Question

Which among the following methods enable identification of learning opportunities in machine learning in cognitive radio?

(a) Gamma distribution

(b) Joint probability statistics

(c) Variance

(d) Uniform distribution

The question was asked in semester exam.

This interesting question is from Architecture topic in portion Cognitive Radio Architecture of Cognitive Radio

Answer 1

The correct answer is:

(b) Joint probability statistics

Joint probability statistics is commonly used to identify learning opportunities in machine learning, especially in the context of cognitive radio. By analyzing the joint probability distributions of different system parameters, cognitive radios can learn about the relationships and dependencies between variables, which can guide decision-making and adaptation to dynamic environments. This method helps to capture the joint behavior of multiple variables, which is key to effective learning in cognitive radio systems.