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SAS® Enterprise Miner™
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SAS® Enterprise Miner™
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Streamline the data mining process and create predictive and descriptive models based on analytics. SAS Enterprise Miner helps you analyze complex data, discover patterns and build models so you can more easily detect fraud, anticipate resource demands and minimize customer attrition.
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The most recent release is SAS Enterprise Miner 15.4.
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Get Started
Ready to create models from your data? These resources are a good place to start.
Watch video
Learn more about using the sample, explore, modify, model and assess steps in SAS Enterprise Miner.
Learn more about using the sample, explore, modify, model and assess steps in SAS Enterprise Miner.
Learn the basics
Get up-to-speed on SAS Enterprise Miner features and functions with these tutorials:
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Stay connected
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Be a part of the community for SAS Enterprise Miner. We offer a variety of ways for you to interact with users and experts.
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Tutorials
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Browse our library of free SAS Enterprise Miner tutorials to learn something new or sharpen your skills.
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Integrating R Code into SAS Enterprise Miner (7:18)
Learn how to use the open source integration node to run R code in SAS Enterprise Miner to build models.
Initial Steps
- Setting Up a SAS Enterprise Miner Project (16:44)
- Create a New Project
- Define a Data Source
- Create a Process Flow Diagram
Explore Data
- Explore Nodes: Overview
- Explore Input Data and Replace Missing Values (10:20)
- Select Variable Clusters (14:19)
Model Data
- Model Nodes: Overview
- Build a Decision Tree (13:46)
- Build a Regression Model & a Neural Network (19:34)
Utilities
- Utility Nodes: Overview
- Start Groups and End Groups
- Metadata
- SAS Code
- Using the SAS Code Node in SAS Enterprise Miner (3:38)
- Score Code Export
Templates & Examples on GitHub
Applications
Sample Data
Modify Input Data
Assess Model Performance
Integrate with Python & R
- Integrating R Code into SAS Enterprise Miner (7:18)
- Integrating Python Code into SAS Enterprise Miner (6:20)
Troubleshooting
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Advanced Tutorials
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Expand your SAS Enterprise Miner skill set with next-level tutorials.
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Tune Random Forests and Support Vector Machines (video, 20:36)
Learn how to tune your random forest and support vector machine algorithms to train high quality models.
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How-To Videos
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Using SAS Rapid Predictive Modeler for Automated Model Building (7:05)
Using SAS Rapid Predictive Modeler for Automated Model Building (7:05)
SAS Factory Miner: Technical Overview (9:17)
SAS Factory Miner: Technical Overview (9:17)
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Training Courses
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Learn SAS technology quickly and efficiently by taking a course from the analytics experts.
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Applied Analytics Using SAS Enterprise Miner
Learn the skills required to assemble analysis flow diagrams using the rich tool set of SAS Enterprise Miner for both pattern discovery (segmentation, association and sequence analyses) and predictive modeling (decision tree, regression and neural network models). This course is appropriate for SAS Enterprise Miner from release 5.3 up to 14.2.
Big Data, Data Mining and Machine Learning
Get an introduction to the concepts of analytical computing and various data mining concepts, including predictive modeling, deep learning and open source integration. This course covers the key elements of modern computing environments, data mining algorithms, segmentation, data mining methodology, recommendation engines, text mining and more.
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Books
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For more in-depth information, read books written by SAS experts.
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Documentation
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Find user's guides and other technical documentation for SAS Enterprise Miner.
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SAS Enterprise Miner 15.4
- Getting Started with SAS Enterprise Miner 15.4
- Example Data for Getting Started with SAS Enterprise Miner 15.4 ZIP
- SAS Enterprise Miner 15.4: Administration and Configuration
- SAS Enterprise Miner 15.4: Reference Help
- Developing Credit Scorecards Using Credit Scoring for SAS Enterprise Miner PDF | HTML
- Data Mining using SAS Enterprise Miner: A Case Study Approach PDF | HTML
- SAS Enterprise Miner 6, 7, 12, 13, 14, and 15: C and Java Score Code Basics
- System Requirements--SAS Enterprise Miner 15.4
- System Requirements--Credit Scoring Add-on for SAS Enterprise Miner 15.4
SAS Enterprise Miner 15.4 High-Performance Data Mining
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Previous Versions
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15.X
SAS Enterprise Miner 15.3
- Getting Started with SAS Enterprise Miner 15.3
- Example Data for Getting Started with SAS Enterprise Miner 15.3 ZIP
- SAS Enterprise Miner 15.3: Administration and Configuration
- SAS Enterprise Miner 15.3: Reference Help
- Developing Credit Scorecards Using Credit Scoring for SAS Enterprise Miner PDF | HTML
- Data Mining using SAS Enterprise Miner: A Case Study Approach PDF | HTML
- SAS Enterprise Miner 6, 7, 12, 13, 14, and 15: C and Java Score Code Basics
- System Requirements--SAS Enterprise Miner 15.3
- System Requirements--Credit Scoring Add-on for SAS Enterprise Miner 15.3
SAS Enterprise Miner 15.3 High-Performance Data Mining
SAS Enterprise Miner 15.2
- Getting Started with SAS Enterprise Miner 15.2
- Example Data for Getting Started with SAS Enterprise Miner 15.2 ZIP
- SAS Enterprise Miner 15.2: Administration and Configuration
- SAS Enterprise Miner 15.2: Reference Help
- Developing Credit Scorecards Using Credit Scoring for SAS Enterprise Miner PDF | HTML
- Data Mining using SAS Enterprise Miner: A Case Study Approach PDF | HTML
- SAS Enterprise Miner 6, 7, 12, 13, 14, and 15: C and Java Score Code Basics
- System Requirements--SAS Enterprise Miner 15.2
- System Requirements--SAS Enterprise Miner for Desktop 15.2
SAS Enterprise Miner 15.2 High-Performance Data Mining
SAS Enterprise Miner 15.1
- Getting Started with SAS Enterprise Miner 15.1
- Example Data for Getting Started with SAS Enterprise Miner 15.1 ZIP
- SAS Enterprise Miner 15.1: Administration and Configuration
- SAS Enterprise Miner 15.1: Reference Help
- Developing Credit Scorecards Using Credit Scoring for SAS Enterprise Miner PDF | HTML
- Data Mining using SAS Enterprise Miner: A Case Study Approach PDF | HTML
- SAS Enterprise Miner 6, 7, 12, 13, and 14: C and Java Score Code Basics
- System Requirements--SAS Enterprise Miner 15.1
- System Requirements--SAS Enterprise Miner for Desktop 15.1
SAS Enterprise Miner 15.1 High-Performance Data Mining
14.X
SAS Enterprise Miner 14.3
- Getting Started with SAS Enterprise Miner 14.3
- Example Data for Getting Started with SAS Enterprise Miner 14.3 ZIP
- SAS Enterprise Miner 14.3: Administration and Configuration
- SAS Enterprise Miner 14.3: Reference Help
- Developing Credit Scorecards Using Credit Scoring for SAS Enterprise Miner PDF | HTML
- Data Mining using SAS Enterprise Miner: A Case Study Approach PDF | HTML
- SAS Enterprise Miner 6, 7, 12, 13, and 14: C and Java Score Code Basics
- System Requirements--SAS Enterprise Miner 14.3
SAS Enterprise Miner 14.3 High-Performance Data Mining
- SAS Enterprise Miner 14.3: High-Performance Procedures
- System Requirements--SAS High-Performance Data Mining 14.3
SAS Enterprise Miner 14.2
- Getting Started with SAS Enterprise Miner 14.2 PDF | HTML
