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information retrieval, music emotion recognition, music data mining, applied machine learning
Portugal

Biography

Renato Panda is an Auxiliary Researcher (non-tenured) at the Smarter Cities Research Center (Ci2), Polytechnic Institute of Tomar (IPT), where he also lectures in Informatics Engineering. His main research line is related to information retrieval, specifically Music Emotion Recognition (MER), with more than 20 publications in the field, including three highly impactful papers in IEEE Transactions of Affective Computing over the last few years. Since concluding his doctoral thesis, honored with two Ph.D. awards, he has actively collaborated with other renowned R&D Units, such as the Centre for Informatics and Systems of the University of Coimbra (CISUC), where he currently co-supervises two Ph.D. students and several MSc and grant holders. He is part of two ongoing FCT R&D Projects (MERGE and Brainplayback, with an application acceptance rate of <10%). In addition to his main line, he collaborates on other applied research problems, mainly dealing with data analysis, machine learning, and software engineering. Examples include two concluded Compete/P2020 projects (VitaSenior and MovTour), where he mentored grand holders, or his recent participation in the COST Action Mobilise CA17106, dealing with machine learning on images of natural history collections. He is also one of the Open Science managers at the Ci2.

Activities

Employment (2)

Instituto Politécnico de Tomar: Tomar, PT

2021-02-01 to present | Auxiliary Researcher (Smart Cities Research Center)
Employment
Source: Self-asserted source
Renato Panda

Fundação para a Ciência e Tecnologia: Lisbon, PT

2013-03 to 2017-02 | PhD Fellowship Holder
Employment
Source: Self-asserted source
Renato Panda

Education and qualifications (3)

University of Coimbra: Coimbra, PT

2019 | PhD in Information Science and Technology (Faculty of Sciences and Technology / Department of Informatics Engineering)
Education
Source: Self-asserted source
Renato Panda

University of Coimbra: Coimbra, PT

2010 | MSc in Informatis Engineering (Faculty of Sciences and Technology / Department of Informatics Engineering)
Education
Source: Self-asserted source
Renato Panda

University of Coimbra: Coimbra, PT

2008 | BSc in Informatics Engineering (Faculty of Sciences and Technology / Department of Informatics Engineering)
Education
Source: Self-asserted source
Renato Panda

Professional activities (3)

Fraunhofer Portugal Research: Porto, PT

2020-10 | 2nd prize - Best PhD Thesis at Fraunhofer Portugal Challenge 2020
Distinction
Source: Self-asserted source
Renato Panda

Gestão & Tecnologi@ - Criação de Valor em Saúde (GESTEC) Conference: Santarém, PT

2018 | Best Poster
Distinction
Source: Self-asserted source
Renato Panda

International Society for Music Information Retrieval (ISMIR 2012): Porto, PT

2012 | 1st place at MIREX Audio Train/Test: Mood Classification Task
Distinction
Source: Self-asserted source
Renato Panda

Funding (5)

Music Emotion Recognition - Next Generation

2022-01-01 to present | Contract
Fundação para a Ciência e a Tecnologia (Lisboa, PT)
GRANT_NUMBER:

PTDC/CCI-COM/3171/2021

Source: check_circle
CIÊNCIAVITAE

Playback the music of the brain - decoding emotions elicited by musical sounds in the human brain

2022-01-01 to 2023-12 | Contract
Fundação para a Ciência e a Tecnologia (Lisboa, PT)
GRANT_NUMBER:

EXPL/PSI-GER/0948/2021

GRANT_NUMBER: 171767PRJ
Source: check_circle
CIÊNCIAVITAE
grade
Preferred source (of 2)‎

CENTRO DE INFORMÁTICA E SISTEMAS DA UNIVERSIDADE DE COIMBRA

2019-01-01 to 2019-12-31 | Grant
Fundação para a Ciência e Tecnologia (Lisbon, PT)
GRANT_NUMBER:

154639UID

Source: Self-asserted source
Renato Panda via DimensionsWizard
grade
Preferred source (of 2)‎

