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FAI2526_​26

Data Understanding

Data Preparing

Manual k selection

Due to compatibility issues with the Sum of Squares component, the elbow method could not be applied. Instead, k-Means was run manually for k=2 to 5 and k=3 was selected based on cluster distinctiveness and business interpretability

Hierarchical Clustering

Hierarchical Clustering using complete linkage. Number of clusters determined by analysing the dendrogram — k=3 selected based on the largest gap between merges

Data Understanding

Data Preparing

Decision Tree

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K-Nearest Neighbor

Final Prediction

Sum of Squares
Line Plot
Table View
Loop End
Table View
HC
Histogram
GroupBy
Numeric Outliers
Table Partitioner
Normalizer
Numeric Outliers (Apply)
Normalizer (Apply)
Column Filter
Column Filter
Decision Tree Learner
Linear Correlation
Number to String
Number to String
Scorer
Excel Reader
Decision Tree Predictor
Excel Reader
Statistics
Binary Classification Inspector
Statistics
Box Plot
Box Plot
Histogram
Scorer
K Nearest Neighbor
Variable to Table Column
Interval Loop Start
Interval Loop Start
Loop End
Loop End
Variable to Table Column
Normalizer
Numeric Outliers
Column Filter
HC Dendrogram
Column Filter
Numeric Outliers
k-Means (deprecated)
GroupBy
Normalizer
Decision Tree Predictor
Linear Correlation
Column Renamer
Interval Loop Start
Column Filter
CSV Writer

Nodes

Extensions

Links