Research output per year
Research output per year
Personal profile
Biography
Dr. Débora Corrêa earned her PhD in Applied Physics (Computational Physics) from the University of São Paulo (USP) in December 2012. She is enthusiastic about computer and data science and holds a BSc with Honours and an MSc in research in computer science.
Her research focuses on developing data-driven techniques to analyse large-scale temporal datasets comprising numerous variables, mixed data types, and resolutions. She has applied such techniques across diverse domains, including bioengineering, biomedical signal processing, music, audio signal analysis, and engineering systems.
In 2022, Dr Corrêa commenced a T&R appointment at the Department of Computer Science and Software Engineering at UWA and become a CI in the ARC Training Centre for Transforming Maintenance through Data Science (https://www.maintenance.org.au/dashboard.action).
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
Education/Academic qualification
Applied Physics (Computational Physics), Ph.D., Inteligência artificial aplicada à análise de gêneros musicais (original title). Artificial intelligence applied to the analysis of musical genres (English title)., Universidade de São Paulo
2008 → 2012
Computer Science, M.Sc. (dissertation), Sistema baseado em redes neurais para composição musical assistida por computador (original title) Neural network based systems for computer-aided musical composition (English title), Universidade Federal de São Carlos
2006 → 2008
Computer Science, B.S. (honours), COC University
2002 → 2005
Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Reservoir computing approaches to unsupervised concept drift detection in dynamical systems
Thorne, B. J., Corrêa, D. C., Zaitouny, A., Small, M. & Jüngling, T., Feb 2025, In: Chaos. 35, 2, 15 p., 023136.Research output: Contribution to journal › Article › peer-review
Open Access -
A Backpropagation Algorithm for Inferring Disentagled Nodal Dynamics and Connectivity Structure of Dynamical Networks
Tan, E., Correa, D., Stemler, T. & Small, M., 1 Jan 2024, In: IEEE Transactions on Network Science and Engineering. 11, 1, p. 613-624 12 p.Research output: Contribution to journal › Article › peer-review
Open AccessFile2 Citations (Scopus)189 Downloads (Pure) -
Erratum to selecting embedding delays: An overview of embedding techniques and a new method using persistent homology [Chaos: Interdiscip. J. Nonlin. Sci. 33(3), 24 (2023)
Tan, E., Algar, S., Corrêa, D., Small, M., Stemler, T. & Walker, D., Sept 2024, In: Chaos (Woodbury, N.Y.). 34, 9Research output: Contribution to journal › Comment/debate › peer-review
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Immune checkpoint therapy responders display early clonal expansion of tumor infiltrating lymphocytes
Kidman, J., Zemek, R. M., Sidhom, J. W., Correa, D., Principe, N., Sheikh, F., Fear, V. S., Forbes, C. A., Chopra, A., Boon, L., Zaitouny, A., de Jong, E., Holt, R. A., Jones, M., Millward, M. J., Lassmann, T., Forrest, A. R. R., Nowak, A. K., Watson, M. & Lake, R. A. & 2 others, , 26 Apr 2024, In: OncoImmunology. 13, 1, 14 p., 2345859.Research output: Contribution to journal › Article › peer-review
Open Access2 Citations (Scopus) -
Directed Acyclic Graph networks to characterize phase space evolution with application to musical composition and industrial maintenance
Walker, D., Correa, D. & Algar, S., Jan 2023, In: Expert Systems with Applications. 211, 118586.Research output: Contribution to journal › Article › peer-review
1 Citation (Scopus)
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TSuNAMi: Time Series Network Animal Modelling
Walker, D. (Investigator 01), Small, M. (Investigator 02), Correa, D. (Investigator 03) & Blache, D. (Investigator 04)
ARC Australian Research Council
1/09/20 → 31/08/25
Project: Research
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ARC Training Centre for Transforming Maintenance through Data Science
Rohl, A. (Investigator 01), Small, M. (Investigator 02), Hodkiewicz, M. (Investigator 03), Loxton, R. (Investigator 04), O'Halloran, K. (Investigator 05), Tan, T. (Investigator 06), Calo, V. (Investigator 07), Reynolds, M. (Investigator 08), Liu, W. (Investigator 09), While, R. (Investigator 10), French, T. (Investigator 11), Cripps, E. (Investigator 12), Cardell-Oliver, R. (Investigator 13) & Correa, D. (Investigator 14)
ARC Australian Research Council
1/01/19 → 31/12/25
Project: Research
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Mapping the effects of land clearing on temperature extremes across Oceania and Indonesia's deforestation hotspots
Thompson, S. (Investigator 01), Small, M. (Investigator 02), Correa, D. (Investigator 03) & Duncan, J. (Investigator 04)
1/08/20 → 31/07/21
Project: Research
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From flocking birds to swarming immune cells: Integrating mathematics and biology to understand a successful response to cancer immunotherapy
Chee, J. (Investigator 01), Zaitouny, A. (Investigator 02), De Jong, E. (Investigator 03) & Correa, D. (Investigator 04)
1/01/19 → 30/06/20
Project: Research
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Subsurface Big Data Visualisation and Analysis: Oil/Gas Reservoirs
Small, M. (Investigator 01), Portes dos Santos, L. (Investigator 02) & Correa, D. (Investigator 03)
20/12/18 → 19/12/19
Project: Research
Prizes
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Honorable Mention (paper)
Piazentin, J. (Recipient), Sikansi, F. (Recipient), Correa, D. (Recipient), Paulovich, F. (Recipient) & Paiva, A. (Recipient), 2015
Prize: Award
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Honorable Mention (paper)
Piazentin, J. (Recipient), Correa, D. (Recipient), Ferreira, M. (Recipient), Mello, R. (Recipient) & Nonato, L. (Recipient), 2015
Prize: Award
Activities
- 1 Collaboration on community events
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Girls' Programming Network
Correa, D. (Mentor)
2023 → …Activity: Service and engagement › Collaboration on community events
Press/Media
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Work has been published on The Conversation.
Correa, D., Thompson, S., Duncan, J. & Crompton, O.
16/11/21
1 Media contribution
Press/Media: Press / Media