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Ricardo Malheiro is a PhD from the University of Coimbra. He concluded, in the same University, his Master and Bachelor (Licenciatura - 5 years) degrees, respectively in Informatics Engineering and Mathematics (branch of Computer Graphics). He is a member of the Cognitive and Media Systems research group at the Center for Informatics and Systems of the University of Coimbra (CISUC). His main research interests and main projects are in the areas of Natural Language Processing, Detection of Emotions in Music Lyrics and Text and Text/Data Mining. He teaches at Polytechnic Institute of Leiria (IPLeiria - ESTG), Department of Informatics. Currently, he is teaching Decision Support Systems (Bach. in Informatics Engineering), Knowledge Engineering (Bach. in Informatics Engineering), Data Mining (MSc in Data Science), Text Mining (MSc in Data Science) and Software Engineering (Bach. in Informatics Engineering). He supervises several students of PhD, MSc and Bachelor degrees.
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Identification

Personal identification

Full name
Ricardo Malheiro

Citation names

  • Malheiro, R.

Author identifiers

Ciência ID
B81A-CB99-A4DF
ORCID iD
0000-0002-3010-2732
Google Scholar ID
km30M3UAAAAJ&hl

Websites

Knowledge fields

  • Exact Sciences - Computer and Information Sciences

Languages

Language Speaking Reading Writing Listening Peer-review
Portuguese (Mother tongue)
English Upper intermediate (B2) Advanced (C1) Advanced (C1) Advanced (C1) Advanced (C1)
Spanish; Castilian Elementary (A2) Intermediate (B1) Beginner (A1) Intermediate (B1)
Education
Degree Classification
2011 - 2017
Concluded
 Doutoramento em Ciências e Tecnologias da Informação (Doutoramento)
Universidade de Coimbra, Portugal
"Emotion-based Analysis and Classification of Music Lyrics" (THESIS/DISSERTATION)
 16 (AUDL)
2004
Concluded
 Mestrado em Engenharia Informática (Mestrado)
Universidade de Coimbra, Portugal
"Sistemas de Classificação Automática em Géneros Musicais" (THESIS/DISSERTATION)
 Muito Bom
1997
Concluded
 Licenciatura em Matemática - Sistemas e Métodos de Computação Gráfica (Licenciatura)
Universidade de Coimbra, Portugal
"Aplicação da Tecnologia Web em Quiosques Multimédia" (THESIS/DISSERTATION)
 13 (18 - trabalho final)
Affiliation

Science

Category
Host institution 		Employer
2002/09 - Current Researcher (Research) Universidade de Coimbra, Portugal

Teaching in Higher Education

Category
Host institution 		Employer
2022/02 - Current Adjunct Teacher (Polytechnic Teacher) Instituto Politécnico de Leiria Escola Superior de Tecnologia e Gestão, Portugal
Instituto Politécnico de Leiria Escola Superior de Tecnologia e Gestão, Portugal
2004/09 - 2022/02 Assistant Professor (University Teacher) Instituto Superior Miguel Torga, Portugal
2007/09 - 2010/08 Assistant (University Teacher) Instituto Politécnico de Leiria, Portugal
2000/09 - 2007/08 Assistant (University Teacher) Universidade Católica Portuguesa, Portugal
2005/09 - 2007/02 Assistant (University Teacher) Universidade Internacional da Figueira da Foz, Portugal
1998/09 - 1999/08 Assistant (University Teacher) Instituto Politécnico de Leiria, Portugal

Others

Category
Host institution 		Employer
2012/01 - 2012/12 Outra Situação (Docente Universitário) Inweb, Portugal
2012/06 - 2012/06 Outra Situação (Docente Universitário) AFTEBI – Assoc para Formação Tecnológica e Profissional da Beira Interior, Portugal
2009/01 - 2009/12 Outra Situação (Docente Universitário) ArchivCompact, Portugal
Projects

Contract

Designation Funders
2021 - 2024 MERGE: Music Emotion Recognition - Next Generation
PTDC/CCI-COM/3171/2021
Researcher
Universidade de Coimbra Centro de Informatica e Sistemas, Portugal
 Fundação para a Ciência e a Tecnologia
Ongoing

Other

Designation Funders
2010 - 2013 MOODetector: A System for Mood-based Classification and Retrieval of Audio Music
FCT PTDC/EIA-EIA/102185/2008
Researcher
Universidade de Coimbra, Portugal
Concluded
Outputs

