Java Reference
In-Depth Information
Table 17-2
Data mining standards technology and capability comparison
PMML
XML representations
for…
SQL/MM
SQL Object
interfaces for…
JDM
Java interfaces for…
CWM
Metadata for…
Technology
Transfor-
mations
DME automated
or external
Provided as
Derived Fields
Transformation
metadata
N/S
Can leverage
SQL
Mining
Functions
Classification
Classification:
algorithm-specific
Regression and
General Regression
Classification
Classification
Regression
Approximation
Regression
Attribute
Importance
Association
Clustering
Attribute
Importance
Association
Clustering
Association Rules
Clustering
Sequence Analysis
Association
Clustering
Mining
Algo-
rithms
Decision Tree
Naïve Bayes
Decision Tree
Naïve Bayes
Decision Tree
Naïve Bayes
N/S
Implementation
defined
Neural Network
SVM
k -Means
Neural Network
SVM
Neural Network
k -Means
Rule Set
Self-Organizing Map
Competitive Learn-
ing
Names definition only
Tasks
Model Build
Model Test
Model Apply
Export
Import
Compute Statis-
tics
N/A
Model Build
Model Test
Model Lift
Model Apply
Model Build
Model Test
Model Apply
Ensembles
N/S
Model Composition
N/S
N/S
Statistics
Univariate
Univariate
N/S
N/S
Test
Metrics
Confusion Matrix
Lift
ROC
N/A
Confusion Matrix
Lift
Confusion
Matrix
Lift
N/A Not applicable
N/S Not specified
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