance.

[BibT_eX]

[DOI]

Proceedings of the 28th International Conference on Machine Learning, 2011

A Coherent Interpretation of AUC as a Measure of Aggregated Classification Performance.

[BibT_eX]

[DOI]

Proceedings of the 28th International Conference on Machine Learning, 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 experimental comparison of performance measures for classification.

[BibT_eX]

[DOI]

R. Modroiu

Pattern Recognit. Lett., 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

An Improved Model Selection Heuristic for AUC.

[BibT_eX]

[DOI]

Shaomin Wu

Proceedings of the Machine Learning: ECML 2007, 2007

2006

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

[BibT_eX]

[DOI]

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

2004

The 1st workshop on ROC analysis in artificial intelligence (ROCAI-2004).

[BibT_eX]

[DOI]

SIGKDD Explor., 2004

Multi-paradigm learning of declarative models.

[BibT_eX]

[DOI]

AI Commun., 2004

Cautious Classifiers.

[BibT_eX]

Proceedings of the ROC Analysis in Artificial Intelligence, 1st International Workshop, 2004

Bagging Decision Multi-trees.

[BibT_eX]

[DOI]

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

Delegating classifiers.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning, 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

Volume under the ROC Surface for Multi-class Problems.

[BibT_eX]

[DOI]

Miguel A. Salido

Proceedings of the Machine Learning: ECML 2003, 2003

Improving the AUC of Probabilistic Estimation Trees.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning: ECML 2003, 2003

2002

SMILES: A Multi-purpose Learning System.

[BibT_eX]

[DOI]

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

Learning Decision Trees Using the Area Under the ROC Curve.

[BibT_eX]

Proceedings of the Machine Learning, 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

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

Learning functional logic classification concepts from databases.

[BibT_eX]

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

List-Processing Optimizations in a Multi-Paradigm Declarative Language.

[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]