Publications

Book
  1. Malheiro, R.. Emotions Detection in Music Lyrics using Machine Learning and Keyword-Based Approaches. 2018.
Conference paper
  1. Pedro Louro; Guilherme Branco; Hugo Redinho; Ricardo Correia; Ricardo Malheiro; Renato Panda; Rui Paiva. "MERGE App: A Prototype Software for Multi-User Emotion-Aware Music Management". 2024.
    10.5220/0013067800003838
  2. Panda, R.; Redinho, H.; Gonçalves, C.; Malheiro, R.; Paiva, R.P.. "HOW DOES the SPOTIFY API COMPARE to the MUSIC EMOTION RECOGNITION STATE-OF-THE-ART?". 2021.
  3. Panda, Renato; Malheiro, R.; Paiva Rui Pedro. "Musical Texture and Expressivity Features for Music Emotion Recognition". Paper presented in 19TH INTERNATIONAL SOCIETY FOR MUSIC INFORMATION RETRIEVAL CONFERENCE, Paris, 2018.
  4. Panda, R.; Malheiro, R.; Paiva, R.P.. "Musical texture and expressivity features for music emotion recognition". 2018.
  5. Ricardo Malheiro; Renato Panda; Paulo Gomes; Rui Pedro Paiva. "Bi-Modal Music Emotion Recognition: Novel Lyrical Features and Dataset". Paper presented in 9th International Workshop on Machine Learning and Music, Riva del Garda, 2016.
    Published
  6. Ricardo Malheiro; Renato Panda; Paulo Gomes; Rui Pedro Paiva. "Classification and Regression of Music Lyrics: Emotionally-Significant Features". Paper presented in 8th International Conference on Knowledge Discovery and Information Retrieval, Porto, 2016.
    Published
  7. Ricardo Malheiro; Hugo Oliveira; Paulo Gomes; Rui Pedro Paiva. "Keyword-Based Approach for Lyrics Emotion Variation Detection". Paper presented in 8th International Conference on Knowledge Discovery and Information Retrieval, Porto, 2016.
    Published
  8. Malheiro, Ricardo. "Classification and Regression of Music Lyrics: Emotionally-Significant Features". 2016.
    10.5220/0006037400450055
  9. Malheiro, R.. "Keyword-Based Approach for Lyrics Emotion Variation Detection". 2016.
    10.5220/0006037300330044
  10. Renato Panda; Ricardo Malheiro; Bruno Rocha; António Oliveira; Rui Pedro Paiva. "Multi-Modal Emotion Music Recognition (MER): A New Dataset, Methodology and Comparative Analysis". Paper presented in 10th International Symposium on Computer Music Multidisciplinary Research, Marselha, 2013.
    Published
  11. Ricardo Malheiro; Renato Panda; Paulo Gomes; Rui Pedro Paiva. "Music Emotion Recognition from Lyrics: A Comparative Study". Paper presented in 6th International Workshop on Machine Learning and Music, Praga, 2013.
    Published
  12. Francisco Reis; Ricardo Malheiro. "Jogos em ambiente 3D com uso de QR Codes para avaliação de alunos". Paper presented in Encontro sobre Jogos e Mobile Learning, Coimbra, 2012.
    Published
  13. Malheiro, R.. "Umniversity virtual world platform for massive open online courses University Platform". Paper presented in IE Challenges 2011, Braga, 2011.
    Published
  14. Francisco Reis; Ricardo Malheiro. "Umniversity Platform - Four Integration Vectors Towards Mobile Learning”". Paper presented in IADIS International Conference for Mobile Learning, Ávila, 2011.
    Published
  15. Reis, F.; Malheiro, R.. "Umniversity platform - Four integration vectors towards mobile learning". 2011.
  16. Christopher Burrows; Ricardo Malheiro. "Using Information Retrieval Techniques for Keyword and Evaluation Extraction". Paper presented in IADIS International Conference for Information Systems, Algarve, 2008.
    Published
  17. Ricardo Malheiro; Rui Pedro Paiva; Amílcar Cardoso; Teresa Mendes; António Mendes. "A Prototype for Classification of Classical Music using Neural Networks". Paper presented in 8th IASTED International Conference on Artificial Intelligence and Soft Computing, Marbella, 2004.
    Published
  18. Ricardo Malheiro; Rui Pedro Paiva; Amílcar Cardoso; Teresa Mendes; António Mendes. "Classification of Recorded Classical Music: A Methodology and a Comparative Study". Paper presented in 1st International ICSC Symposium on Brain Inspired Cognitive Systems, Stirling, 2004.
    Published
  19. Ricardo Malheiro; Rui Pedro Paiva; Amílcar Cardoso; Teresa Mendes; António Mendes. "Classification of Recorded Classical Music using Neural Networks". Paper presented in 4th International ICSC Symposium on Engineering of Intelligent Systems, Funchal, 2004.
    Published
  20. Malheiro, R.; Paiva, R.P.; Mendes, A.J.; Mendes, T.; Cardoso, A.. "A prototype for classification of classical music using neural networks". 2004.
Journal article
  1. João António; Ricardo Malheiro; Sandra Jardim. "Feedback Collection and Nearest-Neighbor Profiling for Recommendation Systems in Healthcare Scenarios". Technologies (2024): https://www.mdpi.com/2227-7080/12/8/127.
    10.3390/technologies12080127
  2. Pedro Lima Louro; Hugo Redinho; Ricardo Malheiro; Rui Pedro Paiva; Renato Panda. "A Comparison Study of Deep Learning Methodologies for Music Emotion Recognition". Sensors (2024): https://www.mdpi.com/1424-8220/24/7/2201.
    10.3390/s24072201
  3. Panda, R.; Malheiro, R.; Paiva, R.P.. "Audio Features for Music Emotion Recognition: A Survey". IEEE Transactions on Affective Computing 14 1 (2023): 68-88. http://www.scopus.com/inward/record.url?eid=2-s2.0-85149499244&partnerID=MN8TOARS.
    10.1109/TAFFC.2020.3032373
  4. Ricardo Malheiro; Renato Panda; Paulo Gomes; Rui Pedro Paiva. "Emotionally-Relevant Features for Classification and Regression of Music Lyrics". IEEE Transactions on Affective Computing 9 2 (2018): 240-254.
    Accepted • 10.1109/TAFFC.2016.2598569
  5. Malheiro, Ricardo. "Novel Audio Features for Music Emotion Recognition". IEEE Transactions on Affective Computing (2018): https://ieeexplore.ieee.org/document/8327886.
    10.1109/TAFFC.2018.2820691
  6. Ricardo Malheiro; Rui Pedro Paiva; Amílcar Cardoso; Teresa Mendes; António Mendes. "Sistemas de Classificação Musical com Redes Neuronais". Gestão e Desenvolvimento 12 1 (2004): 167-195.
    Published
  7. Malheiro, R; Paiva, RP; Mendes, AJ; Mendes, T; Cardoso, A. "Prototype for classification of classical music using neural networks". Proceedings of the Eighth IASTED International Conference on Artificial Intelligence and Soft Computing (2004): https://publons.com/publon/8550262/.
  8. Ricardo Malheiro; Rui Pedro Paiva; António José Mendes; Teresa Mendes; Amílcar Cardoso. "Sistemas de classificação musical com redes neuronais". Gestão E Desenvolvimento (2004): https://publons.com/publon/10924883/.
    10.7559/GESTAOEDESENVOLVIMENTO.2004.110

