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Contents

List of Figures

List of Tables

Title and Copyright Information

Preface

• Audience
• Documentation Accessibility
• Related Documents
• Conventions

New Features and Changes in Oracle Data Miner

• Oracle Data Mining Features
  • Association Model Aggregation Metrics
  • Enhancements to Algorithm Settings
    • Changes to Decision Tree Algorithm Settings
    • Changes to Expectation Maximization Algorithm Settings
    • Changes to Generalized Linear Models Algorithm Settings
    • Changes to k-Means Algorithm Settings
    • Changes to Support Vector Machine Algorithm Settings
    • Changes to Singular Value Decomposition and Principal Components Analysis Algorithm Settings
  • Support for Explicit Semantic Analysis Algorithm
    • Explicit Feature Extraction Node
    • Feature Compare Node
  • Enhancement to Data Mining Model Detail View
  • Enhancements to Filter Column Node
  • Mining Model Build Alerts
  • R Build Model Node
  • Support for Partitioned Models
• Oracle Data Miner Features
  • Aggregation Node Support for DATE and TIMESTAMP Data Types
  • Enhancement to JSON Query Node
  • Enhancement to Build Nodes
  • Enhancement to Text Settings
  • Refresh Input Data Definition
  • Support for Additional Data Types
  • Support for In-Memory Column
  • Support for Workflow Scheduling
  • Enhancement to Polling Performance
  • Workflow Status Polling Performance Improvement
• Oracle Database Features

1 Oracle Data Miner

• About the Data Mining Process
• Overview of Oracle Data Miner
• Architecture of Oracle Data Miner
• Snippets in Oracle Data Miner
  • Using Predictive Analytics Snippets
• About Oracle Data Miner Repository Installation
  • Installing the Data Miner Repository Using the GUI
• About Dropping the Oracle Data Miner Repository
  • Dropping the Data Miner Repository Using GUI
• About Oracle Data Miner Repository Migration
  • Migrating the Oracle Data Miner Repository Using the GUI
• How to Use Oracle Data Miner
  • Oracle By Example for Oracle Data Miner 4.1
  • Sample Data
  • Oracle Data Miner Online Help
    • Search the Online Help
  • Oracle Data Mining Forum
  • Oracle Data Miner Documentation

2 Connections for Data Mining

• About the Data Miner Tab
  • Prerequisites for Data Mining
  • Viewing the Data Miner Tab
• Creating a Connection
  • Creating Connections from the Connections Tab
  • Creating Connections from the Data Miner Tab
  • Managing a Connection
    • Viewing and Editing Connection Properties
    • Removing a Connection
  • Connecting to a Database
    • Provide Password

3 Data Miner Projects

• Creating a Project
  • Project Name Restrictions
• Managing a Project
  • Deleting a Project
  • Expanding a Project
  • Project Properties
  • Rename Project
  • Importing a Workflow
    • Import Workflow

