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Renato Panda is an Auxiliary Researcher at the Ci2 - Smarter Cities Research Center, Polytechnic Institute of Tomar (IPT) and former Assistant Professor (non-tenure) (Professor Adjunto Convidado) at the School of Technology of the Polytechnic Institute of Tomar. He is also a researcher at the Centre for Informatics and Systems of the University of Coimbra (CISUC) where he has been working on Music Emotion Recognition since the end of his MSc thesis. He concluded his Ph.D. in Information Sciences and Technologies in 2019 at the University of Coimbra, with the thesis "Emotion-based Analysis and Classification of Audio Music". Published 18 papers in conferences and journals and participated in 3 research projects. His main research line in the information retrieval field, namely in music emotion recognition, while also collaborating in other applied research problems mostly dealing with data analysis, machine learning and software engineering.
Identification

Personal identification

Full name
Renato Panda

Citation names

  • Panda, Renato

Author identifiers

Ciência ID
661A-31CC-8D19
ORCID iD
0000-0003-2539-5590
Google Scholar ID
WT5afVUAAAAJ
Researcher Id
AAK-7581-2020
Scopus Author Id
55354413900

Email addresses

  • panda@dei.uc.pt (Professional)
  • renato.panda@ipt.pt (Professional)
  • renatospanda@gmail.com (Personal)

Addresses

  • Universidade de Coimbra, Centro de Informática e de Sistemas da Universidade de Coimbra. DEI, Polo 2, Pinhal de Marrocos, 3020-290, Coimbra, Portugal (Professional)
  • Ci2 - Smart Cities Research Center, Instituto Politécnico de Tomar, Quinta do Contador, Estrada da Serra, 2300-313, Tomar, Tomar, Portugal (Professional)

Websites

  • https://renatopanda.github.io (Personal)

Knowledge fields

  • Exact Sciences - Computer and Information Sciences

Languages

Language Speaking Reading Writing Listening Peer-review
Portuguese (Mother tongue)
German Beginner (A1) Beginner (A1) Beginner (A1) Beginner (A1)
English Upper intermediate (B2) Advanced (C1) Advanced (C1) Advanced (C1)
Education
Degree Classification
2019/05/08
Concluded
Ciências e Tecnologias da Informação (Doutoramento)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
"Emotion-based Analysis and Classification of Audio Music" (THESIS/DISSERTATION)
Summa cum laude
2010
Concluded
Mestrado em Engenharia Informática (Mestrado)
Universidade de Coimbra, Portugal
"Automatic Mood Tracking in Audio Music" (THESIS/DISSERTATION)
16
2008
Concluded
Licenciatura em Engenharia Informática (Licenciatura)
Universidade de Coimbra, Portugal
13
Affiliation

Science

Category
Host institution
Employer
2021/02/01 - Current Auxiliary Researcher (Research) Instituto Politécnico de Tomar - Smart Cities Research Center, Portugal
Instituto Politécnico de Tomar, Portugal
2010/05 - Current Researcher (Research) Universidade de Coimbra Centro de Informatica e Sistemas, Portugal

Teaching in Higher Education

Category
Host institution
Employer
2019/09/02 - 2020/07/31 Invited Adjunct Teacher (Polytechnic Teacher) Instituto Politécnico de Tomar, Portugal
2015/09 - 2019/08/31 Assistant (Polytechnic Teacher) Instituto Politécnico de Tomar, Portugal
2010/10 - 2010/10 Visiting Professor (University Teacher) Instituto Superior de Ciências e Tecnologia de Moçambique, Mozambique

Others

Category
Host institution
Employer
2013/03 - 2017/02 PhD Fellowship Holder Fundação para a Ciência e a Tecnologia, Portugal
Universidade de Coimbra Centro de Informatica e Sistemas, Portugal
2013/09 - 2013/09 Visiting PhD Student Academia Sinica, Taiwan
2010/05 - 2012/12 Research Fellowship Holder Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
Universidade de Coimbra Centro de Informatica e Sistemas, Portugal
Projects

Contract

Designation Funders
2017 - 2019/03 VITASENIOR-MT: Senior healthcare assistance in Medio Tejo
CENTRO-01-0145-FEDER-023659
Researcher
Instituto Politécnico de Tomar, Portugal
2017 - 2019 MovTour: Turismo e Cultura com e para a Sociedade
POCI/01/0145/FEDER-024068
Supervisor
Instituto Politécnico de Tomar, Portugal
2010 - 2013 MOODetector: A System for Mood-based Classification and Retrieval of Audio Music
FCT PTDC/EIA-EIA/102185/2008
Research Fellow
Universidade de Coimbra Centro de Informatica e Sistemas, Portugal
Fundação para a Ciência e a Tecnologia
Outputs