Other

Other output
  1. Aplicação da Tecnologia Web em Quiosques Multimédia. 1997. Ricardo Malheiro.
Activities

Oral presentation

Presentation title Event name
Host (Event location)
2016 Bi-Modal Music Emotion Recognition: Novel Lyrical Features and Dataset 9TH INTERNATIONAL WORKSHOP ON MACHINE LEARNING AND MUSIC
MML 2016 (Riva del Garda, Italy)
2016 Classification and Regression of Music Lyrics: Emotionally-Significant Features 8TH INTERNATIONAL CONFERENCE ON KNOWLEDGE DISCOVERY AND INFORMATION RETRIEVAL
International Conference on Knowledge Discovery and Information Retrieval (Porto, Portugal)
2016 Keyword-Based Approach for Lyrics Emotion Variation Detection 8TH INTERNATIONAL CONFERENCE ON KNOWLEDGE DISCOVERY AND INFORMATION RETRIEVAL
International Conference on Knowledge Discovery and Information Retrieval (Porto, Portugal)
2012 Técnicas e Ferramentas para Alcançar a Eficácia e a Produtividade e Técnicas OLAP e de Data Mining para melhorar os processos de tomada de decisão
AFTEBI – Associação para a Formação Tecnológica e Profissional da Beira Interior (Covilhã, Portugal)
2009 Semantic Web Escola de Verão - Aspectos do Processamento de Linguagem Natural em português – Ferramentas e recursos existentes
Centro de Linguística da Universidade do Porto (CLUP) (Porto, Portugal)
2008 Sistemas de Apoio à Decisão nas Organizações” no Colóquio Globalização, Organizações e Flexisegurança
ISMT (Coimbra, Portugal)
2007 Web Content Mining para Português – Uma perspectiva semântica AILab Workshop
CISUC (Coimbra, Portugal)
2006 Web Content Mining for Portuguese – A Semantic Perspective AILab Winter Meeting 2006
CISUC (Coimbra, Portugal)
2004 Classification of Recorded Classical Music using Neural Networks 4º Simpósio Internacional em “Engineering of Intelligent Systems
(Funchal, Portugal)
2004 A Prototype for Classification of Classical Music using Neural Networks 8ª Conferência Internacional em Artificial Intelligence and Soft Computing
(Marbelha, Spain)

