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A Structural Approach to Assess Graph-Based Exercises

Title
A Structural Approach to Assess Graph-Based Exercises
Type
Article in International Conference Proceedings Book
Year
2015
Authors
Sousa, R
(Author)
Other
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José Paulo Leal
(Author)
FCUP
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Conference proceedings International
Pages: 182-193
4th International Symposium on Languages, Applications and Technologies (SLATE)
Complutense Univ Madrid, Fac Philol, Madrid, SPAIN, JUN 18-19, 2015
Other information
Authenticus ID: P-00K-2X2
Abstract (EN): This paper proposes a structure driven approach to assess graph-based exercises. Given two graphs, a solution and an attempt of a student, this approach computes a mapping between the node sets of both graphs that maximizes the student's grade, as well as a description of the differences between the two graph. The proposed algorithm uses heuristics to test the most promising mappings first and prune the remaining when it is sure that a better mapping cannot be computed. The proposed algorithm is applicable to any type of document that can be parsed into its graph-inspired data model. This data model is able to accommodate diagram languages, such as UML or ER diagrams, for which this kind of assessment is typically used. However, the motivation for developing this algorithm is to combine it with other assessment models, such as the test case model used for programming language assessment. The proposed algorithm was validated with thousands of graphs with different features produced by a synthetic data generator. Several experiments were designed to analyse the impact of different features such as graph size, and amount of difference between solution and attempt.
Language: English
Type (Professor's evaluation): Scientific
No. of pages: 12
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