Publications

Conference paper
  1. Panda, Renato; Redinho, Hugo; Gonçalves, Carolina; Malheiro, Ricardo; Paiva, Rui Pedro. "How Does the Spotify API Compare to the Music Emotion Recognition State-of-the-Art?". Paper presented in 18th Sound and Music Computing Conference (SMC 2021), 2021.
    Published • 10.5281/zenodo.5045099
  2. Mendes, Diogo; Panda, Renato; Dias, Pedro; Jorge, Dário; António, Ricardo; Oliveira, Luís Miguel Lopes de; Pires, Gabriel. "VITASENIOR-MT: A distributed and scalable cloud-based telehealth solution". Paper presented in IEEE World Forum on Internet of Things (WF-IoT), Limerick, 2019.
    Published • 10.1109/WF-IoT.2019.8767184
  3. Panda, Renato; Malheiro, Ricardo; Paiva, Rui Pedro. "Musical Texture and Expressivity Features for Music Emotion Recognition". Paper presented in 19th International Society for Music Information Retrieval Conference – ISMIR 2018, Paris, 2018.
    Published • 10.5281/zenodo.1492430
  4. Pires, Gabriel; Correia, Pedro; Jorge, Dário; Mendes, Diogo; Gomes, Nelson; Dias, Pedro; Ferreira, Pedro; et al. "VITASENIOR-MT: a telehealth solution for the elderly focused on the interaction with TV". Paper presented in Healthcom 2018, Ostrava, 2018.
    Published • 10.1109/HealthCom.2018.8531126
  5. Malheiro, Ricardo; Panda, Renato; Gomes, Paulo; Paiva, Rui Pedro. "Bi-Modal Music Emotion Recognition: Novel Lyrical Features and Dataset". Paper presented in 9th International Workshop on Music and Machine Learning - MML 2016 - in conjunction with the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases - ECML/PKDD 2016, Riva del Garda, 2016.
    Published
  6. Malheiro, Ricardo; Panda, Renato; Gomes, Paulo; Paiva, Rui Pedro. "Classification and regression of music lyrics: Emotionally-significant features". Paper presented in 8th International Conference on Knowledge Discovery and Information Retrieval - KDIR 2016, Porto, 2016.
    Published • 10.5220/0006037400450055
  7. Panda, Renato; Rocha, Bruno; Paiva, Rui Pedro. "Dimensional Music Emotion Recognition: Combining Standard and Melodic Audio Features". Paper presented in 10th International Symposium on Computer Music Multidisciplinary Research - CMMR 2013, Marseille, 2013.
    Published • 10.6084/m9.figshare.1181786
  8. Rocha, Bruno; Panda, Renato; Paiva, Rui Pedro. "Music Emotion Recognition: The Importance of Melodic Features". Paper presented in 6th International Workshop on Music and Machine Learning - MML 2013 - in conjunction with the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases - ECML/PKDD 2013, Prague, 2013.
    Published • 10.6084/m9.figshare.1181788.v1
  9. Panda, Renato; Malheiro, Ricardo; Rocha, Bruno; Oliveira, António Pedro; Paiva, Rui Pedro. "Multi-Modal Music Emotion Recognition: A New Dataset, Methodology and Comparative Analysis". Paper presented in CMMR 2013, Marseille, 2013.
    Published
  10. Malheiro, Ricardo; Panda, Renato; Gomes, Paulo; Paiva, Rui Pedro. "Music Emotion Recognition from Lyrics: A Comparative Study". Paper presented in 6th International Workshop on Music and Machine Learning - MML 2013 - in conjunction with the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases - ECML/PKDD 2013, Prague, 2013.
    Published
  11. Panda, Renato; Paiva, Rui Pedro. "MIREX 2012: Mood Classification Tasks Submission". Paper presented in MIREX/ISMIR 2012, Porto, 2012.
    Published
  12. Panda, Renato; Paiva, Rui Pedro. "Music Emotion Classification: Analysis of a Classifier Ensemble Approach". Paper presented in 5th International Workshop on Music and Machine Learning - MML 2012 - in conjunction with the 19th International Conference on Machine Learning - ICML 2012, Edinburgh, 2012.
    Published
  13. Panda, Renato; Paiva, Rui Pedro. "Music Emotion Classification: Dataset Acquisition and Comparative Analysis". Paper presented in 15th International Conference on Digital Audio Effects (DAFx 2012), York, 2012.
    Published
  14. Cardoso, Luís; Panda, Renato; Paiva, Rui Pedro. "MOODetector: A Prototype Software Tool for Mood-based Playlist Generation". Paper presented in 3º Simpósio de Informática - INForum 2011, Coimbra, 2011.
    Published
  15. Panda, Renato; Paiva, Rui Pedro. "Using Support Vector Machines for Automatic Mood Tracking in Audio Music". Paper presented in 130th Audio Engineering Society Convention 2011 (AES 130), London, 2011.
    Published
  16. Panda, Renato; Paiva, Rui Pedro. "Automatic Creation of Mood Playlists in the Thayer Plane: A Methodology and a Comparative Study". Paper presented in 8th Sound and Music Computing Conference (SMC2011), Padova, 2011.
    Published • 10.5281/zenodo.849887
Conference poster
  1. Pires, Gabriel; Lopes, Ana; Manso, António Manuel Rodrigues; Jorge, Dário; Mendes, Diogo; Almeida, Luis; Oliveira, Luís Miguel Lopes de; et al. "VITASENIOR-MT: Architecture of a Telehealth Solution". Paper presented in Conferência Gestão & Tecnologi@ - Criação de Valor em Saúde, 2018.
Journal article
  1. Panda, Renato; Malheiro, Ricardo Manuel; Paiva, Rui Pedro. "Audio Features for Music Emotion Recognition: a Survey". IEEE Transactions on Affective Computing (2020): 1-1. http://dx.doi.org/10.1109/taffc.2020.3032373.
    Published • 10.1109/taffc.2020.3032373
  2. Panda, Renato; Malheiro, R.; Paiva, Rui Pedro. "Novel Audio Features for Music Emotion Recognition". IEEE Transactions on Affective Computing 11 4 (2020): 614-626. http://hdl.handle.net/10316/94071.
    Published • 10.1109/taffc.2018.2820691
  3. Malheiro, Ricardo; Panda, Renato; Gomes, Paulo; Paiva, Rui Pedro. "Emotionally-Relevant Features for Classification and Regression of Music Lyrics". IEEE Transactions on Affective Computing 9 2 (2018): 240-254. http://hdl.handle.net/10316/94353.
    Published • 10.1109/taffc.2016.2598569
  4. Panda, Renato; Rocha, Bruno; Paiva, Rui Pedro. "Music Emotion Recognition with Standard and Melodic Audio Features". Applied Artificial Intelligence 29 4 (2015): 313-334. http://dx.doi.org/10.1080/08839514.2015.1016389.
    Published • 10.1080/08839514.2015.1016389
Thesis / Dissertation
  1. Panda, Renato; Panda, Renato Eduardo Silva. "Emotion-based Analysis and Classification of Audio Music". PhD, Universidade de Coimbra, 2019. http://hdl.handle.net/10316/87618.
Activities