4 Workflow

• About Workflows
  • Workflow Sequence
  • Workflow Terminology
  • Workflow Thumbnail
  • Components
    • Workflow Editor
  • Workflow Properties
  • Properties
• Working with Workflows
  • Creating a Workflow
    • Workflow Name Restrictions
  • Deploying Workflows
    • Deploy Workflows using Data Query Scripts
    • Deploy Workflows using Object Generation Scripts
    • Running Workflow Scripts
  • Deleting a Workflow
  • Loading a Workflow
  • Managing a Workflow
    • Exporting a Workflow Using the GUI
    • Import Requirements of a Workflow
    • Data Table Names
    • Workflow Compatibility
    • Building and Modifying Workflows
    • Missing Tables or Views
    • Managing Workflows using Workflow Controls
    • Managing Workflows and Nodes in the Properties Pane
    • Performing Tasks from Workflow Context Menu
  • Oracle Enterprise Manager Jobs
  • Renaming a Workflow
  • Runtime Requirements
  • Running a Workflow
    • Network Connection Interruption
    • Locking and Unlocking Workflows
  • Scheduling a Workflow
    • Create Schedule
    • Repeat
    • Repeat Hourly
    • Repeat Daily
    • Repeat Weekly
    • Repeat Monthly
    • Repeat Yearly
    • Schedule
    • Save a Schedule
    • Advanced Settings
  • Workflow Prerequisites
  • Workflow Script Requirements
    • Script File Character Set Requirements
    • Script Variable Definitions
    • Scripts Generated
    • Running Scripts using SQL*Plus or SQL Worksheet
• About Nodes
  • Node Name and Node Comments
  • Node Types
  • Node States
• Working with Nodes
  • Add Nodes or Create Nodes
  • Copy Nodes
  • Edit Nodes
    • Editing Nodes through Edit Dialog Box
    • Editing Nodes through Properties
  • Link Nodes
    • Linking Nodes in Components Pane
    • Node Connection Dialog Box
    • Change Node Position
    • Connect Option in Diagram Menu
    • Deleting a Link
    • Cancelling a Link
  • Refresh Nodes
  • Run Nodes
  • Performing Tasks from the Node Context Menu
    • Connect
    • Run
    • Force Run
    • Create Schedule
    • Edit
    • View Data
    • View Models
    • Generate Apply Chain
    • Refresh Input Data Definition
    • Show Event Log
    • Deploy
    • Show Graph
    • Cut
    • Copy
    • Paste
    • Extended Paste
    • Select All
    • Performance Settings
    • Toolbar Actions
    • Show Runtime Errors
    • Show Validation Errors
    • Save SQL
    • Validate Parents
    • Compare Test Results
    • View Test Results
    • Go to Properties
    • Navigate
• About Parallel Processing
  • Parallel Processing Use Cases
    • Premise of the Parallel Processing Use Case
    • Making Transformation Run Faster, using Parallel Processing and Other Methods
    • Running Graph Node in Parallel
    • Running a Node in Parallel to Test Performance
  • Oracle Data Mining Support for Parallel Processing
• Setting Parallel Processing for a Node or Workflow
  • Performance Settings
  • Edit Node Performance Settings
  • Edit Node Parallel Settings
• About Oracle Database In-Memory
  • Benefits of Oracle Database In-Memory Column Store
  • Use Cases of Oracle Database In-Memory

5 Data Nodes

• Create Table or View Node
  • Working with the Create Table or View Node
    • Creating a Create Table or View Node
    • Create Table Node and Compression
    • Edit Create Table or View Node
      • Edit Storage Settings
    • Select Columns
    • View Create Table or View Data
    • Create Table or View Context Menu
      • Connect
      • Run
      • Force Run
      • Create Schedule
      • Edit
      • View Data
      • View Models
      • Generate Apply Chain
      • Refresh Input Data Definition
      • Show Event Log
      • Deploy
      • Show Graph
      • Cut
      • Copy
      • Paste
      • Extended Paste
      • Select All
      • Performance Settings
      • Toolbar Actions
      • Show Runtime Errors
      • Show Validation Errors
      • Save SQL
      • Validate Parents
      • Compare Test Results
      • View Test Results
      • Go to Properties
      • Navigate
    • Create the Table or View Node Properties
      • Table
      • Columns
      • Automatic Behavior
• Data Source Node
  • Supported Data Types for Data Source Nodes
  • Support for Date and Time Data
  • Working with the Data Source Node
    • Create a Data Source Node
      • Edit Schema List
    • Define a Data Source Node
    • Edit Data Guide
      • Select Data Guide
    • JSON Settings
    • Edit a Data Source Node
    • Running a Data Source Node
    • Data Source Node Context Menu
      • Select Attributes
  • Data Source Node Viewer
    • Data
      • Select Column to Sort By
    • Graph
    • Columns
    • SQL
  • Data Source Node Properties
    • Data
    • Cache
    • Details
• Explore Data Node
  • Create an Explore Data Node
  • Edit the Explore Data Node
    • Input (Explore)
      • Select Attributes
    • Statistics (Explore)
      • Mode (Sampled)
  • Explore Data Node Viewer
    • Statistics
    • Columns
    • Data
    • SQL
  • Export Node Calculations
  • Perform Tasks from the Explore Data Node Context Menu
  • Explore Data Node Properties
    • Input (Properties)
    • Statistics
    • Output
    • Histogram
    • Sample
• Graph Node
  • Types of Graphs
    • Box Plot or Box Graph
  • Supported Data Types for Graph Nodes
  • Graph Node Context Menu
    • Running Graph Node
    • Show Graph
  • Create a Graph Node
  • New Graph
    • Line or Scatter
    • Bar
    • Histogram
    • Box
    • Settings (Graph Node)
      • Select Values to Display
      • Axis Treatment
  • Graph Node Editor
    • Zoom Graph
    • Viewing Data used to Create Graph
  • Edit Graph
    • Bar
    • Box
    • Histogram
    • Line or Scatter
  • Graph Node Properties
    • Cache (Graph Node)
    • Details
    • Data
• SQL Query Node
  • Input for SQL Query Node
  • SQL Query Restriction
  • Create a SQL Query Node
  • SQL Query Node Editor
  • Oracle R Enterprise Script Support
    • Oracle R Enterprise Database Roles
  • SQL Query Node Context Menu
  • SQL Query Node Properties
• Update Table Node
  • Input and Output for Update Table Node
  • Data Types for Update Table Node
  • Create Update Table Node
    • Update Table Node Automatic Behavior
  • Edit Update Table Node
    • Create Table (Update Table)
      • Select Attributes (Update Table)
    • Edit Columns (Update Table)
  • Update Table Node Data Viewer
  • Update Table Node Context Menu
  • Update Table Node Properties
    • Table (Update Table)
    • Columns (Update Table)
    • Cache
    • Details
• Target Values Selection

