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Last updated on 2021-07-09.

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Fernanda Eustáquio

Master in Computer Science from the Department of Computer Science at Federal University of Bahia (UFBA). Since her undergraduate education in Computer Science at UFBA (2017), she researches unsupervised machine learning, fuzzy clustering (fuzzy c-means) and validation (internal clustering validity indices) of high-dimensional datasets.

Education

BSc in Computer Science

Federal University of Bahia (UFBA)

Salvador, Brazil

2012 - 2017

Thesis: Um estudo sobre índices de validação de agrupamento fuzzy para dados de alta dimensionalidade (https://repositorio.ufba.br/ri/handle/ri/24355)

MSc Degree in Computer Science - Computational Intelligence

Federal University of Bahia (UFBA)

Salvador, Brazil

2017 - 2020

Thesis: On Fuzzy Cluster Validity Indices For Soft Subspace Clustering Of High-Dimensional Datasets (http://repositorio.ufba.br/ri/handle/ri/33507)

Research Experience

Scholarship, Functional Placement: Exclusive Dedication - Fundação de Amparo à Pesquisa do Estado da Bahia, FAPESB

Federal University of Bahia (UFBA), Computer Science Department

Salvador, Brazil

2015 - 2016

Scholarship, Functional Placement: Exclusive Dedication - Coordination for the Improvement of Higher Education Personnel, CAPES

Federal University of Bahia (UFBA), Computer Science Department

Salvador, Brazil

2018 - 2019

Professional Experience

Data Curation Assistant - Type of contract: scholarship holder

Centro de Integração de Dados e Conhecimentos para Saúde (CIDACS) - Oswaldo Cruz Foundation

Salvador, Brazil

2020 - 2021

  • Data quality.
  • Write HTML data statistical descriptions.
  • Data inspection.
  • Health data.
  • Anonymization.

Reviewer Experience

Reviewer in some journals and conferences

Journal of Applied Bioinformatics & Computational Biology, International Journal of Electrical and Computer Engineering certificate and Encontro Nacional de Inteligência Artificial e Computacional (ENIAC).

N/A

2019 - 2020

Selected Publications and Posters

Evaluating the numerical instability in fuzzy clustering validation of high-dimensional data.

EUSTAQUIO, F. and NOGUEIRA, T. Theoretical Computer Science, vol. 805, pp. 19 - 36. doi.org/evaluating

N/A

2020

[dataset] Gaussian Mixture high-dimensional datasets.

EUSTAQUIO, F. Mendeley Data, V1. doi.org/gaussian

N/A

2020

On Monotonic Tendency of Some Fuzzy Cluster Validity Indices for High-Dimensional Data.

EUSTAQUIO, F. and NOGUEIRA, T. 7th Brazilian Conference on Intelligent Systems (BRACIS), pp. 558-563. doi.org/monotonic

São Paulo, Brazil

2018

On Fuzzy Cluster Validity Indexes for High Dimensional Feature Space.

EUSTAQUIO, F., NOGUEIRA, T., CAMARGO, H., and REZENDE, S. Springer International Publishing, pp. 12 - 23. doi.org/fuzzycluster

N/A

2017

Influência de Técnicas Não-supervisionadas de Redução de Dimensionalidade para Organização Flexível de Documentos (The Unsupervised Dimensionality Reduction Weight on Flexible Document Organization).

LIMA, B., EUSTAQUIO, F., and NOGUEIRA, T. Proceedings of the 11th Brazilian Symposium in Information and Human Language Technology (STIL), pp. 112 - 121. URL

Uberlância, Brazil

2017

Certificates and Worshops

Extension activity ACIEPE: Statistics for Data Science: Analysis and Visualization of Coronavirus Data (Workload: 60h)

Promoted by the Department of Economics of the Federal University of São Carlos (UFSCar) certificate

N/A

2021

Big Data Fundamentos 2.0 (Workload: 8h)

certificate

N/A

2020

Oral Presentation at BRACIS 2018

certificate

São Paulo, Brazil

2018

English extension course (Workload: 360h)

Promoted by the Núcleo Permanente de Extensão em Letras (NUPEL) of Federal University of Bahia certificate

Salvador, Brazil

2017

Languages

English B2 Upper Intermediate

certificate

N/A

2020

Awards

Destaque pelo subcomitê de Ciências Exatas e da Terra

No programa PIBIC 2015/2016, Coordenação de Iniciação à Pesquisa, Criação e Inovação. (https://drive.google.com/file/d/1L6-NIyM09KcKla3hB272RQZfsdAMrAqB/view?usp=sharing)

Salvador, Brazil

2015