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CT-AI · Question #91

Which ONE of the below statements BEST describes how combinatorial testing can be applied to AI-based systems?

The correct answer is C. Inputs to the system and environment factors can be considered parameters for pairwise tests. Combinatorial testing involves testing different combinations of input parameters to ensure coverage of various interactions. In the case of AI-based systems, inputs to the system (such as data features) and environment factors (like conditions under which the system operates)…

Specific Approaches to Testing AI-based Systems

Question

Which ONE of the below statements BEST describes how combinatorial testing can be applied to AI-based systems?

Options

  • AEach neuron can be treated as a parameter for pairwise tests
  • BTwo variants of the system can be used and compared
  • CInputs to the system and environment factors can be considered parameters for pairwise tests
  • DCombinatorial testing cannot yet be applied to AI

How the community answered

(52 responses)
  • A
    6% (3)
  • B
    2% (1)
  • C
    83% (43)
  • D
    10% (5)

Explanation

Combinatorial testing involves testing different combinations of input parameters to ensure coverage of various interactions. In the case of AI-based systems, inputs to the system (such as data features) and environment factors (like conditions under which the system operates) can be considered parameters for pairwise tests. This ensures that different combinations of inputs and environmental factors are tested for their effect on the system's behavior.

Topics

#combinatorial testing#pairwise testing#input parameters#AI testing techniques

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