6 Using the Oracle Data Miner GUI

• Graphical User Interface Overview
• Oracle Data Miner Functionality in the Menu Bar
  • View Menu
    • Data Miner
    • Workflow Jobs
    • Scheduled Jobs
    • Structure Window
      • Structure Window and Workflow
      • Structure Window and Model Viewers
      • Structure Window Controls
  • Tools Menu
    • Data Miner
    • Data Miner Preferences
      • Node Settings
      • Viewers
      • Workflow Editor
      • Workflow Import/Export
      • Workflow Jobs
      • Workflow Scheduler
  • Diagram Menu
    • Connect
    • Align
    • Distribute
    • Bring to Front
    • Send to Back
    • Zoom
    • Publish Diagram
  • Oracle Data Miner Online Help
• Workflow Jobs
  • Viewing Workflow Jobs
  • Working with Workflow Jobs
  • Workflow Jobs Grid
  • View an Event Log
    • Informational Messages
  • Workflow Jobs Context Menu
• Projects
• Miscellaneous
  • Filter
  • Import Data (Oracle Data Miner)
  • Filter Out Objects Associated with Oracle Data Mining
  • Copy Charts, Graphs, Grids, and Rules

7 Transforms Nodes

• Aggregation
  • Creating Aggregate Nodes
  • Editing Aggregate Nodes
    • Edit Group By
    • Define Aggregation
    • Edit Aggregate Element
    • Add Column Aggregation
    • Add Custom Aggregation
  • Aggregate Node Properties
    • Cache
    • Details
  • Aggregate Node Context Menu
• Data Viewer
  • Data
    • Select Column to Sort By
  • Graph
  • Columns
  • SQL
• Expression Builder
  • Functions
• Filter Columns Node
  • Creating Filter Columns Node
  • Editing Filter Columns Node
    • Exclude Columns
    • Define Filter Columns Settings
    • Explore Dependencies
    • Predictor Dependencies
    • Performing Tasks After Running Filter Columns Node
    • Columns Filter Details Report
    • Attribute Importance
      • Attribute Importance Viewer
  • Filter Columns Node Properties
  • Filter Columns Node Context Menu
• Filter Columns Details
  • Creating the Filter Columns Details Node
  • Editing the Filter Columns Details Node
  • Filter Columns Details Node Properties
  • Filter Columns Details Node Context Menu
• Filter Rows
  • Creating a Filter Rows Node
  • Edit Filter Rows
    • Filter
    • Columns
  • Filter Rows Node Properties
  • Filter Rows Node Context Menu
• Join
  • Create a Join Node
  • Edit a Join Node
    • Edit Join Node
    • Edit Columns
    • Edit Output Data Column
    • Resolve
  • Join Node Properties
  • Join Node Context Menu
• JSON Query
  • Create JSON Query Node
  • JSON Query Node Editor
    • JSON
      • Structure
      • Data
      • Filter Settings
    • Additional Output
      • Edit Output Data Column Dialog
    • Aggregate
      • Add Aggregations
      • Edit Sub Group By
      • Edit Group By
    • Preview
      • Output Columns
      • Output Data
  • JSON Query Node Properties
    • Output
    • Cache
    • Details
  • JSON Query Node Context Menu
  • Data Types and their Supported Operators
• Sample
  • Sample Nested Data
  • Creating a Sample Node
  • Edit Sample Node
    • Random
    • Top N
    • Stratified
    • Custom Balance
  • Sample Node Properties
    • Cache
    • Details
  • Sample Node Context Menu
• Transform
  • Supported Transformations
    • Binning
      • Recode
    • Custom
    • Missing Values
    • Normalization
    • Outlier
  • Support for Date and Time Data Types
  • Creating Transform Node
  • Edit Transform Node
    • Add Transform
      • Binning
      • Bin Equal Width (Number)
      • Bin Quantile
      • Bin Top N
      • Custom
      • Missing Values
      • Normalization
      • Outlier
      • Use Existing Column
      • Add or Edit Multiple Transforms
    • Add Custom Transform
    • Apply Transform Wizard
      • Define Columns
    • Edit Transform
    • Edit Custom Transform
  • Transform Node Properties
  • Transform Node Context Menu