Supervision

Thesis Title
Role 		Degree Subject (Type)
Institution / Organization
2016 - 2016 Orientador de mais de 30 alunos em estágio de licenciatura no ISMT e na UCP
Supervisor
 Informática e Informática de Gestão (Degree)
Instituto Superior Miguel Torga e Universidade Católica Portuguesa, Portugal
2012 - 2012 Avaliação de condições motivacionais e satisfatórias em contexto laboral
Co-supervisor
 Mestrado em Gestão de Recursos Humanos e Comportamento Organizacional (Master)
Instituto Superior Miguel Torga, Portugal
2011 - 2011 O Impacto da Implementação do Sistema de Gestão da Qualidade na Satisfação dos Clientes
Co-supervisor
 Mestrado em Gestão de Recursos Humanos e Comportamento Organizacional (Master)
Instituto Superior Miguel Torga, Portugal
2010 - 2010 Caracterização dos alunos do Instituto Superior Miguel Torga: Uma abordagem motivacional
Co-supervisor
 Mestrado em Gestão de Recursos Humanos e Comportamento Organizacional (Master)
Instituto Superior Miguel Torga, Portugal
2010 - 2010 O impacto da formação em contexto laboral
Co-supervisor
 Mestrado em Gestão de Recursos Humanos e Comportamento Organizacional (Master)
Instituto Superior Miguel Torga, Portugal

Consulting

Activity description Institution / Organization
2016 - Current Relatório técnico: Bimodal Music Emotion Recognition: Features and Dataset
2007 - Current Relatório técnico: Trabalho de Síntese sobre Text Mining

Course / Discipline taught

Academic session Degree Subject (Type) Institution / Organization
2007/09 - 2010/08 Especificação de Interfaces Interativas (Outros) Instituto Politécnico de Leiria, Portugal
2007/09 - 2010/08 Inteligência Artificial (Outros) Instituto Politécnico de Leiria, Portugal
2000/09 - 2007/08 Gestão de Projetos de Software (Outros) Universidade Católica Portuguesa, Portugal
2000/09 - 2007/08 Gestão de Sistemas Informáticos (Outros) Universidade Católica Portuguesa, Portugal
2000/09 - 2007/08 Sistemas Multimédia (Outros) Universidade Católica Portuguesa, Portugal
2000/09 - 2007/08 Computação Gráfica I (Outros) Universidade Católica Portuguesa, Portugal
2000/09 - 2007/08 Computação Gráfica II (Outros) Universidade Católica Portuguesa, Portugal
2000/09 - 2007/08 Redes de Computadores (Outros) Universidade Católica Portuguesa, Portugal
2000/09 - 2007/08 Sistemas Operativos (Outros) Universidade Católica Portuguesa, Portugal
2000/09 - 2007/08 Fundamentos e Organização de Computadores (Outros) Universidade Católica Portuguesa, Portugal
2000/09 - 2007/08 Linguagens de Programação (Outros) Universidade Católica Portuguesa, Portugal
2000/09 - 2007/08 Sistemas de Informação (Outros) Universidade Católica Portuguesa, Portugal
2005/09 - 2007/02 Estatística (Outros) Universidade Internacional da Figueira da Foz, Portugal
2005/09 - 2007/02 Novas Tecnologias da Informação (Outros) Universidade Internacional da Figueira da Foz, Portugal
2005/09 - 2007/02 Informática (Outros) Universidade Internacional da Figueira da Foz, Portugal
1998/09 - 1999/08 Programação Orientada por Objetos (Outros) Instituto Politécnico de Leiria, Portugal