Supervision

Thesis Title
Role
Degree Subject (Type)
Institution / Organization
2020/09 - Current MERGE Audio: Audio Classification with Deep Learning
Co-supervisor
Engenharia Informática (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2020/09 - Current MER: Estudo e restruturação do sistema de reconhecimento emocional em música áudio usando o YouTube
Supervisor
Engenharia Informática - Internet das Coisas (Master)
Instituto Politécnico de Tomar Escola Superior de Tecnologia de Tomar, Portugal
2020/09 - Current Orquestração de serviços de reconhecimento emocional em música – implantação, dimensionamento e gestão automatizada
Supervisor
Engenharia Informática - Internet das Coisas (Master)
Instituto Politécnico de Tomar Escola Superior de Tecnologia de Tomar, Portugal
2018 - 2019 Desenvolvimento de infraestrutura de software do projeto Vitasenior
Supervisor of Diogo dos Santos Mendes
Engenharia Informática - Internet das Coisas (Master)
Instituto Politécnico de Tomar, Portugal
2018 - 2019 Microsserviços para reconhecimento de emoção em música
Supervisor of Ricardo Marques António
Engenharia Informática - Internet das Coisas (Master)
Instituto Politécnico de Tomar, Portugal
2018 - 2019 Portal para interação com serviços de reconhecimento emocional em música
Supervisor of Tiago Areias / Tiago António
Engenharia Informática (Degree)
Instituto Politécnico de Tomar, Portugal
2018 - 2019 MOVIDA
Supervisor of Diogo Martins / Hugo Costa
Engenharia Informática (Degree)
Instituto Politécnico de Tomar, Portugal
2018 - 2019 ExpensesOCR
Supervisor of Hélder Lopes / Edgar Oliveira
Engenharia Informática (Degree)
Instituto Politécnico de Tomar, Portugal
2018 - 2019 Recruitment Chatbot
Supervisor of Andreia Ferreira / André Santos
Engenharia Informática (Degree)
Instituto Politécnico de Tomar, Portugal
2017 - 2018 Comparação do desempenho de diferentes abordagens para o desenvolvimento de aplicações móveis
Co-supervisor of Ricardo Santos Anacleto
Engenharia Informática - Internet das Coisas (Master)
Instituto Politécnico de Tomar, Portugal
2017 - 2018 Movtour
Co-supervisor of Pedro André Casimiro Nunes
Engenharia Informática - Internet das Coisas (Master)
Instituto Politécnico de Tomar, Portugal
2017 - 2018 Analytics applied to tourism
Co-supervisor of Miguel Filipe Redol Cotralha Inácio Coelho
Engenharia Informática - Internet das Coisas (Master)
Instituto Politécnico de Tomar, Portugal
2017 - 2018 Agent Based Vulnerability Assessment
Co-supervisor of Alexandre Sequeira / Ricardo Pinto
Engenharia Informática (Degree)
Instituto Politécnico de Tomar, Portugal
2016 - 2017 Thomar
Co-supervisor of Pedro Nunes / Miguel Coelho
Engenharia Informática (Degree)
Instituto Politécnico de Tomar, Portugal

Conference scientific committee

Conference name Conference host
2019 - Current Testing Portugal
2015 - 2015 International Workshop on Affect and Sentiment in Multimedia (ASM2015), held in conjunction with ACM Multimedia 2015
2015 - 2015 European Signal Processing Conference (EUSIPCO)

Course / Discipline taught

Academic session Degree Subject (Type) Institution / Organization
2019 - 2020 Cloud Computing and Virtualization Engenharia Informática - Internet das Coisas (Mestrado) Instituto Politécnico de Tomar Escola Superior de Tecnologia de Tomar, Portugal
2016 - 2020 Software Engineering Engenharia Informática - Internet das Coisas (Mestrado) Instituto Politécnico de Tomar Escola Superior de Tecnologia de Tomar, Portugal
2016 - 2020 Programming Techniques Engenharia Electrotécnica e de Computadores (Licenciatura) Instituto Politécnico de Tomar Escola Superior de Tecnologia de Tomar, Portugal
2019 - 2019 Data Structures and Algorithms Engenharia Informática (Licenciatura) Instituto Politécnico de Tomar Escola Superior de Tecnologia de Tomar, Portugal
2010 - 2019 Computer & Networks Management and Security Engenharia Informática (Licenciatura) Instituto Politécnico de Tomar Escola Superior de Tecnologia de Tomar, Portugal
2012 - 2012 Object Oriented Programming Engenharia Informática (Licenciatura) Instituto Politécnico de Tomar Escola Superior de Tecnologia de Tomar, Portugal
2011 - 2011 Operating Systems Engenharia Informática (Licenciatura) Instituto Politécnico de Tomar Escola Superior de Tecnologia de Tomar, Portugal
2010/10 - 2010/10 Multimedia Engenharia Informática (Bachelor) Instituto Superior de Ciências e Tecnologia de Moçambique, Mozambique

Journal scientific committee

Journal title (ISSN) Publisher
2021/03 - Current Brazilian Archives of Biology and Technology (1516-8913) Instituto de Tecnologia do Parana
2021/02 - Current Neural Processing Letters (1370-4621) Springer Netherlands
2021/01 - Current Journal of New Music Research (0929-8215) Taylor and Francis
2020/10 - Current IEEE Access (2169-3536) IEEE
2020/09 - Current IEEE Signal Processing Letters (1558-2361) IEEE
2017 - Current IEEE Transactions on Affective Computing (1949-3045) IEEE
2015 - Current IEEE Transactions on Audio Speech and Language Processing (1558-7924) IEEE
Distinctions

Award

2020 2nd prize - Best PhD Thesis / Fraunhofer Portugal Challenge 2020
Associação Fraunhofer Portugal Research, Portugal
2018 Best poster at Gestão & Tecnologi@ - Criação de Valor em Saúde (GESTEC) National Conference
2012 1st place at MIREX Audio Train/Test: Mood Classification Task

Other distinction

2016 Nomination to Best Paper at 8th International Conference on Knowledge Discovery and Information Retrieval (KDIR 2016)