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Human development analysis through interactive data visualization (2022)

  • Autores:
  • Autor USP: SANTOS, ÁTHILA QUARESMA - ICMC
  • Unidade: ICMC
  • Assuntos: INTELIGÊNCIA ARTIFICIAL; MINERAÇÃO DE DADOS; METODOLOGIA E TÉCNICAS DE COMPUTAÇÃO
  • Idioma: Inglês
  • Resumo: Data visualization has been gaining momentum over the last years. The global expected market revenue for 2023 is expected to be 7.76 billion U.S. dollars. On the other hand, the amount of available data in different applications are increasing exponentially. Nevertheless, there is still lack of generic and interactive platforms with user friendly interface that uses open-source frameworks and are able to process high-dimension and high volume of data. As an alternative, we purpose a data visualization solution to study the world bank information with focus on the Human Development datasets to provide analysis of future trends and comparison capabilities. A data visualization platform based on the open-source framework Python-Dash was developed. The platform is accessible through a web interface providing easy access, connectivity, environment independence, and no need for software or hardware installation on the client side. The flexibility is provided by multiple functionalities that allows easy to select features and components. Several visualization techniques are provided based on non-supervised learning, such as correlation, scatter matrix and the 2D projection using the t-Distributed Stochastic Neighbor Embedding algorithm. The results show an easy to use and rich knowledge extraction platform. We hope that the proposed solution helps stakeholders in decision making process while providing flexibility to implement data visualization techniques applied to human development applications.
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    • ABNT

      SANTOS, Athila Quaresma. Human development analysis through interactive data visualization. 2022. Trabalho de Conclusão de Curso (MBA) – Instituto de Ciências Matemáticas e de Computação, Universidade de São Paulo, São Carlos, 2022. Disponível em: https://bdta.abcd.usp.br/directbitstream/c91d11c4-c051-499c-b98f-2660fb2abd96/Athila%20Santos_Athila_TCC_Final_206381.pdf. Acesso em: 27 maio 2024.
    • APA

      Santos, A. Q. (2022). Human development analysis through interactive data visualization (Trabalho de Conclusão de Curso (MBA). Instituto de Ciências Matemáticas e de Computação, Universidade de São Paulo, São Carlos. Recuperado de https://bdta.abcd.usp.br/directbitstream/c91d11c4-c051-499c-b98f-2660fb2abd96/Athila%20Santos_Athila_TCC_Final_206381.pdf
    • NLM

      Santos AQ. Human development analysis through interactive data visualization [Internet]. 2022 ;[citado 2024 maio 27 ] Available from: https://bdta.abcd.usp.br/directbitstream/c91d11c4-c051-499c-b98f-2660fb2abd96/Athila%20Santos_Athila_TCC_Final_206381.pdf
    • Vancouver

      Santos AQ. Human development analysis through interactive data visualization [Internet]. 2022 ;[citado 2024 maio 27 ] Available from: https://bdta.abcd.usp.br/directbitstream/c91d11c4-c051-499c-b98f-2660fb2abd96/Athila%20Santos_Athila_TCC_Final_206381.pdf

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