Explain how classification, regression, association rules and clustering can be applied in the education industry in...

Explain how classification, regression, association rules and clustering can be applied in the education industry in the context of the current situation of covid-19 pandemic ?

Expert Solution

Rahul Sunny answered 9 months ago

Using R to show how classification and clustering, can be applied to classify or cluster data....

Using R to show how classification and clustering, can be applied to classify or cluster data. Make sure to submit your data, results, plots, and your interpretation. a) Please use any dataset to conduct a classification analysis (logistic regression, random forest, or decision tree – better if you apply more than one method and compare) b) Please use any dataset to conduct a clustering analysis (kmeans or hierarchical or random forest – better if you apply more than one method...

Classification and Reg Tress + Association Rules Question 11 The number of association rules increases Additively...

Classification and Reg Tress + Association Rules Question 11 The number of association rules increases Additively with number of items Multiplicatively with number of items Exponentially with number of items Question 12 If there are k items, number of association rules formed is formulated as : 3^k - 2^(k-1) 3^k - 2^(k+1) + 1 3^k - 2^(k+1) - 1 3^k - 2^(k-1) + 1 Question 13 Consider the rules A -> B, B -> A, where A, B are two...

1. 3 types of machine learn algorithms - regression, clustering, and classification. Please give examples to...

1. 3 types of machine learn algorithms - regression, clustering, and classification. Please give examples to each of these algorithms to explain what business question can be answered by these algorithms. 2. Please describe the overfitting issue in supervised learning, and what method do we usually use to solve it. 3. Describe the definition and difference between supervised and unsupervised learning.

Regression Trees Explain how classification trees works. Given a classification tree, state the classification rule for...

Regression Trees Explain how classification trees works. Given a classification tree, state the classification rule for a particular leaf. List the two measures of impurities that were covered in class. Why do we prune trees? What are the advantages of single classification trees? The weaknesses?

How can Benner’s theory can be applied to nursing practice, education, and research?

IF–THEN rules can be used for classification. What are some performance measures that can be used...

IF–THEN rules can be used for classification. What are some performance measures that can be used to evaluate the accuracy of the rule, and how do these measures differ? What are the advantages and limitations of each performance measure? You should compare at least two performance measures for evaluating the performance of an IF–THEN rule.

Describe the product life cycle and how it can be applied to the hospitality industry.

How could a manufacturer use classification/clustering techniques to identify a new supplier for component parts?

Show how ( Chi-Square) can be applied, and how it may be used in any industry...

Show how ( Chi-Square) can be applied, and how it may be used in any industry of your choosing. Provide a brief description of what the “Chi-Square” distribution is used for, then provide the example, and then tell what that example showed. (Note: The answer has to be typed, not hand written nor in a picture.) Thank you.

Goal-Setting Theory can be applied in in many settings, including education. How can a college student...

Goal-Setting Theory can be applied in in many settings, including education. How can a college student implement Goal-Setting program to help acheive his/her goals? Describe two recommendations for an effective goal-setting program.

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