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Using vapnik-chervonenkis dimension to analyze the testing complexity of program segments (1994).
| Content Provider | CiteSeerX |
|---|---|
| Author | Romanik, Kathleen Vitter, Jeffrey Scott |
| Abstract | We examine the complexity of testing different program constructs. We do this by defining a measure of testing complexity known as VCP-dimension, which is similar to the Vapnik-Chervonenkis dimension, and applying it to classes of programs, where all programs in a class share the same syntactic structure. VCP-dimension gives bounds on the number of test points needed to determine that a program is approximately correct, so by studying it for a class of programs we gain insight into the difficulty of testing the program construct represented by the class. We investigate the VCP-dimension of straight line code, if-thenelse statements, and for loops. We also compare the VCP-dimension of nested and sequential if-then-else statements as well as that of two types of for loops with embedded if-then-else statements. Finally, we perform an empirical study to estimate the expected complexity of straight line code. |
| File Format | |
| Publisher Date | 1994-01-01 |
| Access Restriction | Open |
| Content Type | Text |