The DMIP Team

Publications

Publications of the DMIP team:

Documents are ordered by date (more recent first). Most PDFs are just preprints: not exactly the published version, and they can either be a preliminary version or an extended version. Please look at the published version (and publisher) for copyright restrictions and possible uses, and refer to sections and pages of the published version.

This list may be outdated. Check google scholar with this search string instead. Also try DBLP with some of the authors' names.

2019

J. Hernández-Orallo: "Unbridled mental power", Nature Physics, 15(1), 106, 2019.

F. Martínez-Plumed, Ricardo B. C. Prudêncio, Adolfo Martínez-Uso, J. Hernández-Orallo: "Item Response Theory in AI: Analysing Machine Learning Classifiers at the Instance Level", Artificial Intelligence Journal, Elsevier Publications, Volume 271, pp 18-42, 2019.

J. Hernández-Orallo, AI Generality and Spearman's Law of Diminishing Returns, Journal of Artificial Intelligence Research, to appear, 2019.

C. Ferri, J. Hernández-Orallo, P. Flach: "Setting Decision Thresholds when Operating Conditions are Uncertain", Submitted to Data Mining and Knowledge Discovery, to appear, 2019.

J. Hernández-Orallo and K. Vold, AI Extenders: The Ethical and Societal Implications of Humans Cognitively Extended by AI, in Proc. of the AAAI/ACM conference on Artificial Intelligence, Ethics, and Society (AIES), Honolulu, Hawaii, USA, January 27-28, 2019.

J. Hernández-Orallo, F. Martínez-Plumed, Shahar Avin and Seán Ó HÉigeartaigh: “Surveying Safety-relevant AI Characteristics”, in Proc. of the The AAAI’s Workshop on Artificial Intelligence Safety (SafeAI), CEUR, Vol 2301, Honolulu, Hawaii, USA, January 27, 2019. [Best Paper Award Runner-up]

2018

D. Silva-Palacios, C. Ferri, and M.J. Ramírez-Quintana, "Probabilistic class hierarchies for multiclass classification, Journal of computational science, 26, pp 254-263, 2018.

F. Martínez-Plumed and J. Hernández-Orallo: “Dual Indicators to Analyse AI Benchmarks: Difficulty, Discrimination, Ability and Generality”, IEEE Transactions on Games (Early Access), November, 2018.

F. Martínez-Plumed, Bao Sheng Loe, Peter Flach, Seán Ó hÉigeartaigh, Karina Vold, J. Hernández-Orallo: “The Facets of Artificial Intelligence: A Framework to Track the Evolution of AI”, Proceedings of the 27th International Joint Conference on Artificial Intelligence (IJCAI 2018), pp 5180-5187, Stockholm, Sweden, July 13-19, 2018.

Sankalp Bhatnagar, Anna Alexandrova, Shahar Avin, Stephen Cave, Lucy Cheke, Matthew Crosby, Jan Feyereis, Marta Halina, Bao Sheng Loe, Seán Ó hÉigeartaigh, F. Martínez-Plumed, Huw Price, Henry Shevlin, Adrian Weller, Alan Wineld, and J. Hernández-Orallo: “Mapping Intelligence: Requirements and Possibilities”, Müller, Vincent C. (ed.), Philosophy and Theory of Artificial Intelligence 2017, Studies in Applied Philosophy, Epistemology and Rational Ethics (SAPERE), Vol 44, ISBN 978-3-319-96447-8, Springer, 2018.

R. Fabra-Boluda, C. Ferri, J. Hernández-Orallo, F. Martínez-Plumed and M. J. Ramírez-Quintana: “Modelling Machine Learning Models”, In: Müller, Vincent C. (ed.), Philosophy and Theory of Artificial Intelligence 2017, Studies in Applied Philosophy, Epistemology and Rational Ethics (SAPERE), Vol 44, ISBN 978-3-319-96447-8, Springer, 2018.

R. Fabra-Boluda, C. Ferri, J. Hernández-Orallo, F. Martínez-Plumed and M. J. Ramírez-Quintana: “Identifying the Machine Learning Family from Black-Box Models”, in Herrera F. et al. (eds) Advances in Artificial Intelligence: Proceedings of the 18th Conference of the Spanish Association for Artificial Intelligence (CAEPIA 2018), Lecture Notes in Artificial Intelligence (LNAI), volumen 11160, 55–65, Granada, Spain, October 23–26, 2018.

D. Silva-Palacios, C. Ferri, M. J. Ramírez-Quintana: "Adapting Hierarchical Multiclass Classification to changes in the target concept", in Herrera F. et al. (eds) Advances in Artificial Intelligence: Proceedings of the 18th Conference of the Spanish Association for Artificial Intelligence (CAEPIA 2018) , Springer Lecture Notes in Artificial Intelligence 11160: 111-128, 2018

F. Martínez-Plumed, Juan Carlos Casamayor, C. Ferri, Jon Ander Gómez, Eduardo Vendrell: “SALER: a Data Science solution to detect and prevent corruption in public administration”, in C. Alzate et al. (Eds.): ECML PKDD 2018 Workshops: 3rd International Workshop on Data Science for Social Good (SoGood 2018 Lecture Notes in Artificial Intelligence (LNAI), 11329, pp. 1–15, Dublin, Ireland, September 10--14, 2018.

F. Martínez-Plumed, Jon Ander Gómez, C. Ferri, “El uso de las herramientas big data en la lucha contra la corrupción - Sistema de Alertas Tempranas de la Generalitat Valenciana: La estructura informática del sistema de alertas tempranas”, XXIII Congreso Internacional del CLAD sobre la Reforma del Estado y de la Administración Pública, Guadalajara, México, 6-9 November, 2018.

L. Contreras-Ochando, C. Ferri, J. Hernández-Orallo, Susumu Katayama, F. Martínez-Plumed, and M. J. Ramírez-Quintana: "Enhancing Inductive Programming by Function Ranking. A Machine Learning Application for Data Wrangling Automation", Spring workshop on Mining and Learning (SMiLe 2018).

L. Contreras-Ochando, Cristina C. I. Font Julián, D. Nieves, F. Martínez-Plumed: "How Data Science helps build Smart Cities. Valencia as a use case", Cantó Colomina, B. (ed.), Proceedings of the Congress on Small and Medium Smart Cities, ISBN 978-84-09-02970-9, pp 3-11, Alcoy, Spain, February 14-15, 2018.

F. Martínez-Plumed: "Applying Data Science to Fraud Prevention and Detection: SALER Analytics",X Jornadas de usuarios R (XJUR), Murcia, Spain, 22-23 November, 2018.

D. Nieves, C. Ferri, J. Hernández-Orallo, C. Monserrat and M. J. Ramírez-Quintana: "Herramienta de análisis y minado de workflows en ejercicios de laparoscopia",X Jornadas de usuarios R (XJUR), Murcia, Spain, 22-23 November, 2018.

L. Contreras-Ochando, C. Ferri: "Predicción e interpolación dinámica de los niveles de contaminación en base al tráfico y la dirección del viento",X Jornadas de usuarios R (XJUR), Murcia, Spain, 22-23 November, 2018.

F. Martínez-Plumed, Shahar Avin, Miles Brundage, Allan Dafoe, Seán Ó hÉigeartaigh, J. Hernández-Orallo: "Accounting for the Neglected Dimensions of AI Progress", CoRR abs/1806.00610, 2018.

F. Martínez-Plumed and J. Hernández-Orallo: "Analysing Results from AI Benchmarks: Key Indicators and How to Obtain Them", CoRR abs/1811.08186, 2018.

L. Contreras-Ochando, C. Ferri, J. Hernández-Orallo, F. Martínez-Plumed and M. J. Ramírez-Quintana: "General-purpose Declarative Inductive Programming with Domain-Specific Background Knowledge for Data Wrangling Automation", CoRR abs/1809.10054, 2018.

Emilia Gómez, Carlos Castillo, Vicky Charisi, Verónica Dahl, Gustavo Deco, Blagoj Delipetrev, Nicole Dewandre, Miguel Ángel González-Ballester, Fabien Gouyon, J. Hernández-Orallo, Perfecto Herrera, Anders Jonsson, Ansgar Koene, Martha Larson, Ramón López de Mántaras, Bertin Martens, Marius Miron, Rubén Moreno-Bote, Nuria Oliver, Antonio Puertas Gallardo, Heike Schweitzer, Nuria Sebastian, Xavier Serra, Joan Serrà, Songül Tolan, Karina Vold, "Assessing the impact of machine intelligence on human behaviour: an interdisciplinary endeavour". arXiv preprint arXiv:1806.03192.

