Question
an artificial intelligence simple question Summary Using two public domain datasets, we use four or more classifiers to compare the performance of each classifier and
an artificial intelligence simple question
Summary
Using two public domain datasets, we use four or more classifiers to compare the performance of each classifier and do all the analysis for the dataset. The purpose of this task is not merely to present the results of the program, but to determine the nature of the dataset. Each student should show the maximum amount of data analysis.
Datasets
Select two datasets from the UCI Machine Learning Repository (http://archive.ics.uci.edu/ml/)
# Attributes and # instances are not too few data
Data that contains at least one multi-variate
Tools
Various tools available
Weka. (Data format must be changed)
Other data analysis, machine learning tools
Or, your own data analysis code
Analysis and evaluation
A 'comparative analysis' of the results using at least four different classifiers
By using the analysis results, you should try to analyze the dataset itself.
The final evaluation should use cross-validation.
An overfitting perspective should be used in the evaluation analysis.
Use the result of zeroR, oneR as the baseline.
Report
Experiment summary of one page
Description of the data
Why we chose datasets
Experimental design and method. Progress Details specifically.
The results of the comparative analysis (in-depth 'comparison' analysis of four or more classifier experiments for two data sets)
conclusion
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