Ferramentas de visualiza??o e simula??o de programas na compreens?o de Fun??es de Ordem-Superior (Higher-Order Functions)

Detalhes bibliográficos
Ano de defesa: 2024
Autor(a) principal: Martins, Marcos Rog?rio lattes
Orientador(a): Duran, Rodrigo Silva lattes
Banca de defesa: Não Informado pela instituição
Tipo de documento: Dissertação
Tipo de acesso: Acesso aberto
Idioma: por
Instituição de defesa: Universidade Estadual de Feira de Santana
Programa de Pós-Graduação: Programa de P?s-Gradua??o em Ci?ncia da Computa??o
Departamento: DEPARTAMENTO DE CI?NCIAS EXATAS
País: Brasil
Palavras-chave em Português:
Palavras-chave em Inglês:
Área do conhecimento CNPq:
Link de acesso: http://tede2.uefs.br:8080/handle/tede/1844
Resumo: There is a growing demand for programming aimed at a target audience generally referred to as non-developers: individuals who use programming to solve tasks such as product recommendation, fraud detection, disease diagnosis, process optimization, file management, among others, but whose primary goal is not professional software development. The activities carried out by non-developers are often more related to the demands of organizing, transforming, and automating data processing than other programming constructs, giving rise to a new paradigm called Data Centrality, where different skills are the focal point of this audience. Therefore, it is imperative to provide efficient and effective computational tools that simply perform tasks involving complex data. Higher-Order Functions (HOFs) have become popular tools among non-developers to carry out such tasks. Despite their simplicity, research shows that students still struggle to understand and use HOFs. Based on the evidence supporting the use of program visualizers for code comprehension, we believe that simulating the concepts inherent to HOFs may contribute to a better understanding of their semantics. However, no visualization and simulation system currently described in the literature explicitly supports HOFs, and little research has been dedicated to their development and use. This work proposed adapting a visualization and simulation tool to incorporate HOF animations and empirically investigating which types of simulation might offer a better understanding of programs using this concept. In addition to the visualization adaptations, educational material for teaching HOFs was produced, along with an assessment tool that attempts to capture potential misconceptions about HOFs. Twenty-one students from various higher education institutions with experience in Python participated in the investigation. When comparing groups that used different types of simulations (intermediate and pictographic) with a control group, we found no significant differences in program comprehension. Further research is needed to replicate these results and investigate more deeply the users? engagement with the visualization tool and their behavior when using it.
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spelling Duran, Rodrigo Silvahttps://orcid.org/0000-0003-1840-2895http://lattes.cnpq.br/91778388648620149250822594816104http://lattes.cnpq.br/9250822594816104Martins, Marcos Rog?rio2025-06-16T17:04:11Z2024-09-13MARTINS, Marcos Rog?rio. Ferramentas de visualiza??o e simula??o de programas na compreens?o de Fun??es de Ordem-Superior (Higher-Order Functions), 2024, 121 f., Disserta??o (mestrado) - Programa de P?s-Gradua??o em Ci?ncia da Computa??o, Universidade Estadual de Feira de Santana, Feira de Santana.http://tede2.uefs.br:8080/handle/tede/1844There is a growing demand for programming aimed at a target audience generally referred to as non-developers: individuals who use programming to solve tasks such as product recommendation, fraud detection, disease diagnosis, process optimization, file management, among others, but whose primary goal is not professional software development. The activities carried out by non-developers are often more related to the demands of organizing, transforming, and automating data processing than other programming constructs, giving rise to a new paradigm called Data Centrality, where different skills are the focal point of this audience. Therefore, it is imperative to provide efficient and effective computational tools that simply perform tasks involving complex data. Higher-Order Functions (HOFs) have become popular tools among non-developers to carry out such tasks. Despite their simplicity, research shows that students still struggle to understand and use HOFs. Based on the evidence supporting the use of program visualizers for code comprehension, we believe that simulating the concepts inherent