Enrique Fernández-Macías, Emilia Gómez, J. Hernández-Orallo, Bao Sheng Loe, Bertin Martens, F. Martínez-Plumed, Songül Tolan: “A multidisciplinary task-based perspective for evaluating the impact of AI autonomy and generality on the future of work”, CoRR abs/1807.02416, 2018.

Sankalp Bhatnagar, Anna Alexandrova, Shahar Avin, Stephen Cave, Lucy Cheke, Matthew Crosby, Jan Feyereis, Marta Halina, Bao Sheng Loe, Seán Ó hÉigeartaigh, Fernando Martínez-Plumed, Huw Price, Henry Shevlin, Adrian Weller, Alan Wineld, and José Hernández-Orallo, "A First Survey on an Atlas of Intelligence", Technical Report, 2018.

2017

J. Hernández-Orallo "The measure of all minds. Evaluating natural and artificial intelligence", Cambridge University Press, 2017. DOI.

F. Martínez-Plumed, Cèsar Ferri, José Hernández-Orallo, M. José Ramírez-Quintana, "A Computational Analysis of General Intelligence Tests for Evaluating Cognitive Development", Cognitive Systems Research, Elsevier Publications, vol. 43, pp. 100–118, 2017.

J. Hernández-Orallo, Marco Baroni, Jordi Bieger, Nader Chmait, David L. Dowe, Katja Hofmann, Fernando Martínez-Plumed, Claes Strannegård, Kristinn R. Thórisson, "A New AI Evaluation Cosmos: Ready to Play the Game?", AI Magazine, Association for the Advancement of Artificial Intelligence, vol. 38, No 3, Fall 2017.

F. Martínez-Plumed, "Incremental and developmental perspectives for general-purpose learning systems", Inteligencia Artificial, Iberamia, 20(60), 24-27, 2017.

J. Hernández-Orallo, F. Martínez-Plumed, U. Schmid, M. Siebers, D. L. Dowe "Computer models solving intelligence test problems: progress and implications (Extended Abstract)", Proceedings of the 26th International Joint Conference on Artificial Intelligence (Journal track), pp 5005-5009, Melbourne, Australia, 2017.

D. Silva-Palacios, C. Ferri, M.J. Ramírez-Quintana, "Improving Performance of Multiclass Classification by Inducing Class Hierarchies", Proceedings of the International Conference on Computational Science, ICCS 2017 , pdf

D. Vallejo Huanga, P. Morillo Alcívar, C. Ferri , "Semi-Supervised Clustering Algorithms for Grouping Scientific Articles", Proceedings of the International Conference on Computational Science, ICCS 2017 , pdf

J. A. Pérez-Melián, J. A. Conejero and C. Ferri , "Zipf’s and Benford’s laws in Twitter hashtags", Proceedings of the Student Research Workshop at the 15th Conference of the European Chapter of the Association for Computational Linguistics , pdf, poster

D. Vallejo Huanga, P. Morillo Alcívar, C. Ferri , "ADoCS: Automatic Designer of Conference Schedules", Proceedings of the Software Demonstrations of the 15th Conference of the European Chapter of the Association for Computational Linguistics , pdf, system, source code

J. Hernández-Orallo, R., C. Ferri, F. Martínez-Plumed, M. J. Ramírez-Quintana, "Modelling machine learning models" , 3rd Conference on Philosophy & Theory of Artificial Intelligence (PT-AI 2017), Leeds, UK, November, 2017.

D. Nieves, C. Ferri, J. Hernández-Orallo and C. Monserrat, "Low-level Event Detection System for Minimally-Invasive Surgery Training", IWOAR 2017 – 4th international Workshop on Sensor-based Activity Recognition and Interaction, Rostock, Germany, 2017.

K. Yordanova, C. Monserrat, D. Nieves and J. Hernández-Orallo, "Knowledge Extraction from Task Narratives", IWOAR 2017 – 4th international Workshop on Sensor-based Activity Recognition and Interaction, Rostock, Germany, 2017.

F. Martínez-Plumed and J. Hernández-Orallo, "AI results for the Atari 2600 games: difficulty and discrimination using IRT", EGPAI 2017 - Evaluating General-Purpose AI @ IJCAI 2017, Melbourne, Australia, 2017.

F. Martínez-Plumed, "Incremental and developmental perspectives for general-purpose learning systems (Dissertation Briefing)", AI Matters, ACM SIGAI, 3(2), 24-25, 2017.

F. Martínez-Plumed, "Incremental and developmental perspectives for general-purpose learning systems (Selected Ph.D. Thesis Abstracts)", The IEEE Intelligent Informatics Bulletin, IEEE Computer Society, 18(1), pp 26-27, 2017.

L. Contreras-Ochando, C. Ferri, J. Hernández-Orallo, F. Martínez-Plumed, M. J. Ramírez-Quintana and S. Katayama, "Domain specific induction for data wrangling automation (Demo)", Automatic Machine Learning Workshop (AutomML) @ ICML 2017, Sídney (Australia). [PDF][Poster]

F. Martínez-Plumed, L. Contreras-Ochando, C. Ferri, P. Flach, J. Hernández-Orallo, M. Kull, N. L. and M. José Ramírez-Quintana, "CASP-DM: Context Aware Standard Process for Data Mining", CoRR, abs/1709.09003, 2017. [More info about CASP-DM]

2016

J. Hernández-Orallo, F. Martínez-Plumed, U. Schmid; M. Siebers; D. L. Dowe, "Computer models solving intelligence test problems: progress and implications" Artificial Intelligence Journal, 230C, 74-107, 2016.

J. Hernández-Orallo, "Evaluation in artificial intelligence: From task-oriented to ability-oriented measurement", Artificial Intelligence Review, to appear.

J. Hernández-Orallo, C. Ferri, N. Lachiche, A. Martínez-Usó, M.J. Ramírez-Quintana, "Binarised Regression Tasks: Methods and Evaluation Metrics" Data Mining and Knowledge discovery, vol. 30, pp. 848-80, 2016.

J. Hernández-Orallo, A. Martínez-Usó, R. Prudêncio, M. Kull, Peter Flach, C. F. Ahmed, N. Lachiche "Reframing in context: A systematic approach for model reuse in machine learning", AI Communications, vol. 29, no. 5, pp. 551-566, 2016.

F. Martínez-Plumed, R. Prudêncio, A. Martínez-Usó, J. Hernández-Orallo, "Making sense of item response theory in machine learning", ECAI 2016, The Hague, The Netherlands, 2016. [Best Paper Award]

J. Hernández-Orallo, "Is Spearman's Law of Diminishing Returns (SLODR) Meaningful for Artificial Agents?", ECAI 2016, The Hague, The Netherlands, 2016. [Best Paper Award Runner-up]

C. Ferri, P. Flach, M. Kull, N. Lachiche "Context-Aware Knowledge Discovery: Opportunities, Techniques and Applications" Tutorial at The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery ECML-PKDD 2016 Slides

L. Contreras-Ochando, C. Ferri, "Wind-sensitive Interpolation of Urban Air Pollution Forecasts", International Conference on Computational Science 2016, ICCS 2016 (PDF) (slides)

C. Ferri, "Identifying the Sport Activity of GPS Tracks" , International Conference on Computational Science 2016, ICCS 2016 (PDF) (slides)

J. Hernández-Orallo, S. H. Muggleton, U. Schmid, and B. Zorn "Report of Dagstuhl Seminar 15442 Approaches and Applications of Inductive Programming" Dagstuhl Reports [PDF]
L. Contreras-Ochando, C. Ferri, "airVLC: An application for visualizing wind-sensitive interpolation of urban air pollution forecasts", IEEE International Conference on Data Mining series (ICDM 2016) , [PDF].

C. Monserrat, J. Hernandez-Orallo, J.-F. Dolz, M.-J. Ruperez, and P. Flach "Knowledge acquisition by abduction for skills monitoring: Application to surgical skills" In Inductive Logic Programming, 2016.

F. Martínez-Plumed, J. Hernández-Orallo, U. Schmid, M Siebers and D. L. Dowe, "Historical account of computer models solving IQ test problems", EGPAI 2016 - Evaluating General-Purpose AI @ ECAI 2016, The Hague, The Netherlands, pp 20-21, 2016.

F. Martínez-Plumed, C. Ferri and L. Contreras-Ochando, "Cycling network projects: a decision-making aid approach", SoGood 2016 @ ECML 2016, Riva del Garda, Italy, pp 96-109, 2016. [PDF].

H. Alouaoui, L. Contreras-Ochando, C. Ferri, P. Flach, J. Hernández-Orallo, M. Kull, N. Lachiche, F. Martínez-Plumed and M. J. Ramírez-Quintana, "CASP-DM: Bringing a Context-Aware Standard Process for Data Mining to Data Science", European Data Science Conference (ECDS 2016), Luxembourg, 2016. [More info about CASP-DM]

J. Hernández-Orallo, "The 'Bachelorisation' of Data Science: What's the Role of EuADS for Standard Curricula?", European Data Science Conference (ECDS 2016), Luxembourg, 2016.