8 Model Nodes

• Types of Models
• Automatic Data Preparation (ADP)
  • Numerical Data Preparation
  • Manual Data Preparation
• Data Used for Model Building
  • Viewing and Changing Data Usage
    • Input Tab of Build Editor
      • Automatic Input
      • Manual Input
    • Advanced Settings
  • Text
• Model Nodes Properties
  • Models
    • Output Column
    • Add Model
  • Build
  • Test
  • Details
• Anomaly Detection Node
  • Create Anomaly Detection Node
  • Edit Anomaly Detection Node
    • Build (AD)
    • Partition
    • Input
    • Sampling
    • Text
  • Data for Model Build
  • Advanced Model Settings
    • Add Model (AD)
    • Data Usage
  • Anomaly Detection Node Properties
    • Models (AD)
      • Output Column (AD)
      • Add Model (AD)
    • Build (AD)
    • Partition
    • Details
  • Anomaly Detection Node Context Menu
• Association Node
  • Behavior of the Association Node
  • Create Association Node
  • Edit Association Build Node
    • Build
      • Select Columns (AR)
    • Partition
      • Advanced Settings
    • Filter
      • Find Items
    • Aggregates
    • Sampling
  • Advanced Settings for Association Node
  • Association Node Context Menu
  • Association Build Properties
    • Models (AR)
      • Add Model (AR)
      • Output Column (AR)
    • Build (AR)
    • Partition
    • Filter
    • Aggregates
    • Sampling
    • Details
• Classification Node
  • Default Behavior for Classification Node
  • Create a Classification Node
  • Data for Model Build
  • Edit Classification Build Node
    • Build (Classification)
      • No Case ID
    • Partition
      • Add Partition Column
    • Sampling
    • Input
    • Text
  • Advanced Settings for Classification Models
    • Add Models
      • Add Model (Classification)
  • Classification Node Properties
    • Classification Node Models
      • Classification Node Output Column
    • Classification Node Build
    • Classification Node Test
      • Target Values Selection
    • Partition
    • Details
  • Classification Build Node Context Menu
    • View Test Results
    • Compare Test Results
• Clustering Node
  • Default Behavior for Clustering Node
  • Create Clustering Build Node
  • Data for Model Build
  • Edit Clustering Build Node
    • Build (Clustering)
      • Add Model (Clustering)
    • Partition
    • Sampling
    • Input
    • Text
  • Advanced Settings for Clustering Models
  • Clustering Build Node Properties
    • Models
      • Add Model (Clustering)
      • View Models
      • Clustering Node Output Column
    • Build
    • Partition
    • Sampling
    • Details
  • Clustering Build Node Context Menu
• Explicit Feature Extraction Node
  • Create Explicit Feature Extraction Node
  • Edit Explicit Feature Extraction Node
    • Build
      • Add Model
    • Partition
      • Add Partitioning Columns
    • Sampling
    • Input
    • Text
  • Advanced Model Settings
  • Explicit Feature Extraction Build Properties
    • Models
    • Build
    • Partition
    • Details
  • Explicit Feature Extraction Context Menu
• Feature Extraction Node
  • Default Behavior of Feature Extraction Node
  • Create Feature Extraction Node
  • Data for Model Build
  • Edit Feature Extraction Build Node
    • Build (Feature Extraction)
      • Add Model (Feature Extraction)
    • Partition
    • Sampling
    • Input
    • Text
      • Stoplist Details
      • Add Stopwords Stopthemes from Features
  • Advanced Settings for Feature Extraction
  • Feature Extraction Node Properties
  • Feature Extraction Node Context Menu
• Model Node
  • Create a Model Node
  • Edit Model Selection
    • Model Constraints
  • Model Node Properties
    • Models (Model Node)
    • Details
  • Model Node Context Menu
• Model Details Node
  • Model Details Node Input and Output
  • Create Model Details Node
  • Edit Model Details Node
    • Edit Model Selection Details
  • Model Details Automatic Specification
    • Default Model and Output Type Selection
  • Model Details Node Properties
    • Models (Model Details)
    • Output (Model Details)
    • Cache (Model Details)
    • Details
  • Model Details Node Context Menu
    • View Data (Model Details)
  • Model Details Per Model
• R Build Node
  • Create R Build Node
  • Edit R Build Node
    • Build
      • Add Model (R Build Node)
    • Partition
      • Add Partitioning Columns
    • Input
    • Sampling
    • Text
  • Advanced Settings (R Build Node)
  • R Build Node Properties
  • R Build Node Context Menu
• Regression Node
  • Default Behavior for Regression Node
  • Create a Regression Node
  • Data for Model Build
  • Edit Regression Build Node
    • Build
      • Add Model (Regression)
    • Partition
    • Sampling
    • Input
    • Text
  • Advanced Settings for Regression Models
  • Regression Node Properties
    • Models (Regression)
      • Output Column
    • Build (Regression)
    • Partition
    • Details
    • Test (Regression)
  • Regression Node Context Menu
• Advanced Settings Overview
  • Upper Pane of Advanced Settings
  • Lower Pane of Advanced Settings
    • Data Usage
    • Algorithm Settings
    • Performance Settings
• Mining Functions
  • Classification
    • Building Classification Models
    • Comparing Classification Models
    • Applying Classification Models
    • Classification Algorithms
  • Regression
    • Building Regression Models
    • Applying Regression Models
    • Regression Algorithms
  • Anomaly Detection
    • Building Anomaly Detection Models
    • Applying Anomaly Detection Models
  • Clustering
    • Using Clusters
    • Calculating Clusters
    • Algorithms for Clustering
  • Association
    • Transactions
  • Feature Extraction and Selection
    • Feature Selection
    • Feature Extraction

