Personal information

Spain

Biography

Associate Professor at the Technical University of Valencia (UPV) and former Scientific Project Officer at the Joint Research Centre, European Commission. Lecturer in the Bachelor’s Degree in Informatics Engineering, Máster Universitario en Ingeniería Informática, and Master in Big Data Analytics at the UPV. Teaching Assistant in the Máster Universitario en Investigación en Inteligencia Artificial at UIMP. I received a B.Sc. degree in Computer Science (2009), M.Sc. degree in Software Engineering, Formal Methods and Information Systems (2010), a Post-Graduate Diploma in Engineering Business Management (2011) and a Ph.D in Computer Science (2016) from UPV. The evaluation and measurement of intelligent systems is, among other more applied research topics, the main scientific-technical objective of my research agenda.

Activities

Employment (2)

European Commission: Seville, ES

2021-01-15 to present | Scientific Project Officer (Joint Research Centre)
Employment
Source: Self-asserted source
Fernando Martínez-Plumed

Universitat Politècnica de València: Valencia, Valenciana, ES

2009-06-01 to 2021-01-14 | Researcher and Lecturer (Departamento de Sistemas Informáticos y Computación (DSIC), Escuela Técnica Superior de Informatica (ETSINF))
Employment
Source: Self-asserted source
Fernando Martínez-Plumed

Education and qualifications (4)

Universitat Politècnica de Valencia: Valencia, Valencia, ES

2011-01-09 to 2016-06-03 | Ph.D in Computer Science (Departamento de Sistemas Informáticos y Computación)
Education
Source: Self-asserted source
Fernando Martínez-Plumed

Universitat Politècnica de València: Valencia, Valenciana, ES

2010-10 to 2011-06 | University Specialist degree on Business Administration for Engineers (Departamento de Economía y Ciencias Sociales)
Education
Source: Self-asserted source
Fernando Martínez-Plumed

Universitat Politècnica de València: Valencia, Valenciana, ES

2009-09 to 2010-09 | Official Master's Degree in Software Engineering, Formal Methods and Information Systems (Departamento de Sistemas Informáticos y Computación)
Education
Source: Self-asserted source
Fernando Martínez-Plumed

Universitat Politècnica de València: Valencia, Valenciana, ES

2003-09 to 2009-06 | Computer Science (Escuela Técnica Superior de Ingeniería Informática (ETSINF))
Education
Source: Self-asserted source
Fernando Martínez-Plumed

Professional activities (1)

Faculty Opinions: London, GB

2022-10-18 to present | Associate Faculty Member
Invited position
Source: check_circle
Faculty Opinions

Works (48)

Training Data Scientists Through Project-Based Learning

IEEE Revista Iberoamericana de Tecnologias del Aprendizaje
2023-08 | Journal article
Contributors: Fernando Martinez-Plumed; José Hernández-Orallo
Source: check_circle
Crossref

Can language models automate data wrangling?

Machine Learning
2023-06 | Journal article
Contributors: Gonzalo Jaimovitch-López; Cèsar Ferri; José Hernández-Orallo; Fernando Martínez-Plumed; María José Ramírez-Quintana
Source: check_circle
Crossref

Trends in AI inference energy consumption: Beyond the performance-vs-parameter laws of deep learning

Sustainable Computing: Informatics and Systems
2023-04 | Journal article
Contributors: Radosvet Desislavov; Fernando Martínez-Plumed; José Hernández-Orallo
Source: check_circle
Crossref

Futures of artificial intelligence through technology readiness levels

Telematics and Informatics
2021 | Journal article
EID:

2-s2.0-85097574569

Part of ISSN: 07365853
Contributors: Martínez-Plumed, F.; Gómez, E.; Hernández-Orallo, J.
Source: Self-asserted source
Fernando Martínez-Plumed via Scopus - Elsevier

HUMAINT: Understanding the impact of Artificial Intelligence on human behaviour

Publications Office of the European Union
2021 | Book
Source: Self-asserted source
Fernando Martínez-Plumed

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

Journal of Intelligent Systems
2021 | Journal article
Source: Self-asserted source
Fernando Martínez-Plumed

Research community dynamics behind popular AI benchmarks

Nature Machine Intelligence
2021-05-17 | Journal article
Contributors: Fernando Martínez-Plumed; Pablo Barredo; Seán Ó hÉigeartaigh; José Hernández-Orallo
Source: check_circle
Crossref