Emotion-based Analysis and Classification of Audio Music

2013-03-01 to 2017-02-28 | Grant
Fundação para a Ciência e a Tecnologia (Lisboa, PT)
GRANT_NUMBER: 36023DFA
GRANT_NUMBER:

SFRH/BD/91523/2012

Source: check_circle
CIÊNCIAVITAE
grade
Preferred source (of 2)‎

MOODetector: A System for Mood-based Classification and Retrieval of Audio Music

2010 to 2013 | Contract
Fundação para a Ciência e a Tecnologia (Lisboa, PT)
GRANT_NUMBER: 102185PRJ
Source: check_circle
CIÊNCIAVITAE

Works (39)

"Back in my day...": A Preliminary Study on the Differences in Generational Groups Perception of Musically-evoked Emotion

Sound and Music Computing Conference (SMC2024)
2024 | Conference paper
SOURCE-WORK-ID:

cv-prod-id-4357021

Contributors: Pedro Lima Louro; Panda, Renato; Panda, Renato
Source: check_circle
CIÊNCIAVITAE
grade
Preferred source (of 5)‎

Decoding Musical Valence and Arousal: Exploring the Neural Correlates of Music-Evoked Emotions and the Role of Expressivity Features

IEEE Transactions on Affective Computing
2024 | Journal article
Contributors: Alexandre Sayal; Ana Gabriela Guedes; Inês Almeida; Daniela Jardim Pereira; César F. Lima; Renato Panda; Rui Pedro Paiva; Teresa Sousa; Miguel Castelo-Branco; Inês Bernardino et al.
Source: check_circle
Crossref
grade
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Exploring Deep Learning Methodologies for Music Emotion Recognition

Sound and Music Computing Conference (SMC2024)
2024 | Conference paper
SOURCE-WORK-ID:

cv-prod-id-4357020

Contributors: Louro, Pedro; Redinho, Hugo; Malheiro, Ricardo; Paiva, Rui Pedro; Panda, Renato
Source: check_circle
CIÊNCIAVITAE
grade
Preferred source (of 4)‎

Exploring Song Segmentation for Music Emotion Variation Detection

15th International Workshop on Machine Learning and Music (MML2024), in Conjunction with ECML/PKDD 2024
2024 | Conference paper
SOURCE-WORK-ID:

cv-prod-id-4357022

Contributors: Ferreira, Tomás; Redinho, Hugo; Louro, Pedro; Malheiro, Ricardo; Paiva, Rui Pedro; Panda, Renato
Source: check_circle
CIÊNCIAVITAE

MERGE App: A Prototype Software for Multi-User Emotion-Aware Music Management

16th International Conference on Knowledge Discovery and Information Retrieval (KDIR), part of the 16th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management (IC3K)
2024-11-17 | Conference paper
SOURCE-WORK-ID:

cv-prod-id-4427626

Contributors: Louro, Pedro; Branco, Guilherme; Redinho, Hugo; Correia, Ricardo; Malheiro, Ricardo; Panda, Renato; Paiva, Rui Pedro
Source: check_circle
CIÊNCIAVITAE

Improving Deep Learning Methodologies for Music Emotion Recognition

30th Portuguese Conference on Pattern Recognition (RECPAD 2024)
2024-10 | Conference paper
SOURCE-WORK-ID:

cv-prod-id-4429015

Contributors: Louro, Pedro; Redinho, Hugo; Malheiro, Ricardo; Paiva, Rui Pedro; Panda, Renato
Source: check_circle
CIÊNCIAVITAE

MERGE Dataset (INCOMPLETE. SEE V1.1)

Zenodo
2024-10-16 | Dataset
Contributors: Pedro Lima Louro; Hugo Redinho; Ricardo Correia Nascimento dos Santos; Ricardo Malheiro; Renato Panda; Rui Pedro Paiva
Source: check_circle
DataCite
grade
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A Comparison Study of Deep Learning Methodologies for Music Emotion Recognition