9 Model Operations

• Apply Node
  • Apply Preferences
  • Apply Node Input
  • Apply Node Output
  • Creating an Apply Node
  • Apply and Output Specifications
    • Edit Apply Node
      • Predictions
      • Add or Edit Apply Output Column
      • Add Output Apply Column Dialog
    • Define Apply Columns Wizard
      • Models
      • Output Specifications
      • Define Top N
    • Additional Output
  • Evaluate and Apply Data
  • Edit Apply Node
    • Predictions
    • Additional Output
    • Apply Columns
  • Apply Node Properties
  • Apply Node Context Menu
    • Connect
    • Run
    • Force Run
    • Create Schedule
    • Edit
    • View Data
    • Generate Apply Chain
    • Show Event Log
    • Show Validation Errors
    • Validate Parents
    • Deploy
    • Save SQL
    • Cut
    • Copy
    • Paste
    • Select All
    • Performance Settings
    • Go to Properties
    • Navigate
  • Apply Data Viewer
• Feature Compare Node
  • Create Feature Compare Node
  • Feature Compare
  • Feature Compare Node Context Menu
    • Connect
    • Run
    • Force Run
    • Create Schedule
    • Edit
    • View Data
    • Generate Apply Chain
    • Show Event Log
    • Show Validation Errors
    • Validate Parents
    • Deploy
    • Save SQL
    • Cut
    • Copy
    • Paste
    • Select All
    • Performance Settings
    • Go to Properties
    • Navigate
• Test Node
  • Support for Testing Classification and Regression Models
  • Test Node Input
  • Automatic Settings
  • Creating a Test Node
  • Edit Test Node
    • Select Model
  • Compare Test Results Viewer
  • Test Node Properties
    • Models
      • Selected Models
    • Test
    • Details
  • Test Node Context Menu