AI Watch: Methodology to Monitor the Evolution of AI Technologies

Publications Office of the European Union
2020 | Book
Source: Self-asserted source
Fernando Martínez-Plumed

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

IEEE Transactions on Knowledge and Data Engineering
2020 | Journal article
Source: Self-asserted source
Fernando Martínez-Plumed
grade
Preferred source (of 2)‎

Does AI Qualify for the Job? A Biderectional Model Mapping Labour and AI intensities

AAAI/ACM conference on Artificial Intelligence, Ethics and Society (AIES 2020)
2020 | Conference paper
Source: Self-asserted source
Fernando Martínez-Plumed

Ai paradigms and ai safety: Mapping artefacts and techniques to safety issues

Frontiers in Artificial Intelligence and Applications
2020 | Book
EID:

2-s2.0-85091735858

Part of ISSN: 09226389
Contributors: Hernández-Orallo, J.; Martínez-Plumed, F.; Avin, S.; Whittlestone, J.; Ó Héigeartaigh, S.
Source: Self-asserted source
Fernando Martínez-Plumed via Scopus - Elsevier

AI WATCH. Defining Artificial Intelligence

Publications Office of the European Union
2020 | Book
Source: Self-asserted source
Fernando Martínez-Plumed

Automated Data Transformation with Inductive Programming and Dynamic Background Knowledge

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2020 | Book
EID:

2-s2.0-85084860198

Part of ISSN: 16113349 03029743
Contributors: Contreras-Ochando, L.; Ferri, C.; Hernández-Orallo, J.; Martínez-Plumed, F.; Ramírez-Quintana, M.J.; Katayama, S.
Source: Self-asserted source
Fernando Martínez-Plumed via Scopus - Elsevier

BK-ADAPT: Dynamic Background Knowledge for Automating Data Transformation

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2020 | Book
EID:

2-s2.0-85084810942

Part of ISSN: 16113349 03029743
Contributors: Contreras-Ochando, L.; Ferri, C.; Hernández-Orallo, J.; Martínez-Plumed, F.; Ramírez-Quintana, M.J.; Katayama, S.
Source: Self-asserted source
Fernando Martínez-Plumed via Scopus - Elsevier

Dual Indicators to Analyze AI Benchmarks: Difficulty, Discrimination, Ability, and Generality

IEEE Transactions on Games
2020 | Journal article
EID:

2-s2.0-85082172773

Part of ISSN: 24751510 24751502
Contributors: Martinez-Plumed, F.; Hernandez-Orallo, J.
Source: Self-asserted source
Fernando Martínez-Plumed via Scopus - Elsevier

Family and prejudice: A behavioural taxonomy of machine learning techniques

Frontiers in Artificial Intelligence and Applications
2020 | Book
EID:

2-s2.0-85091734685

Part of ISSN: 09226389
Contributors: Fabra-Boluda, R.; Ferri, C.; Martínez-Plumed, F.; Hernández-Orallo, J.; Ramírez-Quintana, M.J.
Source: Self-asserted source
Fernando Martínez-Plumed via Scopus - Elsevier

Tracking ai: The capability is (not) near

Frontiers in Artificial Intelligence and Applications
2020 | Book
EID:

2-s2.0-85091770732

Part of ISSN: 09226389
Contributors: Martínez-Plumed, F.; Hernández-Orallo, J.; Gómez, E.
Source: Self-asserted source
Fernando Martínez-Plumed via Scopus - Elsevier

Item response theory in AI: Analysing machine learning classifiers at the instance level

Artificial Intelligence
2019 | Journal article
EID:

2-s2.0-85061038106

Part of ISSN: 00043702
Contributors: Martínez-Plumed, F.; Prudêncio, R.B.C.; Martínez-Usó, A.; Hernández-Orallo, J.
Source: Self-asserted source
Fernando Martínez-Plumed via Scopus - Elsevier

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

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2019 | Book
EID:

2-s2.0-85063447456

Part of ISSN: 16113349 03029743
Contributors: Martínez-Plumed, F.; Casamayor, J.C.; Ferri, C.; Gómez, J.A.; Vendrell Vidal, E.
Source: Self-asserted source
Fernando Martínez-Plumed via Scopus - Elsevier

Surveying safety-relevant AI characteristics

CEUR Workshop Proceedings
2019 | Conference paper
EID:

2-s2.0-85060659651

Part of ISSN: 16130073
Contributors: Hernández-Orallo, J.; Martínez-Plumed, F.; Avin, S.; Ó hÉigeartaigh, S.
Source: Self-asserted source
Fernando Martínez-Plumed via Scopus - Elsevier

Fairness and Missing Values

2019-05-29 | Preprint
Source: Self-asserted source
Fernando Martínez-Plumed

Identifying the machine learning family from black-box models

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2018 | Book
EID:

2-s2.0-85055704547

Part of ISSN: 16113349 03029743
Contributors: Fabra-Boluda, R.; Ferri, C.; Hernández-Orallo, J.; Martínez-Plumed, F.; Ramírez-Quintana, M.J.
Source: Self-asserted source
Fernando Martínez-Plumed via Scopus - Elsevier

Mapping Intelligence: Requirements and Possibilities

Studies in Applied Philosophy, Epistemology and Rational Ethics
2018 | Book chapter
EID:

2-s2.0-85052705377

Part of ISSN: 21926263 21926255
Contributors: Bhatnagar, S.; Alexandrova, A.; Avin, S.; Cave, S.; Cheke, L.; Crosby, M.; Feyereisl, J.; Halina, M.; Loe, B.S.; Ó hÉigeartaigh, S. et al.
Source: Self-asserted source
Fernando Martínez-Plumed via Scopus - Elsevier

Modelling Machine Learning Models

Studies in Applied Philosophy, Epistemology and Rational Ethics
2018 | Book chapter
EID:

2-s2.0-85052701340

Part of ISSN: 21926263 21926255
Contributors: Fabra-Boluda, R.; Ferri, C.; Hernández-Orallo, J.; Martínez-Plumed, F.; Ramírez-Quintana, M.J.
Source: Self-asserted source
Fernando Martínez-Plumed via Scopus - Elsevier

The facets of artificial intelligence: A framework to track the evolution of AI

IJCAI International Joint Conference on Artificial Intelligence
2018 | Conference paper
EID:

2-s2.0-85055673391

Part of ISSN: 10450823
Contributors: Martínez-Plumed, F.; Loe, B.S.; Flach, P.; Eéigeartaigh, S.Ó.; Vold, K.; Hernández-Orallo, J.
Source: Self-asserted source
Fernando Martínez-Plumed via Scopus - Elsevier

A computational analysis of general intelligence tests for evaluating cognitive development

Cognitive Systems Research
2017 | Journal article
EID:

2-s2.0-85013779387

Contributors: Martínez-Plumed, F.; Ferri, C.; Hernández-Orallo, J.; Ramírez-Quintana, M.J.
Source: Self-asserted source
Fernando Martínez-Plumed via Scopus - Elsevier

A new ai evaluation cosmos: Ready to play the game?

AI Magazine
2017 | Journal article
EID:

2-s2.0-85030545578

Contributors: Hernández-Orallo, J.; Baroni, M.; Bieger, J.; Chmait, N.; Dowe, D.L.; Hofmann, K.; Martínez-Plumed, F.; Strannegård, C.; Thórissons, K.R.
Source: Self-asserted source
Fernando Martínez-Plumed via Scopus - Elsevier

CASP-DM: Context Aware Standard Process for Data Mining

CoRR
2017 | Journal article
Source: Self-asserted source
Fernando Martínez-Plumed

Computer models solving intelligence test problems: Progress and implications

IJCAI International Joint Conference on Artificial Intelligence
2017 | Conference paper
EID:

2-s2.0-85031924908

Contributors: Hernández-Orallo, J.; Martínez-Plumed, F.; Schmid, U.; Siebers, M.; Dowe, D.L.
Source: Self-asserted source
Fernando Martínez-Plumed via Scopus - Elsevier

Incremental and developmental perspectives for general-purpose learning systems

Inteligencia Artificial
2017 | Journal article
EID:

2-s2.0-85042533033

Contributors: Martínez-Plumed, F.
Source: Self-asserted source
Fernando Martínez-Plumed via Scopus - Elsevier

Incremental and developmental perspectives for general-purpose learning systems (Selected Ph.D. Thesis Abstracts)

The IEEE Intelligent Informatics Bulletin
2017 | Journal article
Source: Self-asserted source
Fernando Martínez-Plumed

AI results for the Atari 2600 games: difficulty and discrimination using IRT

EGPAI, Evaluating General-Purpose Artificial Intelligence
2017-08 | Conference paper
Source: Self-asserted source
Fernando Martínez-Plumed

