Answered step by step
Verified Expert Solution
Link Copied!

Question

1 Approved Answer

Algorithm Accuracy Sensitivity/Recall Precision F-Measure ROC Area Rule-based RIPPER(JRip) 80.8581% 0.809 0.809 0.809 0.805 PART 78.5479% 0.785 0.786 0.786 0.781 Decision Table 81.8482% 0.818 0.823

Algorithm Accuracy Sensitivity/Recall Precision F-Measure ROC Area
Rule-based
RIPPER(JRip) 80.8581% 0.809 0.809 0.809 0.805
PART 78.5479% 0.785 0.786 0.786 0.781
Decision Table 81.8482% 0.818 0.823 0.817 0.867
Trees
Random Forest 82.1782% 0.822 0.822 0.821 0.903
J48 78.5479% 0.785 0.785 0.785 0.804
Random Tree 74.5875% 0.746 0.745 0.745 0.748
Functions
Artificial Neural Network (multilayer perception) 78.8779% 0.789 0.789 0.788 0.869
Simple Logistics 83.8284% 0.838 0.838 0.838 0.896
Bayes
Nave Bayes 83.4983% 0.835 0.836 0.834 0.894

Analyze the results in the table above. Explain in detail the performance of the above classifiers by comparing the classifier types . Select 1 classifier that is better suited for the dataset, that you wish to recommend, based on what measure(s) and why.

Step by Step Solution

There are 3 Steps involved in it

Step: 1

blur-text-image

Get Instant Access to Expert-Tailored Solutions

See step-by-step solutions with expert insights and AI powered tools for academic success

Step: 2

blur-text-image

Step: 3

blur-text-image

Ace Your Homework with AI

Get the answers you need in no time with our AI-driven, step-by-step assistance

Get Started

Recommended Textbook for

OM operations management

Authors: David Alan Collier, James R. Evans

5th edition

1285451376, 978-1285451374

More Books

Students also viewed these General Management questions

Question

What is your greatest strength?

Answered: 1 week ago

Question

Performance criteria and job standards that should be considered

Answered: 1 week ago

Question

Training of supervisors in conducting appraisals

Answered: 1 week ago

Question

Counseling to help poor performers improve

Answered: 1 week ago