How you would modify the basic decision tree algorithm

Reference no: EM133140872 , Length: word count:1500

Assessment Description

Rule-based classifiers use a set of "if-then" rules, R = {R₁ ... R_m}, to match antecedents to consequents. A rule is typically expressed in the following form: IF Condition THEN Conclusion.

A decision tree may be viewed as a special case of a rule-based classifier, in which each path of the decision tree corresponds to a rule. For this assignment, you are going to apply decision tree and Naïve Bayes classification using the "Performance Decision Table."

Write a 1,250 to 1,500-word analysis. Let status be the class label attribute and include the following:

- Describe how you would modify the basic decision tree algorithm to take into consideration the count of each generalized data tuple (i.e., of each row entry).
- Use your algorithm to construct a decision tree from the given data.
- Given a data tuple having the values "systems," "26...30," and "46-50K" for the attributes department, age, and salary, respectively, what would a naïve Bayesian classification of the status for the tuple be? Research about probabilistic classification, which covers Naïve Bayes, and solve part (c).

Prepare this assignment according to the guidelines found in the APA Style Guide, located in the Student Success Center. An abstract is not required.

Reference no: EM133140872

Questions Cloud

Discuss the purposes of employee performance appraisal : a) Discuss the outcome of an effectively performed job analysis and explain how job analysis supports various human resource management functions

Is salim bound to give the money back to omar : Since he is a minor, his mother was his legally appointed guardian. Salim convinced Omar to give him loan of 20,000 OMR. Is Salim bound to give the money back

Compensation and turnover intention of employees : What is the link between compensation (salary and benefits) and Turnover intention of employees.

Calculate depreciation expense : The machine was expected to last five years and have a residual value of $13,000. Calculate depreciation expense for 2020 and 2021 to the nearest month

How you would modify the basic decision tree algorithm : Describe how you would modify the basic decision tree algorithm to take into consideration the count of each generalized data tuple (i.e., of each row entry)

What are the aims of education : What are the aims of education and does it prepare students for the world of work.

Why is internal and external consistency important : Why is internal and external consistency important in determining pay and benefits?

When theory and practice go astray : "In theory, there is no difference between theory and practice. But, in practice, there is."

What is the variable cost per unit for electricity : The following data pertain to activity and electricity costs for two recent years: Using the high-low method, what is the variable cost per unit for electricity

User Account

All Pages