L. Contreras-Ochando, F. Martínez-Plumed, C. Ferri, J. Hernández-Orallo and M. J. Ramírez-Quintana, "General-Purpose Inductive Programming for Data Wrangling Automation", Artificial Intelligence for Data Science (AI4DataSci) @ NIPS 2016, [PDF] [Slides] [Poster]

L. Contreras-Ochando, F. Martínez-Plumed, C. Ferri, J. Hernández-Orallo and M. J. Ramírez-Quintana, "Logging Data Scientists: Collecting Evidence for Data Science Automation", Artificial Intelligence for Data Science (AI4DataSci) @ NIPS 2016, [PDF]

L. Contreras-Ochando, C. Ferri, "Wind-sensitive Interpolation of Urban Air Pollution Forecasts", 11th Women in Machine Learning Workshop (WiML 2016) @ NIPS 2016, [Poster PDF].

2015

C. Ferri, P. A. Flach, N. Lachiche: "Report of the First International Workshop on Learning over Multiple Contexts (LMCE 2014)". SIGKDD Explorations 17(1): 48-50 (2015) (PDF)

S. Gulwani, J. Hernández-Orallo, E. Kitzelmann, S. H. Muggleton, U. Schmid, B. Zorn "Inductive Programming Meets the Real World" Communications of the ACM 58 (11), 2015

F. Martínez-Plumed, C. Ferri, J. Hernández-Orallo, M.J. Ramírez-Quintana Knowledge acquisition with forgetting: an incremental and developmental setting Adaptive Behavior, 2015

A. Martínez-Usó, J. Hernández-Orallo Multidimensional Prediction Models When the Resolution Context Changes Machine Learning and Knowledge Discovery in Databases, ECML, 509-524, 2015

T. Besold, J. Hernández-Orallo, U. Schmid Can Machine Intelligence be Measured in the Same Way as Human intelligence? KI-Künstliche Intelligenz, 1-7, 2015

J. Insa-Cabrera, J. Hernández-Orallo Instrumental Properties of Social Testbeds Artificial General Intelligence, 101-110, 2015

J. Hernández-Orallo C-Tests Revisited: Back and Forth with Complexity Artificial General Intelligence, 272-282, 2015

J. Hernández-Orallo Stochastic Tasks: Difficulty and Levin Search Artificial General Intelligence, 90-100 2015

J. Hernandez-Orallo "Universal Psychometrics Tasks: difficulty, composition and decomposition" arXiv preprint arXiv:1503.07587 2015

J. Hernández-Orallo "On environment difficulty and discriminating power" Journal of Autonomous Agents and Multi-Agent Systems, Springer, 2015. [DOI].

A. Martinez-Uso, J. Hernandez-Orallo, M.J. Ramirez-Quintana and F. Martínez-Plumed "Pentaho + R: An integral view for multidimensional prediction models", CAEPIA 2015. [LINK ]

P. Crespo-Peremarch, M.J. Ramírez-Quintana and LÁ R-Fernández "Improving the automated classification of aerial imagery", CAEPIA 2015. [LINK ]

F. Martínez-Plumed, C. Ferri, J. Hernández-Orallo, M.J. Ramírez-Quintana "Forgetting and consolidation for incremental and cumulative knowledge acquisition systems" arXiv preprint arXiv:1502.05615 1 2015

J. Hernández-Orallo Derek Partridge: What Makes You Clever: The Puzzle of Intelligence Minds and Machines 25 (1), 97-101, 2015

R., J. Hernandez-Orallo and A. Martinez-Uso Analysis of instance hardness in machine learning using item response theory 2nd International Workshop on Learning over Multiple Contexts (LMCE 2015)

C. Ferri, M.J. Ramírez-Quintana, M. Kull, A. Martínez-Usó and P. Flach An adaptive probabilistic classification method for dynamic class hierarchies 2nd International Workshop on Learning over Multiple Contexts (LMCE 2015)

A. Martinez-Uso, J. Hernandez-Orallo, C. Ferri and M.J. Ramírez Ordinal model reuse and selection for a varying number of categories 2nd International Workshop on Learning over Multiple Contexts (LMCE 2015)

L. Contreras-Ochando, C. I. Font Julián, F. Contreras-Ochando and C. Ferri "Airvlc: An application for real time forecasting urban air pollution" Mining Urban Data 2015 [PDF]

M. K., C. Ferri, A. Martínez usó. "Bike Rental and Weather Data across Dozens of Cities" Demand Forecasting and Machine Learning 2015 [PDF]

J. Piris, H. Fabregat, M.J. Ramírez-Quintana "Analysing the Termination of Term Rewriting Systems using Data Mining" XV Jornadas sobre Programación y Lenguajes (PROLE 2015)[PDF]

2014

J. Hernández-Orallo "Probabilistic reframing for cost-sensitive regression" ACM Transactions on Knowledge Discovery from Data, 8(4), ACM, 2014. [DOI] [Slides].

J. Hernández-Orallo "Context Change and Versatile Models in Machine Learning" LMCE 2014 # First International Workshop on Learning over Multiple Contexts @ ECML 2014, Generalization and reuse of machine learning models over multiple contexts, Invited Talk, 2014. [Slides].

A. Martínez-Usó, F. Pla, J.M. Sotoca. "Modelling contextual constraints in probabilistic relaxation for multi-class semi-supervised learning" Knowledge-based Systems Journal, 66, pp. 82-91, 2014. [DOI].

J. Hernández-Orallo, D.L. Dowe, M.V. Hernández-Lloreda "Universal Psychometrics: Measuring Cognitive Abilities in the Machine Kingdom" Cognitive Systems Research, 27, pp. 50-74, Elsevier, 2014. [DOI]. [YouTube Presentation] ("Machine intelligence evaluation: from the Turing Test to the present day (and beyond)", closely related to this paper, in commemoration of Alan Turing's year). [Slides]

J. Hernández-Orallo "Measuring (machine) intelligence universally. An interdisciplinary challenge" 9th Congress of the EUS-UES, keynote speech, 2014. [PDF] [Slides].

C. Monserrat, A. Lucas, J. Hernández-Orallo, M.J. Rupérez "Automatic supervision of gestures to guide novice surgeons during training" Surgical Endoscopy, 28, pp. 1360-1370, Springer, 2014. [DOI].

D.L. Dowe, J. Hernández-Orallo "How universal can an intelligence test be?" Adaptive Behavior, 22(1), pp. 51-69 SAGE, 2014. [DOI].

A. Bella, C. Ferri, J. Hernández-Orallo, M.J. Ramírez-Quintana "Aggregative quantification for regression." Data Mining and Knowledge Discovery, 28(2), pp. 475-518, Springer, 2014. [DOI] [PDF*] [BIB*].

V. Estruch, C. Ferri, J. Hernández-Orallo, M.J. Ramírez-Quintana "Bridging the Gap between Distance and Generalisation." Computational Intelligence, vol. 30, no. 3, pp. 473-513, 2014. [DOI] [PDF] [BIB].

J. Hernández-Orallo, N. Lachiche, A. Martínez-Usó "Predictive models for multidimensional data when the resolution context changes", LMCE 2014. [PDF]

C. Ferri, J. Hernández-Orallo, A. Martínez-Usó, M.J. Ramírez-Quintana "Identifying dominant models when the noise context is known ", LMCE 2014. [PDF]

F. Martínez-Plumed, C. Ferri, J. Hernández-Orallo, M.J. Ramírez-Quintana "A knowledge growth and consolidation framework for lifelong machine learning systems", ICMLA 2014. [PDF*]

J. Hernández-Orallo "AI Evaluation: past, present and future", CoRR abs/1408.6908, (presentation at EVIA summer school), 2014. [PDF] [Slides] [BIB*].

J. Insa-Cabrera, J. Hernández-Orallo "Definition and properties to assess multi-agent environments as social intelligence tests", CoRR abs/1408.6350, 2014. [PDF] [BIB*].

2013

J. Hernández-Orallo "ROC Curves for Regression" Pattern Recognition, Volume 46, Issue 12, Pages 3395–3411, Elsevier, 2013. [DOI] [CODE].

C. Monserrat, A. Lucas, J. Hernández-Orallo, M.J. Rupérez, M. Alcañiz "Interactive evaluation of surgery skills in surgery simulators: A new method based on string matching algorithms" International Journal of Computer- Assisted Radiology and Surgery, Springer, 2013.

