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Title:      ESTIMATION OF PROGRAMMING LOGICS OF RESPECTIVE LEARNERS BASED ON ANALYSIS OF SYNTAX TREES
Author(s):      Mitsuhiro Sato, Ryo Onuma, Sho Onami, Hiroki Nakayama, Hiroaki Kaminaga, Youzou Miyadera and Shoichi Nakamura
ISBN:      978-989-8704-71-9
Editors:      Paula Miranda and Pedro IsaĆ­as
Year:      2025
Edition:      Single
Keywords:      Programming Logics, Similarity of Syntax Trees, Incomplete Source Codes, Support for Programming Exercise
Type:      Full Paper
First Page:      52
Last Page:      58
Language:      English
Cover:      cover          
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Paper Abstract:      Programming exercises have become more widely implemented at universities and other educational institutions. In programming exercises, it is necessary for professors to effectively instruct learners depending on the situations of individual learners. However, under the restriction of a small number of professors handling a large number of learners, it is difficult to fully grasp the situation of individual learners. In particular, the direction to construct a program (called programming logic) differs by individual learners even for the same challenge in the exercise. In this research, we have been aiming at developing methods for automatically estimating programming logics of individual learners from their incomplete source codes. This paper mainly describes methods for logic estimation on the basis of analyzing syntax trees. Finally, we describe experiments using the prototype and discuss the features of our methods.
   

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