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Instant Weka How-to
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Instant Weka How-to
by Boštjan Kaluža
Instant Weka How-to
Instant Weka How-to
Instant Weka How-to
Credits
About the Author
About the Reviewer
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Preface
What this book covers
What you need for this book
Who this book is for
Conventions
Reader feedback
Customer support
Downloading the example code
Errata
Piracy
Questions
1. Instant Weka How-to
Starting with Java and Weka (Simple)
Getting ready
How to do it...
How it works...
There's more...
Check if JDK is installed
Working with Eclipse
Loading the data (Simple)
How to do it...
How it works...
There's more...
Creating a dataset in runtime
Saving the dataset to ARFF file
Filtering attributes (Simple)
How to do it...
How it works...
There's more...
Attribute discretization
Classifier-specific filter
Selecting attributes (Intermediate)
Getting ready
How to do it...
How it works...
There's more...
Select attributes using information gain
Principal component analysis
Classifier-specific selection
Training a classifier (Simple)
Getting ready
How to do it...
How it works...
There's more...
Support vector machine
Other classification models
Incremental classifiers
Building your own classifier (Advanced)
How to do it...
How it works...
Tree visualization (Intermediate)
How to do it...
How it works...
Testing and evaluating your models (Simple)
How to do it...
How it works...
There's more...
Train and test set
Other statistics
Confusion matrix
ROC curve
Regression models (Simple)
Getting ready
How to do it...
How it works...
There's more...
Other regression algorithms
Association rules (Intermediate)
Getting ready
How to do it...
How it works...
Clustering (Simple)
Getting ready
How to do it...
How it works...
There's more...
Cluster classification
Incremental clustering
Cluster evaluation
Reusing models (Intermediate)
How to do it...
How it works...
Data mining in direct marketing (Simple)
Getting ready
How to do it...
How it works...
Using Weka for stock value forecasting (Advanced)
Getting ready
How to do it...
How it works...
Recommendation system (Advanced)
Getting ready
How to do it...
How it works...
Search in book...
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Instant Weka How-to
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