The process of removing details from a given state representation is called…

2020

The process of removing details from a given state representation is called _____

  1. A.

    Extraction

  2. B.

    Mining

  3. C.

    Selection

  4. D.

    Abstraction

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Correct answer: D

Answer: Abstraction — the process of removing or hiding unnecessary details from a state representation so that only relevant features remain.

Why this is correct: Abstraction simplifies a representation by omitting irrelevant information, making models easier to understand and work with.

  • Definition: Removing or hiding details to create a simpler representation of a system or state.

  • Example: A road map represents streets and intersections but omits building interiors and furniture.

  • In computing: Using a high-level interface that hides implementation details is an instance of abstraction.

Why the other answers are incorrect:

  • Extraction: Refers to pulling out or deriving data/features, not the act of simplifying a representation by hiding details.

  • Mining: Refers to discovering patterns or knowledge from data (for example, data mining), not removing details from a representation.

  • Selection: Means choosing a subset of items; it can remove elements but does not express the broader concept of hiding irrelevant detail to simplify a representation.

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