to HOFs may contribute to a better understanding of their semantics. However, no visualization and simulation system currently described in the literature explicitly supports HOFs, and little research has been dedicated to their development and use. This work proposed adapting a visualization and simulation tool to incorporate HOF animations and empirically investigating which types of simulation might offer a better understanding of programs using this concept. In addition to the visualization adaptations, educational material for teaching HOFs was produced, along with an assessment tool that attempts to capture potential misconceptions about HOFs. Twenty-one students from various higher education institutions with experience in Python participated in the investigation. When comparing groups that used different types of simulations (intermediate and pictographic) with a control group, we found no significant differences in program comprehension. Further research is needed to replicate these results and investigate more deeply the users? engagement with the visualization tool and their behavior when using it.H? uma demanda crescente por programa??o direcionada a um p?blico-alvo geralmente denominado de n?o-desenvolvedores: indiv?duos que utilizam a programa??o para resolver tarefas como recomenda??o de produtos, detec??o de fraudes, diagn?stico de doen?as, otimiza??o de processos, gerenciamento de arquivos, entre outras, mas que n?o possuem como principal objetivo o desenvolvimento de software profissional. Frequentemente, as atividades realizadas por n?o-desenvolvedores est?o relacionadas ?s demandas de organiza??o, transforma??o e automa??o do processamento de dados, do que com outros construtos de programa??o, originando um novo paradigma denominado de Centralidade de Dados, onde diferentes habilidades s?o o ponto focal deste p?blico. Desta forma, ? imperativo prover ferramentas computacionais eficientes e eficazes que realizem tarefas envolvendo dados complexos de forma simples, e as Fun??es de Ordem-Superior (FOS) tornaram-se ferramentas populares entre n?o-desenvolvedores para realizar tais tarefas. Apesar de sua simplicidade, pesquisas mostram que estudantes ainda possuem problemas em compreender e utilizar FOS. Partindo das evid?ncias que suportam o uso de visualizadores de programas para compreens?o de c?digo, acreditamos que simular os conceitos inerentes ?s FOS pode contribuir com uma melhor compreens?o de sua sem?ntica. No entanto, nenhum sistema de visualiza??o e simula??o descrito atualmente na literatura tem suporte expl?cito ?s FOS e pouca pesquisa tem sido dedicada ao seu desenvolvimento e uso. Este trabalho prop?s a adapta??o de uma ferramenta de visualiza??o e simula??o para incorporar anima??es de FOS e a investiga??o emp?rica de que tipos de simula??o podem oferecer uma melhor compreens?o de programas que se utilizam deste conceito. Al?m das adapta??es da visualiza??o, foi produzido material did?tico para o ensino de FOS e um instrumento avaliativo que tenta capturar potenciais concep??es incorretas sobre FOS.Participaram da investiga??o 21 estudantes de diversas institui??es de ensino superior com experi?ncia em Python. Ao comparar grupos que utilizaram diferentes tipos de simula??es (intermedi?ria e pictogr?fica) com um grupo controle, n?o encontramos diferen?as significativas na compreens?o de programas. Pesquisas futuras s?o necess?rias para replicar estes resultados e investigar mais profundamente o engajamento dos usu?rios com a ferramenta de visualiza??o e seu comportamento ao utiliz?-la.Submitted by Daniela Costa (dmscosta@uefs.br) on 2025-06-16T17:04:11Z No. of bitstreams: 1 Marcos Rog?rio Martins - Dissertacao.pdf: 3605573 bytes, checksum: 7b9f5feb8ba72e821e71c551152ae096 (MD5)Made available in DSpace on 2025-06-16T17:04:11Z (GMT). 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dc.title.por.fl_str_mv Ferramentas de visualiza??o e simula??o de programas na compreens?o de Fun??es de Ordem-Superior (Higher-Order Functions)
title Ferramentas de visualiza??o e simula??o de programas na compreens?o de Fun??es de Ordem-Superior (Higher-Order Functions)
spellingShingle Ferramentas de visualiza??o e simula??o de programas na compreens?o de Fun??es de Ordem-Superior (Higher-Order Functions)
Martins, Marcos Rog?rio
Higher-Order Functions
Fun??es de Ordem-Superior
Visualiza??o de programas
Higher-Order Functions
Program visualization
Program simulation
CIENCIAS EXATAS E DA TERRA::CIENCIA DA COMPUTACAO
title_short Ferramentas de visualiza??o e simula??o de programas na compreens?o de Fun??es de Ordem-Superior (Higher-Order Functions)