J. Hernández-Orallo, D.L. Dowe "On Potential Cognitive Abilities in the Machine Kingdom" Minds and Machines, May 2013, Volume 23, Issue 2, pp 179-210, Springer, 2013. [DOI] [PDF] [BIB].

J. Hernández-Orallo, P. Flach, C. Ferri "ROC Curves in Cost Space" Machine Learning Journal, Volume 93, Issue 1, pp 71-91, Springer, 2013. [DOI] [PDF*] [BIB*].

F. Martínez-Plumed, C. Ferri, J. Hernández-Orallo, M.J. Ramírez-Quintana "Policy Reuse in a General Learning Framework", CAEPIA 2013. [LINK [PDF] [slides] [BIB].

F. Martínez-Plumed, C. Ferri, J. Hernández-Orallo, M.J. Ramírez-Quintana "Incremental learning with state features in gErl", TAMIDA 2013. [LINK . [PDF] [slides] [BIB].

D.L. Dowe, J. Hernández-Orallo "On interaction complexity, (space-time) resolution and intelligence", ReteCog interaction Workshop, 2013. [PDF]

J. Insa-Cabrera, J. Hernández-Orallo "Interaction settings for measuring (social) intelligence in multi-agent systems", ReteCog interaction Workshop, 2013. [PDF]

A. Bella, C. Ferri, J. Hernández-Orallo, M.J. Ramírez-Quintana "On the Effect of Calibration in Classifier Combination." Applied Intelligence, 38(4), 566-585, Springer, 2013. [DOI] [PDF] [BIB].

F. Martínez-Plumed, C. Ferri, J. Hernández-Orallo, M.J. Ramírez-Quintana "Learning with configurable operators and RL-based heuristics" New Frontiers in Mining Complex Patterns, Lecture Notes in Computer Science, 7765, pp. 1-16, 2013. [DOI . [PDF] [slides] [BIB].

J. Hernández-Orallo "Deep Knowledge: Inductive Programming as an Answer". [PDF] [slides].(Dagstuhl Seminar), 2013. Seminar Summary.

F. Martínez-Plumed, C. Ferri, J. Hernández-Orallo, M.J. Ramírez-Quintana "On the definition of a general learning system with user-defined operators", CoRR abs/1311.4235: (2013).

M. Halmes "Measurements of collective machine intelligence", CoRR abs/1306.6649: (2013).

C. Maguedong "Model Reframing by Feature Context Change", CoRR abs/1306.5487: (2013).

C. Maguedong, J. Hernández-Orallo "Test cost and misclassification cost trade-off using reframing ", CoRR abs/1305.7111: (2013).

D.L. Dowe, J. Hernández-Orallo "On the universality of cognitive tests", CoRR abs/1305.1991: (2013).

J. Hernández-Orallo "A short note on estimating intelligence from user profiles in the context of universal psychometrics: prospects and caveats", CoRR abs/1305.1655: (2013).

J. Hernández-Orallo "Complexity distribution of agent policies", CoRR abs/1302.2056: (2013).

2012

J. Hernández-Orallo, P. Flach, C. Ferri "A Unified View of Performance Metrics: Translating Threshold Choice into Expected Classification Loss" Journal of Machine Learning Research (JMLR), 13(Oct):2813−2869, 2012. [PDF] [BIB].

D.L. Dowe, J. Hernández-Orallo "IQ tests are not for machines, yet." The Intelligence Journal, vol. 40, no. 2, pp 77-81, 2012. [DOI] [PDF] [BIB].

J. Insa-Cabrera, J.L. Benacloch-Ayuso, J. Hernández-Orallo "On Measuring Social Intelligence: Experiments on Competition and Cooperation", Artificial General Intelligence - 5th International Conference, AGI 2012, Oxford, UK, December 8-11, 2012. Joscha Bach and Ben Goertzel and Matthew Ikle (eds.) Proceedings, Lecture Notes in Computer Science, vol. 7716, pp. 126-135, 2012. [DOI] [PDF] [Slides] [BIB]

F. Martínez-Plumed, C. Ferri, J. Hernández-Orallo, M.J. Ramírez-Quintana "Towards the definition of learning systems with configurable operators and heuristics." New Frontiers in Mining Complex Patterns, Workshop held at ECML-PKDD-2012, pp. 36-47, Bristol. [PDF] [Slides] [BIB].

J. Hernández-Orallo, J. Insa-Cabrera, D.L. Dowe, B. Hibbard "Turing Tests with Turing Machines" The Alan Turing Centenary Conference, edited by A. Voronkov, Manchester, June, 2012. [PDF] [Slides] [BIB].

J. Insa-Cabrera, J. Hernández-Orallo, D.L. Dowe, S. España, M.V. Hernández-Lloreda "The ANYNT Project Intelligence Test : LAMBDA - one" AISB/IACAP 2012 Symposium "Revisiting Turing and his Test", edited by V. Muller and A. Ayesh, pp. 20-27, Birmingham, July, 2012. [PDF] [Slides] [Demo] [BIB].

J. Hernández-Orallo, J. Insa-Cabrera, D.L. Dowe, B. Hibbard "Turing Machines and Recursive Turing Tests" AISB/IACAP 2012 Symposium "Revisiting Turing and his Test", edited by V. Muller and A. Ayesh, pp. 28-33, Birmingham, July, 2012. [PDF] [Slides] [BIB].

J. Hernández-Orallo "Soft (Gaussian CDE) regression models and loss functions", CoRR abs/1211.1043: (2012). [PDF] [BIB]

H. Castillo-Andreu "An MML-based tool for evaluating the complexity of (stochastic) logic theories", CoRR abs/1210.5974: (2012). [PDF] [BIB]

J. Hernández-Orallo "A graphical analysis of cost-sensitive regression problems", CoRR abs/1211.2359: (2012). [PDF] [BIB]

J. Insa-Cabrera, J.L. Benacloch-Ayuso, J. Hernández-Orallo "On the influence of intelligence in (social) intelligence testing environments", CoRR abs/1202.0837: (2012). [PDF] [BIB]

J. Hernández-Orallo, D.L. Dowe, M. Hernández-Lloreda "Measuring Cognitive Abilities of Machines, Humans and Non-Human Animals in a Unified Way: towards Universal Psychometrics" Technical Report 2012/267, Faculty of Information Technology, Clayton School of IT, Monash University, Australia, 2012. [PDF] [BIB] [YouTube Presentation] ("Machine intelligence evaluation: from the Turing Test to the present day (and beyond)", closely related to this paper, in commemoration of Alan Turing's year). [Slides]

J. Hernández-Orallo, D.L. Dowe "Potential Properties of Turing Machines" Technical Report 2012/267, Faculty of Information Technology, Clayton School of IT, Monash University, Australia, 2012. [PDF] [BIB].

2011

A. Bella, C. Ferri, J. Hernández-Orallo, M.J. Ramírez-Quintana "Using negotiable features for prescription problems", Computing, Springer Wien, vol 91, issue 2, pages 135-168, 2011. [DOI] [PDF] [BIB].

P. Flach, J. Hernández-Orallo, C. Ferri "A Coherent Interpretation of AUC as a Measure of Aggregated Classification Performance", in Lise Getoor and Tobias Scheffer (eds.) Proceedings of the 28th International Conference on Machine Learning (ICML-11), 585-592, ACM, New York. [DOI] [PDF] [BIB] [Slides] [Video] [Discuss].

José Hernández-Orallo, Peter Flach, Cèsar Ferri "Brier Curves: a New Cost-Based Visualisation of Classifier Performance", in Lise Getoor and Tobias Scheffer (eds.) Proceedings of the 28th International Conference on Machine Learning (ICML-11), 585-592, ACM, New York. [DOI] [PDF] [BIB] [Slides] [Video] [Discuss].

D.L. Dowe, J. Hernández-Orallo, P.K. Das "Compression and intelligence: social environments and communication" in J. Schmidhuber and K.R. Thorisson and M. Looks (eds) Artificial General Intelligence 2011, Mountain View, San Francisco, August 2011, LNAI series, Springer, vol 6830, pages 204-211, 2011. [DOI] [PDF] [BIB] [Slides] [Video]

J. Hernández-Orallo, D.L. Dowe, S. España-Cubillo, M.V. Hernández-Lloreda, J. Insa-Cabrera "On more realistic environment distributions for defining, evaluating and developing intelligence", in J. Schmidhuber and K.R. Thorisson and M. Looks (eds) Artificial General Intelligence 2011, Mountain View, San Francisco, August 2011, LNAI series, Springer, vol 6830, pages 82-91, 2011. [DOI] [PDF] [BIB] [Slides] [Video]

J. Insa-Cabrera, D.L. Dowe, S. España-Cubillo, M.V. Hernández-Lloreda, J. Hernández-Orallo "Comparing Humans and AI agents" in J. Schmidhuber and K.R. Thorisson and M. Looks (eds) Artificial General Intelligence 2011, Mountain View, San Francisco, August 2011, LNAI series, Springer, vol 6830, pages 122-132, 2011. [DOI] [PDF] [BIB] [Slides]. [Video]

J. Insa-Cabrera, D.L. Dowe, J. Hernández-Orallo "Evaluating a reinforcement learning algorithm with a general intelligence test" in J.A. Lozano, J.A. Gamez, J.A. Moreno (eds.) Advances in Artificial Intelligence - 14th Conference of the Spanish Association for Artificial Intelligence, CAEPIA 2011, La Laguna, Spain, November 7-11, 2011. (CAEPIA, November 2011). LNAI series, Springer, Vol. 7023, 2011. [DOI] [PDF] [BIB] [Slides].