Incremental and Developmental Perspectives for General-purpose Learning Systems

AI Matters
2017-07 | Journal article
Source: Self-asserted source
Fernando Martínez-Plumed

Computer models solving intelligence test problems: Progress and implications

Artificial Intelligence
2016 | Journal article
EID:

2-s2.0-84944080895

Contributors: Hernández-Orallo, J.; Martínez-Plumed, F.; Schmid, U.; Siebers, M.; Dowe, D.L.
Source: Self-asserted source
Fernando Martínez-Plumed via Scopus - Elsevier

Cycling network projects: A decision-making aid approach

CEUR Workshop Proceedings
2016 | Conference paper
EID:

2-s2.0-85019186524

Contributors: Martínez-Plumed, F.; Ferri, C.; Contreras-Ochando, L.
Source: Self-asserted source
Fernando Martínez-Plumed via Scopus - Elsevier

General-purpose inductive programming for data wrangling automation

AI4DataSci@ NIPS
2016 | Conference paper
Source: Self-asserted source
Fernando Martínez-Plumed

Historical account of computer models solving IQ test problems

Evaluating General-Purpose AI (EGPAI 2016)
2016 | Conference paper
Source: Self-asserted source
Fernando Martínez-Plumed

Logging Data Scientists: Collecting Evidence for Data Science Automation

AI4DataSci@ NIPS
2016 | Conference paper
Source: Self-asserted source
Fernando Martínez-Plumed

Making sense of Item response theory in machine learning

Frontiers in Artificial Intelligence and Applications
2016 | Book
EID:

2-s2.0-85013113290

Contributors: Martínez-Plumed, F.; Prudêncio, R.B.C.; Martínez-Usó, A.; Hernández-Orallo, J.
Source: Self-asserted source
Fernando Martínez-Plumed via Scopus - Elsevier

Forgetting and consolidation for incremental and cumulative knowledge acquisition systems

CoRR
2015 | Journal article
Source: Self-asserted source
Fernando Martínez-Plumed

Knowledge acquisition with forgetting: an incremental and developmental setting

Adaptive Behavior
2015 | Journal article
EID:

2-s2.0-84944453608

Contributors: Martínez-Plumed, F.; Ferri, C.; Hernández-Orallo, J.; Ramírez-Quintana, M.J.
Source: Self-asserted source
Fernando Martínez-Plumed via Scopus - Elsevier

Pentaho + R: An integral view for multidimensional prediction models

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2015 | Book
EID:

2-s2.0-84952671590

Contributors: Martínez-Usó, A.; Hernández-Orallo, J.; José Ramírez-Quintana, M.; Martínez Plumed, F.
Source: Self-asserted source
Fernando Martínez-Plumed via Scopus - Elsevier

A knowledge growth and consolidation framework for lifelong machine learning systems

Machine Learning and Applications (ICMLA), 2014 13th International Conference on
2014 | Conference paper
Source: Self-asserted source
Fernando Martínez-Plumed

Accelerating learning by reusing abstract policies in gErl

2013 | Conference paper
Part of ISBN: 978-84-695-8348-7
Source: Self-asserted source
Fernando Martínez-Plumed

Learning with configurable operators and RL-based heuristics

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2013 | Book
EID:

2-s2.0-84875846081

Contributors: Martínez-Plumed, F.; Ferri, C.; Hernández-Orallo, J.; Ramírez-Quintana, M.J.
Source: Self-asserted source
Fernando Martínez-Plumed via Scopus - Elsevier

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

CoRR
2013 | Journal article
Source: Self-asserted source
Fernando Martínez-Plumed

Policy Reuse in a General Learning Framework

2013 | Conference paper
Part of ISBN: 978-84-695-8348-7
Source: Self-asserted source
Fernando Martínez-Plumed

Newton trees

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2010 | Book
EID:

2-s2.0-78650767995

Contributors: Martínez-Plumed, F.; Estruch, V.; Ferri, C.; Hernández-Orallo, J.; Ramírez-Quintana, M.J.
Source: Self-asserted source
Fernando Martínez-Plumed via Scopus - Elsevier

Peer review (7 reviews for 4 publications/grants)

Review activity for Applied intelligence. (1)
Review activity for Artificial intelligence review. (1)
Review activity for Machine learning. (4)
Review activity for Nature machine intelligence. (1)