Machine Learning: MCQs Set – 05

Q41: Both supervised learning and unsupervised clustering necessitate the use of at least one

• (A) Hidden attribute
• (B) Output attribute
• (C) Input attribute
• (D) Categorical attribute

Q42: Grid search is

• (A) Linear in D and Polynomial in D
• (B) Polynomial in D
• (C) Exponential in D and Linear in N
• (D) Polynomial in D and Linear in N

Q43: The leaf nodes of a model tree are

• (A) averages of numeric output attribute values
• (B) nonlinear regression equations
• (C) linear regression equations
• (D) sums of numeric output attribute values

Q44: Which of the following statements regarding outliers is correct?

• (A) Outliers should be identified and removed from a dataset
• (B) Outliers should be part of the training dataset but should not be present in the test data
• (C) Outliers should be part of the test dataset but should not be present in the training data
• (D) The nature of the problem determines how outliers are used

• (A) 1 and 3
• (B) 1 and 4
• (C) 2 and 3
• (D) 2 and 4

Q46: What are the factors to select the depth of neural network? (1). Type of neural network (eg. MLP, CNN etc) (2). Input data (3). Computation power, i.e. Hardware capabilities and software capabilities (4). Learning Rate

• (A) 1, 2, 4, 5
• (B) 2, 3, 4, 5
• (C) 1, 3, 4, 5
• (D) All of these

Q47:We calculate a low-rank approximation to a term-document matrix in latent semantic indexing. Which of the following is the reason for the low-rank reconstruction?

• (A) Finding documents that are related to each other, e.g. of a similar genre
• (B) The low-rank approximation provides a lossless method for compressing an input matrix
• (C) In many applications, some principal components encode noise rather than meaningful structure
• (D) Low-rank approximation enables discovery of nonlinear relations

• (A) 1/2
• (B) 3/8
• (C) 7/16
• (D) 9/16

• (A) 1/2
• (B) 1/3
• (C) 5/8
• (D) 1/8

Q50: Which of the following are not classification problems?

• (A) Predicting price of house
• (B) Predicting patient has tumor
• (C) Predicting who will hold the title in football league
• (D) Predicting percentage of student for next semester