title_full Ferramentas de visualiza??o e simula??o de programas na compreens?o de Fun??es de Ordem-Superior (Higher-Order Functions)
title_fullStr Ferramentas de visualiza??o e simula??o de programas na compreens?o de Fun??es de Ordem-Superior (Higher-Order Functions)
title_full_unstemmed Ferramentas de visualiza??o e simula??o de programas na compreens?o de Fun??es de Ordem-Superior (Higher-Order Functions)
title_sort Ferramentas de visualiza??o e simula??o de programas na compreens?o de Fun??es de Ordem-Superior (Higher-Order Functions)
author Martins, Marcos Rog?rio
author_facet Martins, Marcos Rog?rio
author_role author
dc.contributor.advisor1.fl_str_mv Duran, Rodrigo Silva
dc.contributor.advisor1ID.fl_str_mv https://orcid.org/0000-0003-1840-2895
dc.contributor.advisor1Lattes.fl_str_mv http://lattes.cnpq.br/9177838864862014
dc.contributor.authorID.fl_str_mv 9250822594816104
dc.contributor.authorLattes.fl_str_mv http://lattes.cnpq.br/9250822594816104
dc.contributor.author.fl_str_mv Martins, Marcos Rog?rio
contributor_str_mv Duran, Rodrigo Silva
dc.subject.por.fl_str_mv Higher-Order Functions
Fun??es de Ordem-Superior
Visualiza??o de programas
topic Higher-Order Functions
Fun??es de Ordem-Superior
Visualiza??o de programas
Higher-Order Functions
Program visualization
Program simulation
CIENCIAS EXATAS E DA TERRA::CIENCIA DA COMPUTACAO
dc.subject.eng.fl_str_mv Higher-Order Functions
Program visualization
Program simulation
dc.subject.cnpq.fl_str_mv CIENCIAS EXATAS E DA TERRA::CIENCIA DA COMPUTACAO
description There is a growing demand for programming aimed at a target audience generally referred to as non-developers: individuals who use programming to solve tasks such as product recommendation, fraud detection, disease diagnosis, process optimization, file management, among others, but whose primary goal is not professional software development. The activities carried out by non-developers are often more related to the demands of organizing, transforming, and automating data processing than other programming constructs, giving rise to a new paradigm called Data Centrality, where different skills are the focal point of this audience. Therefore, it is imperative to provide efficient and effective computational tools that simply perform tasks involving complex data. Higher-Order Functions (HOFs) have become popular tools among non-developers to carry out such tasks. Despite their simplicity, research shows that students still struggle to understand and use HOFs. Based on the evidence supporting the use of program visualizers for code comprehension, we believe that simulating the concepts inherent to HOFs may contribute to a better understanding of their semantics. However, no visualization and simulation system currently described in the literature explicitly supports HOFs, and little research has been dedicated to their development and use. This work proposed adapting a visualization and simulation tool to incorporate HOF animations and empirically investigating which types of simulation might offer a better understanding of programs using this concept. In addition to the visualization adaptations, educational material for teaching HOFs was produced, along with an assessment tool that attempts to capture potential misconceptions about HOFs. Twenty-one students from various higher education institutions with experience in Python participated in the investigation. When comparing groups that used different types of simulations (intermediate and pictographic) with a control group, we found no significant differences in program comprehension. Further research is needed to replicate these results and investigate more deeply the users? engagement with the visualization tool and their behavior when using it.
publishDate 2024
dc.date.issued.fl_str_mv 2024-09-13
dc.date.accessioned.fl_str_mv 2025-06-16T17:04:11Z
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dc.identifier.citation.fl_str_mv MARTINS, Marcos Rog?rio. Ferramentas de visualiza??o e simula??o de programas na compreens?o de Fun??es de Ordem-Superior (Higher-Order Functions), 2024, 121 f., Disserta??o (mestrado) - Programa de P?s-Gradua??o em Ci?ncia da Computa??o, Universidade Estadual de Feira de Santana, Feira de Santana.
dc.identifier.uri.fl_str_mv http://tede2.uefs.br:8080/handle/tede/1844
identifier_str_mv MARTINS, Marcos Rog?rio. Ferramentas de visualiza??o e simula??o de programas na compreens?o de Fun??es de Ordem-Superior (Higher-Order Functions), 2024, 121 f., Disserta??o (mestrado) - Programa de P?s-Gradua??o em Ci?ncia da Computa??o, Universidade Estadual de Feira de Santana, Feira de Santana.
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