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====== Automatic extraction of AST patterns for debugging student programs ====== | ====== Automatic extraction of AST patterns for debugging student programs ====== | ||
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- | Paper presented at the [[http:// | ||
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- | ===== Abstract ===== | ||
When implementing a programming tutor, it is often difficult to manually consider all possible errors encountered by students. An alternative is to automatically learn a bug library of erroneous patterns from students’ programs. | When implementing a programming tutor, it is often difficult to manually consider all possible errors encountered by students. An alternative is to automatically learn a bug library of erroneous patterns from students’ programs. | ||
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We evaluated our approach on past student programming data for a number of Prolog problems. For 31 out of 44 problems, the induced rules correctly classified over 85% of programs based only on their structural features. For approximately 73% of incorrect submissions, | We evaluated our approach on past student programming data for a number of Prolog problems. For 31 out of 44 problems, the induced rules correctly classified over 85% of programs based only on their structural features. For approximately 73% of incorrect submissions, | ||
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+ | Paper presented at the [[http:// | ||
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+ | * {{: | ||
+ | * [[https:// | ||
+ | * Results ({{: | ||
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