Podcast Beta
Questions and Answers
What is one of the advantages of using decision trees in machine learning?
Which technique is crucial for assessing the accuracy and generalizability of machine learning models?
What is a common limitation associated with decision trees in machine learning?
What is a key advantage of decision trees in image classification?
Signup and view all the answers
What is a disadvantage of decision trees in image classification as mentioned in the text?
Signup and view all the answers
How does unsupervised image classification differ from decision trees?
Signup and view all the answers
Which clustering algorithm is known for its flexibility in allowing cluster merging and splitting?
Signup and view all the answers
What is a disadvantage of hierarchical clustering mentioned in the text?
Signup and view all the answers
Which clustering algorithm does not need the collection of training samples?
Signup and view all the answers
What is a key challenge mentioned for users of unsupervised classification algorithms?
Signup and view all the answers
What is the key difference between supervised and unsupervised classification methods in GIS?
Signup and view all the answers
Which step is NOT part of the process for supervised classification in GIS?
Signup and view all the answers
What is the primary assumption of the maximum likelihood classifier used in supervised classification?
Signup and view all the answers
What is the main objective of support vector machines in supervised classification?
Signup and view all the answers
What is the main difference between supervised and unsupervised classification?
Signup and view all the answers
Which of the following accurately describes the user involvement in supervised and unsupervised classification?
Signup and view all the answers
What is a key advantage of supervised classification over unsupervised classification?
Signup and view all the answers
Which statement best describes the difference in complexity between supervised and unsupervised classification?
Signup and view all the answers