Sensors
2024-03-29 | Journal article
SOURCE-WORK-ID:

cv-prod-id-4222632

Part of ISSN: 1424-8220
Contributors: Louro, Pedro; Redinho, Hugo; Malheiro, Ricardo; Paiva, Rui Pedro; Panda, Renato
Source: check_circle
CIÊNCIAVITAE
grade
Preferred source (of 2)‎

Decoding Music-Evoked Valence and Arousal: Unraveling the Neural Correlates of Naturalistic Music Characteristics through fMRI

2024-02-28 | Preprint
SOURCE-WORK-ID:

cv-prod-id-4120661

WOSUID:

PPRN:87907471

Contributors: Alexandre Sayal; Ana Gabriela Guedes; Inês Almeida; Daniela Jardim Pereira; César Lima; Panda, Renato; Rui Pedro Paiva; et al.
Source: check_circle
CIÊNCIAVITAE
grade
Preferred source (of 3)‎

Envisaging a global infrastructure to exploit the potential of digitised collections

Biodiversity Data Journal
2023-11-30 | Journal article
SOURCE-WORK-ID:

cv-prod-id-3600249

EID:

2-s2.0-85184250254

Contributors: Groom, Quentin; Dillen, Mathias; Addink, Wouter; Ariño, Arturo H.; Bölling, Christian; Bonnet, Pierre; Cecchi, Lorenzo; et al.
Source: check_circle
CIÊNCIAVITAE
grade
Preferred source (of 7)‎

A Pattern Recognition Framework to Investigate the Neural Correlates of Music

29th Portuguese Conference on Pattern Recognition (RECPAD 2023)
2023-10 | Conference abstract
SOURCE-WORK-ID:

cv-prod-id-3553275

OTHER-ID:

@conferenceObject{http://hdl.handle.net/10400.26/47857,title = {29th Portuguese Conference on Pattern Recognition (RECPAD 2023)},conferencePlace = {Coimbra, Portugal},}

Contributors: Guedes, Ana Gabriela; Sayal, Alexandre; Panda, Renato; Paiva, Rui Pedro; Direito, Bruno
Source: check_circle
CIÊNCIAVITAE
grade
Preferred source (of 2)‎

Low Cost LoRaWAN Image Acquisition System for Low Rate Internet of Things Applications

2022 2nd International Conference on New Technologies of Information and Communication (NTIC)
2022-12-21 | Conference paper
SOURCE-WORK-ID:

cv-prod-id-3400306

EID:

2-s2.0-85158891108

Contributors: Correia, Pedro; Gomes, Marcela; Martins, Gabriel; Panda, Renato; Corresponding author: Correia, Pedro.
Source: check_circle
CIÊNCIAVITAE
grade
Preferred source (of 3)‎

Inteligência para a Sustentabilidade das Cidades

XXIII Encontro da REALP - Ciências da Sustentabilidade em Língua Portuguesa
2022-10 | Conference abstract
SOURCE-WORK-ID:

cv-prod-id-3600233

Part of ISSN: 1645-6947
Part of ISBN: 978-989-53070-6-7
Part of ISBN: 978-989-53070-6-7
Contributors: Pinho, Henrique; Oliveira, Luís Miguel Lopes de; Paulo Coelho; Correia, Pedro; Panda, Renato; Corresponding author: Pinho, Henrique.
Source: check_circle
CIÊNCIAVITAE
grade
Preferred source (of 2)‎

O papel da inovação tecnológica e da ciência aberta no desenvolvimento sustentável das cidades e regiões - Um caso prático

XXIII Encontro da REALP - Ciências da Sustentabilidade em Língua Portuguesa
2022-10 | Conference abstract
SOURCE-WORK-ID:

cv-prod-id-3600232

Part of ISBN: 978-989-53070-6-7
Part of ISSN: 1645-6947
Contributors: Barros, Manuel; Pinho, Henrique; Correia, Pedro; Panda, Renato; Silva, Gonçalo; Corresponding author: Barros, Manuel.
Source: check_circle
CIÊNCIAVITAE
grade
Preferred source (of 2)‎

Usability of a telehealth solution based on TV interaction for the elderly: the VITASENIOR-MT case study

Universal Access in the Information Society
2022-01-17 | Journal article
SOURCE-WORK-ID:

cv-prod-id-2782694

EID:

2-s2.0-85123122075

Contributors: Pires, Gabriel; Lopes, Ana; Correia, Pedro; Almeida, Luis; Oliveira, Luís Miguel Lopes de; Panda, Renato; Jorge, Dario; et al.
Source: check_circle
CIÊNCIAVITAE
grade
Preferred source (of 5)‎

How Does the Spotify API Compare to the Music Emotion Recognition State-of-the-Art?