J. Hernández-Orallo, D.L. Dowe "Mammals, machines and mind games. Who's the smartest?." The Conversation 2011. [PDF] [BIB]

J.A. Bedoya-Puerta, C. Ferri, J. Hernández-Orallo, M.J. Ramírez-Quintana "Applying distances between terms to both flat and hierarchical data" Proceedings of AAIP 2011 4th International Workshop on Approaches and Applications of Inductive Programming 2011. [PDF] [BIB] [Slides].

A. Funes, M.J. Ramírez-Quintana, J. Hernández-Orallo, C. Ferri, "An Instantiation for Sequences of Hierarchical Distance-based Conceptual Clustering" 40 edición de las Jornadas Argentinas de Informática JAIIO 2011, Simposio de Inteligencia Artificial (ASAI), 2011. [PDF] [BIB]

Javier Insa-Cabrera, José Hernández-Orallo "Analysis of first prototype universal intelligence tests: evaluating and comparing AI algorithms and humans", CoRR abs/1109.5072: (2011). [PDF] [BIB]

J. Hernández-Orallo, P. A. Flach, C. Ferri "Technical Note: Towards ROC Curves in Cost Space", CoRR abs/1107.5930: (2011). [PDF] [BIB]

J. Bedoya-Puerta, J. Hernández-Orallo "Application of distances between terms for flat and hierarchical data", CoRR abs/1109.5078: (2011). [PDF] [BIB]

J. Insa-Cabrera, J. Hernández-Orallo "An architecture for the evaluation of intelligent systems", CoRR abs/1102.0714: (2011). [PDF] [BIB]

J. Hernández-Orallo, P. A. Flach, C. Ferri "Threshold Choice Methods: the Missing Link", CoRR abs/1112.2640: (2011). [PDF] [BIB]

2010

F. Martínez-Plumed, V. Estruch, C. Ferri, J. Hernández-Orallo, M. José Ramírez-Quintana "Newton Trees", in Jiuyong Li (eds) 23rd Australasian Joint Conference on Artificial Intelligence, Adelaide, South Australia, December 2010, LNCS series, Springer, vol 6464, pages 174-183, 2011. [DOI] [PDF] [BIB] [Slides]

F. Martínez-Plumed, V. Estruch, C. Ferri, J. Hernández-Orallo, M. José Ramírez-Quintana "Treatment of missing values in Newton Trees", in Alicia Troncoso, José C. Riquelme (eds) V Symposium on Theory and Applications of Data Mining, TAMIDA 2010 (CEDI 2010), Valencia, Spain, September 2010, ISBN 978-84-92812-60-8, Garceta Grupo Editorial, pages 183-190, 2010. [PDF] [BIB] [Slides]

J. Hernández-Orallo, D.L. Dowe "Measuring Universal Intelligence: Towards an Anytime Intelligence Test", Artificial Intelligence, 2010. ISSN 0004-3702. [DOI] [PDF (*not* the final version)] [Errata] [BIB] [Slides]

J. Hernández-Orallo "A (hopefully) Unbiased Universal Environment Class for Measuring Intelligence of Biological and Artificial Systems", The Third Conference on Artificial General Intelligence, Lugano, Switzerland, AGI2010, March 5-8 2010 ISBN: 978-90-78677-36-9, Series "Advances in Intelligent Systems Research" ISSN: 1951-6851, pages 182-183. [PDF (abridged)] [PDF (extended)] [BIB] [Slides] [Video] [Panel discussion].

J. Hernández-Orallo "On Evaluating Agent Performance in a Fixed Period of Time", The Third Conference on Artificial General Intelligence, Lugano, Switzerland, AGI2010, March 5-8 2010 ISBN: 978-90-78677-36-9, Series "Advances in Intelligent Systems Research" ISSN: 1951-6851, pages 25-30. [PDF (abridged)] [PDF (extended)] [BIB] [Slides] [Video] [Panel discussion].

A. Bella, C. Ferri, J. Hernández-Orallo, M.J. Ramírez-Quintana "Quantification via Probability Estimators", IEEE International Conference on Data Mining 2010, Sydney, Australia, December 2010, IEEE Computer Society, pages 737-742, 2010. [DOI] [PDF] [BIB] [Slides ]

A. Bella, C. Ferri, J. Hernández-Orallo, M.J. Ramírez-Quintana "Data Mining Strategies for CRM Negotiation Prescription Problems", in N. Garcia-Pedrajas, F. Herrera, C. Fyfe, J. Benitez and M. Ali (eds) International Conference on Industrial, Engineering & Other Applications of Applied Intelligent Systems 2010, Cordoba, Spain, June 2010, in LNCS series, Springer Berlin / Heidelberg, vol 6096, pages 520-530, 2010. [DOI] [PDF] [BIB] [Slides]

A. Bella, C. Ferri, J. Hernández-Orallo, M.J. Ramírez-Quintana "Calibration of Machine Learning Models", in E.S. Olivas, J.D. Guerrero, M. Martinez-Sober, J.R. Magdalena-Benedito and A.J. Serrano L\'opez (eds) Handbook of Research on Machine Learning Applications and Trends: Algorithms, Methods, and Techniques, IGI Global, pages 128-146, 2010. [DOI] [PDF] [BIB]

V. Estruch, C. Ferri, J. Hernández-Orallo, M. J. Ramírez-Quintana "An Integrated Distance for Atoms", in Matthias Blume,Naoki Kobayashi, German Vidal (eds.) Functional and Logic Programming, 10th International Symposium , FLOPS 2010, Sendai, Japan, April 19-21, 2010. LNCS series, Springer, vol. 6009, pages 150-164, 2010. [DOI] [PDF] [BIB] [Slides]

J. Hernández-Orallo "Annotated English", CoRR abs/1012.5962: (2010). [PDF] [BIB]

2009

A. Bella, C. Ferri, J. Hernández-Orallo, M.J. Ramírez-Quintana "Negotiation with Price-dependent Probability Models", Workshop on Agreement Technologies 2009, Sevilla, Spain, November 2009, pages 9-20, 2009. [PDF] [BIB] [Slides]

A. Bella, C. Ferri, J. Hernández-Orallo, M.J. Ramírez-Quintana "Similarity-Binning Averaging: A Generalisation of Binning Calibration", in E. Corchado and H. Yin (eds) International Conference on Intelligent Data Engineering and Automated Learning 2009, Burgos, Spain, September 2009, in LNCS series, Springer Berlin / Heidelberg, vol 5788, pages 341-349, 2009. [DOI] [PDF] [BIB] [Slides ]

C. Ferri, J. Hernández-Orallo, R. Modroiu: "An experimental comparison of performance measures for classification" Pattern Recognition Letters 30(1): 27-38 (2009). [DOI] [PDF] [BIB]

V. Estruch, C. Ferri, J. Hernández-Orallo, M. J. Ramírez-Quintana: "Generalisation Operators for Lists Embedded in a Metric Space" in Ute Schmid, Emanuel Kitzelmann, Rinus Plasmeijer, Approaches and Applications of Inductive Programming, ThirdInternational Workshop, AAIP 2009, Edinburgh, UK, September 4, 2009. LNCS series, vol. 5812 AAIP 2009: 117-139 [DOI] [PDF] [BIB]

V. Estruch, C. Ferri, J. Hernández-Orallo, M. J. Ramírez-Quintana: "Defining Inductive Operators Using Distances Over Lists" in Bamberger Beiträge zur Wirtschaftsinformatik, Fakultät Wirtschaftsinformatik und Angewandte Informatik, Otto-Friedridch-Universität Bamberg, 81, 53-64, 2009. [PDF] [Slides]

A. Funes, C. Ferri, J. Hernández-Orallo, M. J. Ramírez-Quintana "An Instantiation of Hierarchical Distance-Based Conceptual Clustering for Propositional Learning" in Thanaruk Theeramunkong, Boonserm Kijsirikul, Nick Cercone, Tu Bao Ho (eds.) Advances in Knowledge Discovery and Data Mining, 13th Pacific-Asia Conference, PAKDD 2009, Bangkok, Thailand, April 27-30, 2009. LNCS series, vol. 5476 pp: 637-646 [DOI] [PDF] [BIB] [Slides]

2008

A. Funes, C. Ferri, J. Hernández-Orallo, M. J. Ramírez-Quintana "Hierarchical Distance-Based Conceptual Clustering". ECML/PKDD, Proc. of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases 2008, Part I, ECML/PKDD, Lecture Notes in Artificial Intelligence (LNAI) series, to ISBN: 978-3-540-87480-5, ISSN: 0302-9743, Part I, 2008: 349-364. [DOI] [PDF] [BIB]

J. Hernández-Orallo, M.J. Ramírez-Quintana "Técnicas de Extracción de Reglas", chapter 18 in Roque Marín, José Tomás Palma (eds) "Inteligencia Artificial: Técnicas, Métodos y Aplicaciones", ISBN: 844815618, McGraw-Hill 2008.

