Reference no: EM133136389 , Length: word count:1500
Assessment Description
ChiMerge is a supervised, bottom-up (i.e., merge-based) data discretization method. It relies on X2 (squared) analysis: adjacent intervals with the least X2 values are together merged until the stopping criterion is satisfied.
Write a 1,000 to 1,500-word report that addresses the following:
• Research and describe how ChiMerge works.
• Take the IRIS data set, obtained from the "UCI Machine Learning Repository," located in the Topic Materials, as a data set to be discretized. Perform data discretization for each of the four numerical attributes using the ChiMerge method. (Let the stopping criteria max-interval = 6.) You need to write a small program to do this to avoid clumsy numerical computation. Submit your simple analysis and your test results: split points, final intervals, and the documented source program.
• Describe the analysis of the data and discuss if it follows an ethically sustainable way through a Christian worldview.
• Explain how you applied ethical judgment to comply with regulations and standards by articulating the knowledge of contemporary issues.
Prepare this assignment according to the guidelines found in the APA Style Guide, located in the Student Success Center. An abstract is not required.
You are required to submit this assignment to LopesWrite. A link to the LopesWrite Technical Support Articles is located in Class Resources if you need assistance.
Benchmark Information
This benchmark assignment assesses the following programmatic competencies:
MS Data Science
5.2 Apply structured approach to use cases analysis in business and industry.
6.1 Determine whether or not a new data-driven process is using customer data in an ethically sustainable way.
6.2 Demonstrate ethical judgment to comply with legislation, regulations, and standards by articulating the knowledge of contemporary issues.
Perform Data Discretion (B)
Analysis of the Data (B)
Complying with Regulations and Standards (B)
Testing and Validating the Program
Mechanics of Writing
Documentation of Sources
Attachment:- Assignment - Using ChiMerge Method.rar
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