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papers:aied2017:start [2017/04/01 23:43]
timotej
papers:aied2017:start [2017/07/18 17:16] (current)
timotej
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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://iaied.org/conf/event/14/|18th conference on AI in Education]]. 
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-  * [[https://ailab.si/git/aied2017.git/|Source code]] 
-  * Results ({{:papers:aied2017:results.tsv|.tsv}}, {{:papers:aied2017:results.ods|.ods}}) 
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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 were able to generate hints that were implemented by the student in some subsequent submission. 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 were able to generate hints that were implemented by the student in some subsequent submission.
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 +Paper presented at the [[http://iaied.org/conf/event/14/|18th conference on AI in Education]].
 +
 +  * {{:papers:aied2017:aied2017.pdf|Paper}}
 +  * [[https://ailab.si/code/aied2017.git/|Source code]]
 +  * Results ({{:papers:aied2017:results.tsv|.tsv}}, {{:papers:aied2017:results.ods|.ods}})
 +
  
papers/aied2017/start.1491083003.txt.gz · Last modified: 2017/04/01 23:43 by timotej