C. Ferri, M.J. Ramírez-Quintana "Árboles de Decisión", chapter XX in Roque Marín, José Tomás Palma (eds) "Inteligencia Artificial: Técnicas, Métodos y Aplicaciones", ISBN: 844815618, McGraw-Hill 2008.

2007

A. Bella, C. Ferri, J. Hernández-Orallo, M.J. Ramírez-Quintana "Joint Cutoff Probabilistic Estimation Using Simulation: A Mailing Campaign Application", in H. Yin, P. Tino, E. Corchado, W. Byrne and X. Yao (eds) International Conference on Intelligent Data Engineering and Automated Learning 2007, Birmingham, UK, December 2007, in LNCS series, Springer Berlin / Heidelberg, vol 4881, pages 609-619, 2007. [DOI] [PDF] [BIB] [Slides ]

Shaomin Wu, Peter A. Flach, Cèsar Ferri Ramírez: An Improved Model Selection Heuristic for AUC. ECML 2007: 478-489 [DOI] [PDF**] [BIB**] [Slides**]

David L. Dowe, Cèsar Ferri, José Hernández-Orallo, M. José Ramírez-Quintana "Applying MML to ILP" 4o Taller de Minería de Datos y Aprendizaje, TAMIDA (ISBN: 978-84-9732-602-5) en CEDI, 2º Congreso Español de Informática (CEDI), PÁGINAS: 323-332, 2007 [PDF] [BIB]

2006

Vicent Estruch, César Ferri, José Hernández-Orallo, M. José Ramírez-Quintana: Minimal Distance-Based Generalisation Operators for First-Order Objects. ILP 2006: 169-183 [DOI] [PDF] [BIB]

Vicent Estruch, César Ferri, José Hernández-Orallo, M. José Ramírez-Quintana "On the specificity of distance-based generalisation operators". 16th International Conference on Inductive Logic Programming. [PDF] [slides]

Vicent Estruch, César Ferri, José Hernández-Orallo, M. José Ramírez-Quintana "Distance-based generalisation operator for graphs". Proc. of the International WS on Mining and Learning with Graphs (MLG 2006) [PDF] [BIB]

Vicent Estruch, César Ferri, José Hernández-Orallo, M. José Ramírez-Quintana: Web Categorisation Using Distance-Based Decision Trees. Electr. Notes Theor. Comput. Sci. 157(2): 35-40 (2006) [DOI] [PDF (final version, the published version is preliminary with a different title)] [BIB]

Vicent Estruch, César Ferri, José Hernández-Orallo, M. José Ramírez-Quintana: Similarity Functions for Structured Data. An Application to Decision Trees. Inteligencia Artificial, Revista Iberoamericana de Inteligencia Artificial 10(29): 109-121 (2006) [PDF] [BIB]
Ricardo Blanco-Vega, José Hernández-Orallo, M. José Ramírez-Quintana: La Técnica Mimética en Ausencia de Datos Originales: Aprendizaje y Revisión de Modelos. Inteligencia Artificial, Revista Iberoamericana de Inteligencia 10(29): 59-68 (2006) [PDF] [BIB]

Ricardo Blanco-Vega, Cèsar Ferri, José Hernández-Orallo, M. José Ramírez-Quintana "Estimating the Class Probability Threshold without Training Data", International Third Workshop on ROC Analysis in ML, ROCML 2006. [PDF] [BIB] [Slides]

2005

José A. Gámez, Ismael García-Varea, José Hernández-Orallo (eds.) "Minería de Datos: Técnicas y Aplicaciones", Universidad Castilla la Mancha, 2005. ISBN: 84-921873-7-9.

Ricardo Blanco-Vega, José Hernández-Orallo, M. José Ramírez-Quintana: Knowledge acquisition through machine learning: minimising expert's effort. ICMLA 2005 [DOI] [PDF] [BIB] [Slides]

Vicent Estruch, César Ferri, José Hernández-Orallo, M. José Ramírez-Quintana: Distance Based Generalisation. ILP 2005: 87-102 [DOI] [PDF] [BIB]

Vicent Estruch, César Ferri, José Hernández-Orallo, M. José Ramírez-Quintana: Web Categorisation Using Distance-Based Decision Trees. WWV 2005: 77-82 [PDF] [BIB]

J. Alapont, A. Bella-Sanjuan, C. Ferri, J. Hernández-Orallo, J.D. Llopis-Llopis, M.J. Ramírez-Quintana: "Specialised tools for automating data mining for hospital management" F. Gorunescu, E. El-darzi, M. Gorunescu (ed.) First European Conference on Health Care Modelling and Computation, Craiova (Romania) [PDF] [BIB] [Slides]

César Ferri, Peter Flach, José Hernández-Orallo, Athmane Senad "Modifying ROC curves to incorporate predicted probabilities", Second Workshop on ROC Analysis in ML, ROCML 2005, pp. 33-40, Workshop 12 associated to ICML, the 22nd International Conference of Machine Learning. [PDF] [BIB] [Slides]

José Hernández-Orallo: Data Warehousing and OLAP. L.C. Rivero, J.H. Doorn, V.E. Ferraggine (eds.) "Encyclopedia of Database Technologies and Applications", 650 pp., ISBN: 1-59140-560-2, pp. 127-133, 2005. [PDF] [BIB]

José Hernández-Orallo: Knowledge Discovery from Databases. in L.C. Rivero, J.H. Doorn, V.E. Ferraggine (eds.) "Encyclopedia of Database Technologies and Applications", 650 pp., ISBN: 1-59140-560-2, pp. 313-318, 2005. [PDF] [BIB]

José Hernández-Orallo, Ricardo Blanco-Vega, Cèsar Ferri, M. José Ramírez-Quintana: Modelos en Minería de Datos: interpretación, combinación y adaptación. José A. Gámez, Ismael García-Varea, José Hernández-Orallo (eds.) "Minería de Datos: Técnicas y Aplicaciones" (ISBN 84-921873-7-9), pp. 35-36, 2005.

Vicent Estruch, Cèsar Ferri, José Hernández-Orallo, M. José Ramírez-Quintana: A survey of (pseudo-distance) functions for structured-data, 3er Taller de Minería de Datos y Aprendizaje, TAMIDA (ISBN:84-9732-449-8 ) en CEDI, 1er Congreso Español de Informática (CEDI), pp. 233-242, 2005. [PDF] [BIB]

Ricardo Blanco-Vega, José Hernández-Orallo, M. José Ramírez-Quintana "La Técnica Mimética en Ausencia de Datos Originales: Aprendizaje y Revisión de Modelos" 3er Taller de Minería de Datos y Aprendizaje, TAMIDA (ISBN:84-9732-449-8 ) en CEDI, 1er Congreso Español de Informática (CEDI), pp. 213-221, 2005. [PDF] [BIB]

2004

José Hernández-Orallo, M.José Ramírez-Quintana, César Ferri, "INTRODUCCIÓN A LA MINERÍA DE DATOS", Pearson, 2004. ISBN: 84 205 4091 9 [More info about this book (in Spanish)]

José Hernández-Orallo, César Ferri, Nicolas Lachiche, Peter A. Flach: ROC Analysis in Artificial Intelligence (eds.), 1st International Workshop, ROCAI-2004, Valencia, Spain, August 22, 2004 ROCAI 2004. [PDFs] [BIB]

Manuel Expósito-Langa, Enrique Masià-Buades, José Hernández-Orallo, Josep Capó-Vicedo. "Propuesta de Arquitectura para la Difusión de Conocimiento en Entornos Económicos Locales", I Jornadas de "La Investigación ante la Sociedad del Conocimiento", Escuela Politécnica Superior de Alcoy, ISBN: 84-688-9389-7, Alcoy, 17-18 de noviembre.