18th Sound and Music Computing Conference (SMC 2021)
2021-06-29 | Conference paper
SOURCE-WORK-ID:

cv-prod-id-2667212

EID:

2-s2.0-85122060970

Contributors: Panda, Renato; Redinho, Hugo; Gonçalves, Carolina; Malheiro, Ricardo; Paiva, Rui Pedro
Source: check_circle
CIÊNCIAVITAE
grade
Preferred source (of 4)‎

Audio Features for Music Emotion Recognition: a Survey

IEEE Transactions on Affective Computing
2020 | Journal article
SOURCE-WORK-ID:

cv-prod-id-2177928

Part of ISSN: 1949-3045
Part of ISSN: 2371-9850
Contributors: Panda, Renato; Malheiro, Ricardo Manuel; Paiva, Rui Pedro
Source: check_circle
CIÊNCIAVITAE
grade
Preferred source (of 5)‎

Novel Audio Features for Music Emotion Recognition

IEEE Transactions on Affective Computing
2020 | Journal article
SOURCE-WORK-ID:

cv-prod-id-2667195

EID:

2-s2.0-85044777756

Contributors: Panda, Renato; Malheiro, R.; Paiva, Rui Pedro
Source: check_circle
CIÊNCIAVITAE
grade
Preferred source (of 5)‎

VITASENIOR-MT: A distributed and scalable cloud-based telehealth solution

IEEE World Forum on Internet of Things (WF-IoT)
2019 | Conference paper
SOURCE-WORK-ID:

cv-prod-id-1569606

SOURCE-WORK-ID:

cv-prod-id-2666141

WOSUID:

WOS:000492865800142

OTHER-ID:

cv-prod-1517789

EID:

2-s2.0-85073907165

Contributors: Mendes, Diogo; Panda, Renato; Dias, Pedro; Jorge, Dário; António, Ricardo; Oliveira, Luís Miguel Lopes de; Pires, Gabriel
Source: check_circle
CIÊNCIAVITAE
grade
Preferred source (of 5)‎

Emotion-based Analysis and Classification of Audio Music

Universidade de Coimbra
2019-05-08 | Dissertation or Thesis
SOURCE-WORK-ID:

cv-prod-id-1569670

WOSUID:

GRANTS:15432802

OTHER-ID:

101448848

Contributors: Panda, Renato; Panda, Renato Eduardo Silva
Source: check_circle
CIÊNCIAVITAE
grade
Preferred source (of 4)‎

4Q audio emotion dataset (Russell's model) (2018)

2018 | Dataset
SOURCE-WORK-ID:

cv-prod-id-4095540

Contributors: Panda, Renato; Malheiro, Ricardo; Paiva, Rui Pedro
Source: check_circle
CIÊNCIAVITAE

Emotionally-Relevant Features for Classification and Regression of Music Lyrics

IEEE Transactions on Affective Computing
2018 | Journal article
SOURCE-WORK-ID:

cv-prod-id-2667193

WOSUID:

WOS:000433351100008

EID:

2-s2.0-85047880602

Contributors: Malheiro, Ricardo; Panda, Renato; Gomes, Paulo; Paiva, Rui Pedro
Source: check_circle
CIÊNCIAVITAE
grade
Preferred source (of 5)‎

VITASENIOR-MT: a telehealth solution for the elderly focused on the interaction with TV

Healthcom 2018
2018 | Conference paper
SOURCE-WORK-ID:

cv-prod-id-701674

EID:

2-s2.0-85058289721

WOSUID:

