Classification Algorithms Quiz

Which of the following is a statistical-based classification algorithm?

• K-Nearest Neighbors

• Naive Bayes

• Decision Tree

• Neural Network

In distance-based classification, which of the following is commonly used as a distance metric?

• Entropy

• Euclidean Distance

• Information Gain

• Learning Rate

Which algorithm is known for creating a tree-like model of decisions?

• Naive Bayes

• Decision Tree

• K-Nearest Neighbors

• Neural Network

The Perceptron is a building block of which classification algorithm?

• Decision Tree

• Neural Network

• Naive Bayes

• Rule-Based Classifier

Rule-based classifiers are best suited for:

• Continuous data

• Categorical data

• Unsupervised learning

• Clustering

Which of the following is a distance-based classifier?

• Decision Tree

• K-Nearest Neighbors

• Naive Bayes

• Random Forest

Entropy is used in which type of classification algorithm?

• Naive Bayes

• K-Nearest Neighbors

• Decision Tree

• Neural Network

Which algorithm is known for its probabilistic approach?

• Naive Bayes

• Decision Tree

• K-Nearest Neighbors

• Rule-Based Classifier

In Neural Networks, which function is used to introduce non-linearity?

• Mean Squared Error

• Activation Function

• Entropy

• Euclidean Distance

Which combining technique involves training multiple models and averaging their predictions?

• Boosting

• Bagging

• Stacking

• Decision Tree Pruning