Cesar Ferri, José Hernández-Orallo, R. Modroiu: "An Experimental Comparison of Classification Performance Metrics", Proceedings of the Learning 2004 International Conference, ISBN: 84-688-8453-7, pp. 39-44. [PDF]

Ricardo Blanco-Vega, José Hernández-Orallo, M. José Ramírez-Quintana: Analysing the Trade-Off Between Comprehensibility and Accuracy in Mimetic Models. Discovery Science 2004: 338-346 [DOI] [PDF] [BIB]

Ricardo Blanco-Vega, José Hernández-Orallo, M. José Ramírez-Quintana: El Método Mimético, una Alternativa para la Comprensibilidad de Modelos de "Caja Negra", Raúl Giráldez, José C. Riquelme, Jesús S. Aguilar-Ruiz (eds). "Tendencias de la Minería de Datos en España", ISBN: 84-688-8442-1, pp. 391-402 [PDF] [BIB]

V. Estruch, C. Ferri, J. Hernández-Orallo, M.J. Ramírez-Quintana "Aprendizaje de Árboles de Decisión Basados en Distancias" Raúl Giráldez, José C. Riquelme, Jesús S. Aguilar-Ruiz (eds). "Tendencias de la Minería de Datos en España", ISBN: 84-688-8442-1, pp. 425-436 [PDF] [BIB]

César Ferri, Peter A. Flach, José Hernández-Orallo: Delegating classifiers. International Conferemence on Machine Learning, ICML 2004 [DOI] [PDF] [BIB] [Slides]

Vicent Estruch, César Ferri, José Hernández-Orallo, M. José Ramírez-Quintana: Bagging Decision Multi-trees. Multiple Classifier Systems 2004: 41-51 [DOI] [PDF] [BIB] [Slides]

César Ferri, José Hernández-Orallo: "Cautious Classifiers" in Hernández-Orallo, J.; Ferri, C.; Lachiche, N.; Flach, P. "1st International Workshop on ROC Analysis in AI" associated with the 16th European Conference on Artificial Intelligence, ECAI'2004, pp. 27-36 ROCAI 2004: 27-36. [PDF] [BIB] [Slides]

Cèsar Ferri Ramírez: Multi-paradigm learning of declarative models. AI Communications 17(2): 95-97 (2004) [***DOI] [***PDF] [***BIB]

José Hernández-Orallo, César Ferri, Nicolas Lachiche, Peter A. Flach: The 1st workshop on ROC analysis in artificial intelligence (ROCAI-2004). SIGKDD Explorations 6(2): 159-161 (2004) [DOI] [PDF] [BIB]

2003

César Ferri, Peter A. Flach, José Hernández-Orallo: Improving the AUC of Probabilistic Estimation Trees. European Conference on Machine Learning, ECML 2003: 121-132 [DOI] [PDF] [BIB] [Slides]

César Ferri, José Hernández-Orallo, Miguel A. Salido: Volume under the ROC Surface for Multi-class Problems. European Conference on Machine Learning, ECML 2003: 108-120 [DOI] [PDF] [BIB] [Slides]

Miguel A. Salido, Federico Barber, César Ferri, José Hernández-Orallo, Miguel A. Salido "Aplicación de CSPs no Binarios al Análisis ROC" Workshop "Planificación, Scheduling y Razonamiento Temporal" en CAEPIA2003 [PDF] [BIB***]

Vicent Estruch, César Ferri, José Hernández-Orallo, M. José Ramírez-Quintana: Simple Mimetic Classifiers. MLDM 2003: 156-171 [DOI] [PDF] [BIB] [Slides]

Vicent Estruch, César Ferri, José Hernández-Orallo, M. José Ramírez-Quintana: Beam Search Extraction and Forgetting Strategies on Shared Ensembles. Multiple Classifier Systems 2003: 206-216 [DOI] [PDF] [BIB] [Slides]

Demis Ballis, Moreno Falaschi, César Ferri, José Hernández-Orallo, M. José Ramírez-Quintana: Cost-sensitive diagnosis of declarative programs. Electr. Notes Theor. Comput. Sci. 86(3): 85-104 (2003) [DOI] [PDF(from PS)] [BIB]

Demis Ballis, Moreno Falaschi, César Ferri, José Hernández-Orallo, M. José Ramírez-Quintana: Cost-sensitive debugging of declarative programs. Workshop on Funcional and Logic Programming, 2003. [PDF]

Flach, Peter; Blockeel, Hendrik; Ferri, Cèsar; Hernández-Orallo, José; Struyf, Jan "Decision Support for Data Mining: Introduction to ROC analysis and its applications" book chapter 7, pages 81-90 in D. Mladenic, N. Lavrac, M. Bohanec, S. Moyle (eds) "Data Mining and Decision Support", Kluwer, Boston, 2003. ISBN: 1-4020-7388-7 [PDF] [BIB]

2002

César Ferri, José Hernández-Orallo, M. José Ramírez-Quintana: From Ensemble Methods to Comprehensible Models. in Lange, S.; Satoh, K.; Smith, C.H. (eds.) Discovery Science 2002, Lecture Notes in Artificial Intelligence (LNAI) series, Vol. 2534, 165-177 [DOI] [PDF] [BIB] [Slides]

Vicent Estruch, César Ferri, José Hernández-Orallo, M. José Ramírez-Quintana: Shared Ensemble Learning Using Multi-trees. in F.J. Garijo, J.C. Riquelme, M. Toro (eds.) Advances in Artificial Intelligence, IBERAMIA 2002: Lecture Notes in Artificial Intelligence (LNAI) series, LNAI, 2527, 204-213 [DOI] [PDF] [BIB] [Slides]

Vicent Estruch, César Ferri, José Hernández-Orallo, M. José Ramírez-Quintana: Re-designing Cost-sensitive Decision Tree Learning in Herrera, F.; Riquelme, J.C.; Aguilar, J.S. Workshop of “Data Mining and Learning” in the “VIII Conferencia Iberoamericana de Inteligencia Artificial”, Iberamia’2002, Universidad de Sevilla, pp. 33-42, 2002, ISBN: 84-95499-88-6. [PDF] [***BIB] [Slides]

Vicent Estruch, César Ferri, José Hernández-Orallo, M. José Ramírez-Quintana: Un Sistema para la Extracción de Conocimiento en Bioinformática” in Coltell, O.; Chalmeta, R.; Corella, D. Workshop of “Bioinformatics and Artificial Intelligence” in the “VIII Conferencia Iberoamericana de Inteligencia Artificial” Iberamia’2002, pp. 77-87, Universitat Jaume I, ISBN: 84-688-0097-X, 2002. [PDF] [***BIB] [Slides]

César Ferri, Peter A. Flach, José Hernández-Orallo: Learning Decision Trees Using the Area Under the ROC Curve, in C. Sammut; A. Hoffman (eds.) The 2002 International Conference on Machine Learning (ICML), IOS Press, Morgan Kaufmann Publishers, ISBN: 1-55860-873-7, pp.139-146, 2002 [PDF] [BIB] [Slides]

César Ferri, José Hernández-Orallo, M. José Ramírez-Quintana: Induction of Decision Multi-trees Using Levin Search. International Conference on Computational Science (1) 2002: 166-175 [DOI] [PDF] [BIB]

Vicent Estruch, César Ferri, José Hernández-Orallo, M. José Ramírez-Quintana: SMILES: A Multi-purpose Learning System. JELIA 2002: 529-532 [DOI] [PDF-] [BIB] [Slides]

2001

César Ferri, José Hernández-Orallo, M. José Ramírez-Quintana: Incremental Learning of Functional Logic Programs. Fifth International Symposium on Functional and Logic Programming (FLOPS2001), Waseda University, Tokyo, Japan, March 7-9, 2001, Lecture Notes in Computer Science (LNCS) series, Vol. 2024, pp. 233-247, 2001, ISBN 3-540-41739-7, ISSN: 0302-9743. [DOI] [PDF] [BIB] [Slides]

José Hernández-Orallo, M. José Ramírez-Quintana: Predictive Software. Autom. Softw. Eng. 8(2): 139-166 (2001) [DOI] [PDF] [BIB]

C. Ferri-Ramírez, J. Hernández-Orallo, M.J. Ramírez-Quintana "AND/OR Trees for the Learning of Functional Logic Programs", in 2001 Joint Conference on Declarative Programming, ; in Pereira, L.M.; Quaresma, P.; (eds) Proceedings of the 2001 Joint Conference of Declarative Programming, APPIA-GULP-PRODE'01, pp. 329-342 Evora, Portugal, September 26-28, 2001. [PDF] [BIB****]