WOS:000517603800041

Contributors: Pires, Gabriel; Correia, Pedro; Jorge, Dário; Mendes, Diogo; Gomes, Nelson; Dias, Pedro; Ferreira, Pedro; et al.
Source: check_circle
CIÊNCIAVITAE
grade
Preferred source (of 5)‎

Musical Texture and Expressivity Features for Music Emotion Recognition

19th International Society for Music Information Retrieval Conference – ISMIR 2018
2018-09-23 | Conference paper
SOURCE-WORK-ID:

cv-prod-id-701672

EID:

2-s2.0-85069857501

Contributors: Panda, Renato; Malheiro, Ricardo; Paiva, Rui Pedro
Source: check_circle
CIÊNCIAVITAE
grade
Preferred source (of 4)‎

VITASENIOR-MT: Architecture of a Telehealth Solution

Conferência Gestão & Tecnologi@ - Criação de Valor em Saúde
2018-06-29 | Conference poster
SOURCE-WORK-ID:

cv-prod-id-2637795

Contributors: Pires, Gabriel; Lopes, Ana; Manso, António Manuel Rodrigues; Jorge, Dário; Mendes, Diogo; Almeida, Luis; Oliveira, Luís Miguel Lopes de; et al.
Source: check_circle
CIÊNCIAVITAE
grade
Preferred source (of 3)‎

Bi-Modal Music Emotion Recognition: Novel Lyrical Features and Dataset

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
2016 | Conference paper
SOURCE-WORK-ID:

cv-prod-id-701675

Contributors: Malheiro, Ricardo; Panda, Renato; Gomes, Paulo; Paiva, Rui Pedro
Source: check_circle
CIÊNCIAVITAE
grade
Preferred source (of 3)‎

Classification and regression of music lyrics: Emotionally-significant features

8th International Conference on Knowledge Discovery and Information Retrieval - KDIR 2016
2016 | Conference paper
SOURCE-WORK-ID:

cv-prod-id-701773

WOSUID:

WOS:000391111000003

EID:

2-s2.0-85006992540

Contributors: Malheiro, Ricardo; Panda, Renato; Gomes, Paulo; Paiva, Rui Pedro
Source: check_circle
CIÊNCIAVITAE
grade
Preferred source (of 5)‎

Music Emotion Recognition with Standard and Melodic Audio Features

Applied Artificial Intelligence
2015-04-18 | Journal article
SOURCE-WORK-ID:

cv-prod-id-701677

WOSUID:

WOS:000353403900001

EID:

2-s2.0-84928407823

Contributors: Panda, Renato; Rocha, Bruno; Paiva, Rui Pedro
Source: check_circle
CIÊNCIAVITAE
grade
Preferred source (of 5)‎

Dimensional Music Emotion Recognition: Combining Standard and Melodic Audio Features

10th International Symposium on Computer Music Multidisciplinary Research - CMMR 2013
2013 | Conference paper
SOURCE-WORK-ID:

cv-prod-id-701678

Contributors: Panda, Renato; Rocha, Bruno; Paiva, Rui Pedro
Source: check_circle
CIÊNCIAVITAE
grade
Preferred source (of 3)‎

Multi-Modal Music Emotion Recognition: A New Dataset, Methodology and Comparative Analysis

CMMR 2013
2013 | Conference paper
SOURCE-WORK-ID:

cv-prod-id-701679

SOURCE-WORK-ID:

cv-prod-id-2667192

Contributors: Panda, Renato; Malheiro, Ricardo; Rocha, Bruno; Oliveira, António Pedro; Paiva, Rui Pedro
Source: check_circle
CIÊNCIAVITAE
grade
Preferred source (of 3)‎

Music Emotion Recognition from Lyrics: A Comparative Study

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
2013 | Conference paper
SOURCE-WORK-ID:

cv-prod-id-701680

SOURCE-WORK-ID:

cv-prod-id-2667601

Contributors: Malheiro, Ricardo; Panda, Renato; Gomes, Paulo; Paiva, Rui Pedro
Source: check_circle
CIÊNCIAVITAE
grade
Preferred source (of 3)‎

Music Emotion Recognition: The Importance of Melodic Features

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
2013 | Conference paper
SOURCE-WORK-ID:

cv-prod-id-701681

Contributors: Rocha, Bruno; Panda, Renato; Paiva, Rui Pedro
Source: check_circle
CIÊNCIAVITAE
grade
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MIREX 2012: Mood Classification Tasks Submission

MIREX/ISMIR 2012
2012 | Conference paper
SOURCE-WORK-ID:

cv-prod-id-701682

Contributors: Panda, Renato; Paiva, Rui Pedro; Panda, Renato; Paiva, R.P.
Source: check_circle
CIÊNCIAVITAE
grade
Preferred source (of 3)‎

Music Emotion Classification: Analysis of a Classifier Ensemble Approach

5th International Workshop on Music and Machine Learning - MML 2012 - in conjunction with the 19th International Conference on Machine Learning - ICML 2012
2012 | Conference paper
SOURCE-WORK-ID:

cv-prod-id-701683

Contributors: Panda, Renato; Paiva, Rui Pedro
Source: check_circle
CIÊNCIAVITAE
grade
Preferred source (of 3)‎

Music Emotion Classification: Dataset Acquisition and Comparative Analysis

15th International Conference on Digital Audio Effects (DAFx 2012)
2012 | Conference paper
SOURCE-WORK-ID:

cv-prod-id-701774

EID:

2-s2.0-84872742305

EID:

2-s2.0-85139272532

Contributors: Panda, Renato; Paiva, Rui Pedro
Source: check_circle
CIÊNCIAVITAE
grade
Preferred source (of 4)‎

Automatic Creation of Mood Playlists in the Thayer Plane: A Methodology and a Comparative Study

8th Sound and Music Computing Conference (SMC2011)
2011 | Conference paper
SOURCE-WORK-ID:

cv-prod-id-2667588

SOURCE-WORK-ID:

cv-prod-id-701775

EID:

2-s2.0-84905170027

Part of ISSN: 2518-3672
Contributors: Panda, Renato; Paiva, Rui Pedro
Source: check_circle
CIÊNCIAVITAE
grade
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MOODetector: A Prototype Software Tool for Mood-based Playlist Generation

3º Simpósio de Informática - INForum 2011
2011 | Conference paper
SOURCE-WORK-ID:

cv-prod-id-701686

Contributors: Cardoso, Luís; Panda, Renato; Paiva, Rui Pedro
Source: check_circle
CIÊNCIAVITAE
grade
Preferred source (of 3)‎

Using Support Vector Machines for Automatic Mood Tracking in Audio Music

130th Audio Engineering Society Convention 2011 (AES 130)
2011 | Conference paper
SOURCE-WORK-ID:

cv-prod-id-701776

EID:

2-s2.0-84866035973

Part of ISBN: 9781617829253
Contributors: Panda, Renato; Paiva, Rui Pedro
Source: check_circle
CIÊNCIAVITAE
grade
Preferred source (of 4)‎

Automatic Mood Tracking in Audio Music

2010-07-01 | Other
Contributors: Panda, Renato Eduardo Silva
Source: Self-asserted source
Renato Panda via OpenAIRE Explore
grade
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Peer review (33 reviews for 13 publications/grants)

Review activity for Brazilian Archives of Biology and Technology. (1)
Review activity for EUSIPCO ... (1)
Review activity for IEEE access : (3)
Review activity for IEEE Mediterranean Electrotechnical Conference (1)
Review activity for IEEE signal processing letters. (1)
Review activity for IEEE transactions on affective computing. (7)
Review activity for IEEE transactions on multimedia. (2)
Review activity for IEEE/ACM transactions on audio, speech, and language processing. (3)
Review activity for International Conference on Affective Computing and Intelligent Interaction and workshops. (6)
Review activity for Journal of new music research. (3)
Review activity for Neural Processing Letters. (1)
Review activity for Neural processing letters. (1)
Review activity for Research on Biomedical Engineering. (3)