Select one from any of the most popular Data Mining algorithms as enumerated below. Explore how the algorithm works by providing real-life examples. Discuss in your write-up how your input data is analyzed to generate the desired output. You may need to provide illustration to simplify you discussion. Use any report format.
Direction:
Select one from any of the most popular Data Mining algorithms as enumerated below. Explore how the
Supervised Learning:
1. Classification Algorithms
a. Logistic Regression Tree
b. Decision Tree
c. Random Forest
d. Naïve Bayes Classifier
e. Support
2. Regression Algorithms
a. Polynomial regression
b. Ridge Regression
c. Lasso Regression
d. Elastic Net Regression
Unsupervised Learning:
Clustering
1. Hierarchical clustering
a. Agglomerative
b. Divisive
2. Partitional Clustering
a. K-means
b. Fuzzy C means
Recommended Systems:
1. Collaborative Filtering
2. Association Rule
a. Market Basket Analysis
b. Apriori Algorithm
Step by step
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