10 Predictive Query Nodes

• Anomaly Detection Query
  • Create an Anomaly Detection Query Node
  • Edit an Anomaly Detection Query
    • Edit Anomaly Prediction Output
    • Add Anomaly Function
    • Edit Anomaly Function Dialog
  • Anomaly Detection Query Properties
  • Anomaly Detection Query Context Menu
    • Connect
    • Run
    • Force Run
    • Create Schedule
    • Edit
    • View Data
    • Generate Apply Chain
    • Show Event Log
    • Deploy
    • Cut
    • Copy
    • Paste
    • Extended Paste
    • Select All
    • Performance Settings
    • Toolbar Actions
    • Show Runtime Errors
    • Show Validation Errors
    • Save SQL
    • Validate Parents
    • Go to Properties
• Clustering Query
  • Create a Clustering Query
  • Edit a Clustering Query
    • Edit Cluster Prediction Outputs
    • Add Cluster Function
    • Edit Cluster Function
  • Clustering Query Properties
  • Clustering Query Context Menu
    • Connect
    • Run
    • Force Run
    • Create Schedule
    • Edit
    • View Data
    • Generate Apply Chain
    • Show Event Log
    • Deploy
    • Cut
    • Copy
    • Paste
    • Extended Paste
    • Select All
    • Performance Settings
    • Toolbar Actions
    • Show Runtime Errors
    • Show Validation Errors
    • Save SQL
    • Validate Parents
    • Go to Properties
• Feature Extraction Query
  • Create a Feature Extraction Query
  • Edit Feature Extraction Query
    • Edit Feature Prediction Outputs
    • Add Feature Function
    • Edit Feature Function
  • Feature Extraction Query Properties
  • Feature Extraction Query Context Menu
    • Connect
    • Run
    • Force Run
    • Create Schedule
    • Edit
    • View Data
    • Generate Apply Chain
    • Show Event Log
    • Deploy
    • Cut
    • Copy
    • Paste
    • Extended Paste
    • Select All
    • Performance Settings
    • Toolbar Actions
    • Show Runtime Errors
    • Show Validation Errors
    • Save SQL
    • Validate Parents
    • Go to Properties
• Prediction Query
  • Create a Prediction Query
  • Edit a Prediction Query
    • Add Target
    • Add Partitioning Columns
      • Add Partitioning Expressions
    • Edit Prediction Output
      • Add Prediction Output Function
      • Edit Prediction Function Dialog
    • Modify Input
      • View Heuristic Results Details
    • Add Additional Output
      • Add Supplemental Dialog
  • Run Predictive Query Node
  • View Data for a Predictive Query
    • View Prediction Details
  • Prediction Query Properties
  • Prediction Query Node Context Menu
    • Connect
    • Run
    • Force Run
    • Create Schedule
    • Edit
    • View Data
    • Generate Apply Chain
    • Show Event Log
    • Deploy
    • Cut
    • Copy
    • Paste
    • Extended Paste
    • Select All
    • Performance Settings
    • Toolbar Actions
    • Show Runtime Errors
    • Show Validation Errors
    • Save SQL
    • Validate Parents
    • Go to Properties

11 Text Nodes

• Oracle Text Concepts
• Text Mining in Oracle Data Mining
  • Data Preparation for Text
    • Text Processing in Oracle Data Mining 12c Release 1 (12.1) and Later
    • Text Processing in Oracle Data Mining 11g Release 2 (11.2) and Earlier
• Apply Text Node
  • Default Behavior for the Apply Text Node
  • Create an Apply Text Node
  • Edit Apply Text Node
    • View the Text Transform (Apply)
  • Apply Text Node Properties
    • Transforms
    • Cache
    • Sample
    • Details
  • Apply Text Node Context Menu
• Build Text
  • Default Behavior of the Build Text Node
  • Create Build Text Node
  • Edit Build Text Node
    • View the Text Transform
    • Add/Edit Text Transform
    • Stoplist Editor
      • New Stoplist Editor
      • Add Stopwords/Stopthemes
  • Build Text Node Properties
    • Transforms
    • Sample
    • Cache
    • Details
  • Build Text Node Context Menu
• Text Reference
  • Create a Text Reference Node
  • Edit Text Reference Node
    • Select Build Text Node
  • Text Reference Node Properties
    • Transforms
    • Details
  • Text Reference Node Context Menu

12 Testing and Tuning Models

• Testing Classification Models
  • Test Metrics for Classification Models
    • Performance
      • Predictive Confidence
      • Average Accuracy
      • Overall Accuracy
      • Cost
    • Performance Matrix
    • Receiver Operating Characteristics (ROC)
      • How to Use ROC
    • Lift
    • Profit and ROI
      • Profit and ROI Example
      • Profit and ROI Use Case
  • Compare Classification Test Results
    • Compare Test Results
      • Edit Test Selection (Classification and Regression)
  • Classification Model Test Viewer
    • Performance
    • Performance Matrix
      • Show Detail
      • Compare Models
    • ROC
      • Edit Test Result Selection
      • ROC Detail Dialog
    • Lift
      • Lift Detail
    • Profit
      • Profit Detail Dialog
      • Profit Setting Dialog
    • Model Partitions
      • Select Partition
  • Viewing Test Results
• Tuning Classification Models
  • Remove Tuning
  • Cost
    • Costs and Benefits
      • Costs
      • Benefits
  • Benefit
  • ROC
    • ROC Tuning Steps
      • Select Custom Operating Point
    • Receiver Operating Characteristics
  • Lift
    • About Lift
  • Profit
    • Profit Setting
    • Profit
• Testing Regression Models
  • Residual Plot
  • Regression Statistics
  • Compare Regression Test Results
    • Compare Test Results
  • Regression Model Test Viewer
    • Performance (Regression)
    • Residual

13 Data Mining Algorithms

• Anomaly Detection
  • Applying Anomaly Detection Models
  • Algorithm Settings for AD
    • Anomaly Detection Algorithm Settings for Linear or System Determined Kernel
      • Active Learning
      • Complexity Factor
      • Rate of Outliers
      • Tolerance Value
    • Anomaly Detection Algorithm Settings for Gaussian Kernel
      • Active Learning
      • Cache Size (Gaussian Kernel)
      • Complexity Factor
      • Rate of Outliers
      • Standard Deviation (Gaussian Kernel)
      • Tolerance Value
  • Anomaly Detection Model Viewer
    • AD Model Viewer for Gaussian Kernel
      • Settings (AD)
      • Input (AD)
    • Anomaly Detection Algorithm Settings
    • AD Model Viewer for Linear Kernel
      • Coefficients (SVMC Linear)
      • Settings (AD)
      • Compare (SVMC Linear)
  • Viewing Models in Model Viewer
• Association
  • Calculating Associations
    • Itemsets
    • Association Rules
  • Data for AR Models
    • Support for Text (AR)
  • Troubleshooting AR Models
    • Algorithm Settings for Association Rules
  • AR Model Viewer
    • AR Rules
      • AR Rules Grid
      • AR Rules Display
      • Rule Details
      • Sorting
      • Filtering
      • Item Filters
      • Add Item Filter
    • Itemsets
      • Itemsets Display
      • Itemset Details
    • Settings (AR)
      • Summary
  • Viewing Models in Model Viewer
• Decision Tree
  • Decision Tree Algorithm
    • Decision Tree Rules
  • Build, Test, and Apply Decision Tree Models
  • Decision Tree Algorithm Settings
  • Decision Tree Model Viewer
    • Save Rules
    • Settings (DT)
      • DT Summary
      • DT Inputs
      • Partition Keys
      • DT Target Values
• Expectation Maximization
  • Build and Apply an EM Model
  • EM Algorithm Settings
    • EM Data Preparation and Analysis Settings
  • EM Model Viewer
    • EM, KM, and OC Tree Viewer
    • Cluster (Viewer)
    • Cluster Model Settings (Viewer)
    • EM, KM, and OC Compare
    • EM Component
    • EM Details
• Explicit Semantic Analysis
  • Uses of Algorithm
  • Supported Mining Models
  • ESA Algorithm Settings
  • ESA Model Viewer
    • Features
    • Settings (ESA)
    • Coefficients ESA
• Generalized Linear Models
  • Generalized Linear Models Overview
    • Linear Regression
    • Logistic Regression
    • Data Preparation for GLM
  • GLM Classification Models
    • GLM Classification Algorithm Settings
      • Feature Selection Option Dialog
      • Choose Reference Value (GLMC)
      • Ridge Regression Option Dialog (GLMC)
  • GLM Classification Model Viewer
    • GLMC Details
    • GLMC Coefficients
      • Sort and Search GLMC Coefficients
    • GLMC Compare
    • GLMC Diagnostics
    • GLMC Settings
      • Summary
      • Inputs
      • Partition Keys
      • Weights
      • GLMC Target Values
  • GLM Regression Models
  • GLM Regression Algorithm Settings
    • Ridge Regression Option Dialog (GLMR)
    • Choose Reference Value (GLMR)
  • GLM Regression Model Viewer
    • GLMR Coefficients
    • GLMR Details
    • GLMR Diagnostics
    • GLMR Settings
      • GLMR Summary
      • GLMR Inputs
      • GLMR Coefficients
      • GLMR Details
      • GLMR Diagnostics
• k-Means
  • k-Means Algorithm
  • KM Algorithm Settings
  • KM Model Viewer
    • EM, KM, and OC Tree Viewer
    • Cluster (Viewer)
    • EM, KM, and OC Compare
      • Compare Cluster with Population
      • Missing Histograms in a Cluster
      • Rename Cluster
    • KM Settings
      • Cluster Model Settings (Viewer)
• Naive Bayes
  • Naive Bayes Algorithm
    • Advantages of Naive Bayes
  • Naive Bayes Test Viewer
  • Naive Bayes Model Viewer