C. Ferri-Ramírez, J. Hernández-Orallo, M.J. Ramírez-Quintana "Learning MDL-guided Decision Trees for Constructor-Based Languages" in 11th Intl Conference on Inductive Logic Programming, Work-in-Progress track ILP'2001, Research Report 2001/12, LSIIT, 64 Bld Brant, 67400 Illkirch, France, pages 39-50, 2001. [PDF] [BIB****] [slides]

P. Blesa, J. Hernández-Orallo "Un almacén de datos para el análisis de los resultados académicos de la U.P. Valencia" in "VI Jornadas de Ingeniería del Software y Bases de Datos (JISBD´2001)", Apuntes del Taller de “Almacenes de Datos y Tecnología OLAP”. Almagro, 21-23 de noviembre de 2001. [PDF] [BIB****]

2000

José Hernández-Orallo, M. José Ramírez-Quintana: Software as Learning: Quality Factors and Life-Cycle Revised. Foundational Aspects of Software Engineering, Berlin (FASE'2000) appeared in Tom Maibaum (ed.) "Fundamental Approaches to Software Engineering" Volume 1783, pp. 147-162, LNCS, Springer. [DOI] [PDF] [BIB] [Slides]

Cèsar Ferri Ramírez, José Hernández-Orallo, M. José Ramírez-Quintana: Universal Learning of Classes from Sparse and Non-uniform Evidence. presented in the Work-in-Progress track of the Tenth International Conference on Inductive Logic Programming (ILP2000), July 24-27, 2000, London. [PDF] [BIB]

José Hernández-Orallo, M. José Ramírez-Quintana "The role of induction in (semi-)automated software life-cycles", in María Alpuente (Ed.) 9th International Workshop on Functional and Logic Programming (WFLP'2000) 283-295 [PDF] [BIB]

César Ferri, José Hernández-Orallo, M. José Ramírez-Quintana "Learning functional logic classification concepts from databases", in María Alpuente (Ed.) 9th International Workshop on Functional and Logic Programming (WFLP'2000): 296-308 [PDF] [BIB]

José Hernández-Orallo "Induction Confirmation Paradoxes and Reinforcement Propagation", appeared in A. Aliseda and D. Pearce (eds) ECAI 2000 Workshop on Scientific Reasoning in AI and Philosophy of Science, Berlin, August 21, 2000, pp. 28-33. [PDF] [***BIB]

José Hernández-Orallo: Thesis: Computational measures of information gain and reinforcement in inference processes. AI Communications 13(1): 49-50 (2000) [PDF] [BIB]

José Hernández-Orallo: Truth from Trash. How Learning Makes Sense by Chris Thornton. Artificial Intelligence 124(1): 161-165 (2000) [DOI] [PDF] [BIB]

César Ferri, José Hernández-Orallo, M. José Ramírez-Quintana: Aprendizaje Automático de Programas Lógico-Funcionales. Inteligencia Artificial, Revista Iberoamericana de Inteligencia Artificial 4(11): 27-38 (2000) [PDF] [BIB]

José Hernández-Orallo: Beyond the Turing Test. Journal of Logic, Language and Information 9(4): 447-466 (2000) [DOI] [PDF (camera-ready version)] [PDF (preliminary, extended version)] [BIB]

José Hernández-Orallo "Constructive Reinforcement Learning", Intl. Journal of Intelligent Systems, vol.15, pp. 241-264, 2000 [DOI] [PDF] [BIB]

José Hernández-Orallo, Ismael Garcia-Varea "Explanatory and Creative Alternatives to the MDL Principle", Foundations of Science, 5(2), 185-207, 2000 [DOI] [PDF] [BIB]

José Hernández-Orallo "A Computational Definition of 'Consilience'", Philosophica, vol. 61: 901-920, 1998 (2000), ISSN: 0379-8402. [PDF] [BIB]

José Hernández-Orallo "On The Computational Measurement of Intelligence Factors", appeared in A. Meystel Performance Metrics for Intelligent Systems Workshop, National Institute of Standards and Technology, Gaithersburg, MD, USA, August 14-16, 2000, pp. 1-8, section XXI. [PDF] [BIB]

José Hernández-Orallo, Javier Pinto "Especificación formal de protocolos criptográficos en Cálculo de Situaciones", Novatica, no. 143, pp. 57-63, January-February 2000. [PDF] [PDF (Extended version, in English)] [BIB]

1999

José Hernández-Orallo, M. José Ramírez-Quintana: A Strong Complete Schmema for Inductive Functional Logic Programming. ILP 1999, Bled, Eslovenia, published in Dzeroski, S.; Flach, P. (eds) "Inductive Logic Programming", Lecture Notes in Artificial Intelligence (LNAI), Volume 1634, 116-127 [DOI] [PDF] [BIB]

J. Hernández-Orallo, M.J. Ramírez-Quintana "Inductive Functional Logic Programming", presented in the 8th International Workshop on Functional and Logic Programming Grenoble, France, 28-30 June 1999 (WFLP'99) 1999. [PDF] [***BIB]

J. Hernández-Orallo, "Unified Gain Measures for Inference Processes", Joint Conference of the 5th Barcelona Logic Meeting and the 6th Kurt Gödel Colloquium, pp. 24-28, Centre de Recerca Matemàtica, Barcelona, June 16th-19th, 1999. [PDF (short)] [PDF] [Slides] [***BIB]
J. Hernández-Orallo, "Universal and Cognitive Notions of Part", 4th European Congress on Systems Science (CES'99), Cognition and Artificial Inelligence Session, Valencia 1999, published in Ferrer, L. et al. (eds.) "Proceedings of 4th Systems Science European Congress", SESG, pp. 711-722, ISBN: 84-7795-233-7, 1999. [PDF] [***BIB] [Slides]

J. Hernández-Orallo, F. Alamañac-Felipo, "Data Quality Measurements for KDD", 4th European Congress on Systems Science (CES'99), Data Mining Session, Valencia 1999, published in Ferrer, L. et al. (eds.) "Proceedings of 4th Systems Science European Congress", SESG, pp. 711-722, ISBN: 84-7795-233-7, 1999. [PDF] [***BIB]

1998

José Hernández-Orallo, M. José Ramírez-Quintana: Inverse Narrowing for the Induction of Functional Logic Programs. Freire-Nistal, J.L.; Falaschi, M.; Vilares-Ferro, M. (eds) Proceedings of the 1998 Joint Conference of Declarative Programming, APPIA-GULP-PRODE'98, pp. 379-392. A Coruna, Spain, July 20-23, 1998. [PDF] [BIB] [Slides]

J. Hernández-Orallo, M.J. Ramírez-Quintana "Inverse Narrowing for the Inductive Inference of Functional Logic Programs", presented at Oliver J. (ed.) CPD "4th Advanced Seminar on Foundations of Declarative Programming" Valencia, Spain, 15-16 de juny, 1998. [PDF] [BIB] [Slides]

J. Hernández-Orallo, M.J. Ramírez-Quintana "Inductive Inference of Functional Logic Programs by Inverse Narrowing", Lloyd (Ed) Proceedings of the JICSLP'98 CompulogNet Area Meeting on Computational Logic and Machine Learning, pp. 49-55, 1998, Manchester, 20 jun 1998. [PDF] [BIB***]

J. Hernández-Orallo "Reinforcement Learning in Constructive Languages", Proceedings of CCIA'98, pp. 264-272, Tarragona, 21 - 23 d'octubre de 1998. [PDF] [BIB***]

J. Hernández-Orallo "Computational Consilience as Basis for Theory Formation", Proceedings of S. Rini, G. Poletti (eds.) Model Based Reasoning (MBR'98), Pavia, 17-19 december 1998. [PDF] [BIB***] [Slides]

J. Hernández-Orallo, I. Garcia-Varea "On Autistic Interpretations of Occam's Razor", Proceedings of S. Rini, G. Poletti (eds.) Model Based Reasoning (MBR'98), Pavia, 17-19 december 1998. [PDF] [BIB***] [Slides]

J. Hernández-Orallo, I. Garcia-Varea "Distinguishing Abduction and Induction under Intensional Complexity", in Flach, P.; Kakas, A. (eds.) European Conference of Artificial Intelligence (ECAI'98) Workshop on Abduction and Induction in AI, pp. 41-48, Brighton 1998. [PDF] [BIB***] [Slides]

J. Hernández-Orallo, N. Minaya-Collado "A Formal Definition of Intelligence Based on an Intensional Variant of Kolmogorov Complexity", E.Alpaydin (Ed.) Proceedings of the International ICSC Symposium on Engineering of Intelligent Systems, ISBN: 3-906454-12-6, EIS'98, ICSC Press 1998, pp. 146-163. [PDF] [BIB]

Reports, PhD thesis, Master thesis, Degree thesis: