Tesis
Insight : uma abordagem guiada pela informação para análise qualitativa com suporte de visualização e mineração de texto
Fecha
2014-08-25Registro en:
Autor
Hernandes, Elis Cristina Montoro
Institución
Resumen
Usually, experimental studies that are conducted to generate evidences on the different
scientific fields produce many qualitative data to be analyzed by researchers. For instance, this is
the case of defects lists generated from the software inspection activity, which defects consist of
qualitative data that should be discussed and classified. This scenario was experienced during the
Readers Project, where defects lists have token long time to be analyzed, sometimes hours or days,
making the decisions about defects difficult. Moreover, feedback questionnaires deserved a careful
analysis, since they carried relevant information about the experimental study. Aim: Driven by the
described situation this research aimed to support the qualitative analysis conduction in an
information-guided way, using visualization and text mining techniques to enable it. This approach
allows software inspection defects described similarly be analyzed together, due to the use of these
techniques, which may allow the homogeneity of the decisions about them. The same happens in
the context of feedback questionnaires. Methodology: Based on the objective, the ways that
visualization and text mining could contribute to become qualitative analysis more effective and
efficient were investigated and designed. Considering it, the Insight tool was developed to enable
the information-guided qualitative analysis. Experimental studies were conducted to validate and
evaluate the approach on different contexts. Results: Four experimental studies were conducted:
(i) a feasibility study conducted with text documents which gave evidences that the use of
visualization and text mining met previous expectations and was feasible to be employed; (ii) a
study in the context of software inspection which, although the quantitative data did not present
statistical significance, the descriptive statistics and feedback questionnaires analysis gave
evidences that visualization and text mining makes the qualitative analysis effective and efficient;
(iii) a study in the context of questionnaires, which results were similar to the previous study; (iv)
a case study in the context of qualitative analysis of long text documents which gave evidences
about the utility and ease of use of the approach. Conclusion: Under the different contexts of
evaluation, the Insight, an information-guided qualitative analysis approach that is based on
visualization and text mining, gave evidences about the improvements on efficiency and
effectiveness. Adding to its relevance in software engineering area, this research also contributes
to other scientific fields, which often claim for technological support to conduct their research.
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