    • Probabilities (NB)
      • Grid
      • Fetch Size
      • Grid Filter
    • Compare (NB)
    • Settings (NB)
      • Settings (NB)
      • Summary (NB)
      • Input (NB)
      • Partition Keys
      • Weights
      • Target Values
• Nonnegative Matrix Factorization
  • Using Nonnegative Matrix Factorization
  • How Does Nonnegative Matrix Factorization Work
  • NMF Algorithm Settings
  • NMF Model Viewer
    • Coefficients (NMF)
      • Rename (NMF)
      • Filter (NMF)
    • Features
    • Settings (NMF)
      • Summary (NMF)
      • Inputs (NMF)
• Orthogonal Partitioning Clustering
  • O-Cluster Algorithm
  • OC Algorithm Settings
  • OC Model Viewer
    • EM, KM, and OC Tree Viewer
    • Cluster (Viewer)
    • EM, KM, and OC Compare
    • Detail (OC)
    • Settings (OC)
      • Summary (OC)
      • Inputs (OC)
  • Interpreting Cluster Rules
• Singular Value Decomposition and Principal Components Analysis
  • Build and Apply SVD and PCA Models
  • PCA Algorithm Settings
    • Solver (Stochastic QR Computation)
  • PCA Model Viewer
    • Coefficients (PCA)
      • Rename (PCA)
      • Filter (PCA)
    • PCA Scree Plot
    • Features
    • PCA Details
    • Settings (PCA)
      • Summary (PCA)
      • Inputs (PCA)
  • SVD Algorithm Settings
  • SVD Model Viewer
    • Coefficients (SVD)
      • Rename (SVD)
      • Filter (SVD)
    • Features
    • SVD Singular Values
    • SVD Details
    • Settings (SVD)
      • Summary (SVD)
      • Inputs (SVD)
• Support Vector Machine
  • Support Vector Machine Algorithms
    • How Support Vector Machines Work
    • SVM Kernel Functions
  • Building and Testing SVM Models
    • SVM Classification Models
      • SVM Weights
    • SVM Regression Models
    • SVM Anomaly Detection Models
  • Applying SVM Models
    • Applying One-Class SVM Models
  • SVM Classification Algorithm Settings
    • Algorithm Settings for Linear or System Determined Kernel (SVMC)
      • Solver (Sub-Gradient Descend)
    • Algorithm Settings for Gaussian Kernel (SVMC)
      • Active Learning
      • Complexity Factor
      • Tolerance Value
      • Cache Size (Gaussian Kernel)
      • Standard Deviation (Gaussian Kernel)
  • SVM Classification Test Viewer
  • SVM Classification Model Viewer
    • SVMC Model Viewer for Models with Linear Kernel
      • Coefficients (SVMC Linear)
      • Compare (SVMC Linear)
      • Settings (SVMC)
    • SVMC Model Viewer for Models with Gaussian Kernel
      • Summary (SVMC)
      • Inputs (SVMC)
      • Weights (SVMC)
      • Target Values (SVMC)
    • Coefficients (SVMC Linear)
      • Coefficients Grid (SVMC)
    • Compare (SVMC Linear)
      • Search
      • Propensity
    • Settings (SVMC)
      • Summary (SVMC)
      • Inputs (SVMC)
      • Partition Keys
      • Weights (SVMC)
    • Algorithm Settings for SVMC
  • SVM Regression Algorithm Settings
    • Algorithm Settings for Linear or System Determined Kernel (SVMR)
      • Tolerance Value
      • Active Learning
      • Complexity Factor
    • Algorithm Settings for Gaussian Kernel (SVMR)
      • Tolerance Value
      • Complexity Factor
      • Active Learning
      • Standard Deviation (Gaussian Kernel)
      • Cache Size (Gaussian Kernel)
    • Automatic Data Preparation
  • SVM Regression Test Viewer
  • SVM Regression Model Viewer
    • SVMR Model Viewer for Models with Linear Kernel
      • Coefficients (SVMR)
      • Settings (SVMR)
    • SVMR Model Viewer for Models with Gaussian Kernel
      • Summary (SVMR)
      • Inputs (SVMR)
• Settings Information
  • General Settings
  • Automatic Data Preparation
  • Other Settings
  • Epsilon Value

Index