Regression Techniques Quiz

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Questions and Answers

Which of the following regression techniques has more than one independent variable?

  • Polynomial regression
  • Multivariate linear regression (correct)
  • Logistic regression
  • Simple linear regression

What does 'Auk Caplot a.ay)' denote in the given text?

  • The shape of the regression line
  • The type of regression model used
  • The set of parameters of the model (correct)
  • The number of independent variables in the model

What is the assumed relation between the independent variable(s) and the dependent variable in polynomial regression?

  • y = a + a₁x₁ + a₂x₂ + ... + aₙxₙ
  • y = a + bx
  • Certain probability distributions
  • y = aₒ + a₁x + a₂x² + ... + aₙxⁿ (correct)

What is the key characteristic of the dependent variable in logistic regression?

<p>Categorical (D)</p> Signup and view all the answers

What are the three main aspects in which different regression techniques mostly differ?

<p>The number and type of independent variables, the type of dependent variables, and the shape of the regression line (A)</p> Signup and view all the answers

What is the assumed relation between the independent variable and the dependent variable in simple linear regression?

<p>y = a + bx (A)</p> Signup and view all the answers

What is a key distinguishing factor between simple linear regression and polynomial regression?

<p>The shape of the regression line (B)</p> Signup and view all the answers

In multivariate linear regression, how is the relationship between the independent variables and dependent variable structured?

<p>y = a0 + a1x1 + a2x2 + ... + anxn (C)</p> Signup and view all the answers

What distinguishes logistic regression from other regression techniques?

<p>It involves binary dependent variables (A)</p> Signup and view all the answers

Which type of regression technique would be most suitable for predicting the probability of a binary outcome?

<p>Logistic regression (B)</p> Signup and view all the answers

What does the parameter set 'a.ay)' denote in the context of regression models?

<p>Model parameters (D)</p> Signup and view all the answers

What fundamental characteristic defines the different types of learning in machine learning algorithms?

<p>The nature of the output (C)</p> Signup and view all the answers

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