Which of the following is an example of a deterministic algorithm? A) PCA B) K-Means C) None of the above
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Answer:
The answer is option A) PCA
Explanation:
- In computer science a deterministic algorithm is a algorithm in which same out put is comes for a given input for any number of times
- PCA is the one of example for a deterministic algorithm
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Explanation for correct option
A:
- In computer science, a deterministic algorithm is one that produces the same output for any number of inputs.
- Principal Component Analysis, or PCA, is an unsupervised learning algorithm used in machine learning to reduce dimensionality.
- PCA is a deterministic algorithm that does not require parameters to be initialised and does not have the local minima problem that most machine learning algorithms do.
Explanation for incorrect option
B:
- The k-means clustering algorithm is non-deterministic.
- Non-deterministic algorithm means that running the algorithm on the same data multiple times may yield different results.
- K-Means is non-deterministic due to the random selection of data points as initial centroids.
Hence, option A is correct.
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