The GATE Grind

GATE Artificial Intelligence: Reasoning under uncertainty: Bayesian networks and inference – Previous Year Questions

3 GATE previous year questions on Reasoning under uncertainty: Bayesian networks and inference (Artificial Intelligence, Data Science and Artificial Intelligence) with answers and explanations, from every paper.

  1. GATE 2024 DA Q24 (1 mark, Multiple choice) – Consider five random variables U, V, W, X, and Y whose joint distribution satisfies: P(U, V, W, X, Y) = P(U)P(V)P(W U, V)P(X W)P(Y W) Which ONE of the…
  2. GATE 2024 DA Q64 (2 marks, Numerical answer) – Given the following Bayesian Network consisting of four Bernoulli random variables and the associated conditional probability tables: [Figure: a…
  3. GATE 2025 DA Q26 (1 mark, Multiple select) – Which of the following statements is/are correct in a Bayesian network?