- Example Data for Getting Started with SAS Enterprise Miner 14.2 ZIP
- SAS Enterprise Miner 14.2: Administration and Configuration PDF | HTML
- SAS Enterprise Miner 14.2: Reference Help PDF
- Developing Credit Scorecards Using Credit Scoring for SAS Enterprise Miner PDF | HTML
- Data Mining using SAS Enterprise Miner: A Case Study Approach PDF | HTML
- SAS Enterprise Miner 6, 7, 12, 13, and 14: C and Java Score Code Basics PDF
- System Requirements--SAS Enterprise Miner 14.2 HTML
- System Requirements--Credit Scoring for SAS Enterprise Miner 14.2 HTML
SAS Enterprise Miner 14.2 High-Performance Data Mining
- SAS Enterprise Miner 14.2: High-Performance Procedures
- System Requirements--SAS High-Performance Data Mining 14.2 HTML
SAS Enterprise Miner 14.1
- Video Tutorial Series: Getting Started with SAS Enterprise Miner (six episodes)
- Getting Started with SAS Enterprise Miner 14.1 PDF | HTML
- Example Data for Getting Started with SAS Enterprise Miner 14.1 ZIP
- SAS Enterprise Miner 14.1: Administration and Configuration PDF | HTML
- SAS Enterprise Miner 14.1: Reference Help PDF
- Developing Credit Scorecards Using Credit Scoring for SAS Enterprise Miner PDF | HTML
- Data Mining using SAS Enterprise Miner: A Case Study Approach PDF | HTML
- SAS Enterprise Miner 6, 7, 12, 13, and 14: C and Java Score Code Basics PDF
- SAS Enterprise Miner 14.1 Extension Nodes Developer's Guide PDF | HTML
SAS Enterprise Miner 14.1 High-Performance Data Mining
- SAS Enterprise Miner 14.1: High-Performance Procedures PDF
13.X
SAS Enterprise Miner 13.2
- Video Tutorial Series: Getting Started with SAS Enterprise Miner (six episodes)
- SAS Enterprise Miner 13.2: Administration and Configuration PDF | HTML
- SAS Enterprise Miner 13.2: Reference Help PDF
- Developing Credit Scorecards Using Credit Scoring for SAS Enterprise Miner PDF | HTML
- Data Mining using SAS Enterprise Miner: A Case Study Approach PDF | HTML
- SAS Enterprise Miner 6, 7, 12, and 13: C and Java Score Code Basics PDF
SAS Enterprise Miner 13.2 High-Performance Data Mining
- SAS Enterprise Miner 13.2: High-Performance Procedures PDF
- Running SAS Enterprise Miner 13.2 High-Performance Procedures in Alongside Mode Using SASHDAT Data PDF
SAS Enterprise Miner 13.1
- Getting Started with SAS Enterprise Miner 13.1 PDF | HTML
- Example Data for Getting Started with SAS Enterprise Miner 13.1 ZIP
- SAS Enterprise Miner 13.1: Administration and Configuration PDF | HTML
- SAS Enterprise Miner 13.1: Reference Help PDF
- Developing Credit Scorecards Using Credit Scoring for SAS Enterprise Miner PDF | HTML
- Data Mining using SAS Enterprise Miner: A Case Study Approach PDF | HTML
- SAS Enterprise Miner 6, 7, 12, and 13: C and Java Score Code Basics PDF
- SAS Enterprise Miner 13.1 Extension Nodes Developer's Guide PDF | HTML
SAS Enterprise Miner 13.1 High-Performance Data Mining
12.X
SAS Enterprise Miner 12.3
- Getting Started with SAS Enterprise Miner 12.3 PDF | HTML
- Example Data for Getting Started with SAS Enterprise Miner 12.3 ZIP
- SAS Enterprise Miner 12.3: Administration and Configuration, Second Edition PDF | HTML
- SAS Enterprise Miner 12.3: Reference Help PDF
- Data Mining using SAS Enterprise Miner: A Case Study Approach PDF | HTML
SAS Enterprise Miner 12.3 High-Performance Data Mining
- SAS Enterprise Miner High-Performance Data Mining Node Reference for SAS 9.4 PDF
- SAS Enterprise Miner 12.3: High-Performance Procedures PDF
SAS Enterprise Miner 12.1
- What's New in SAS Enterprise Miner 12.1 PDF
- Getting Started with SAS Enterprise Miner 12.1 PDF | HTML
- Example Data for Getting Started with SAS Enterprise Miner 12.1 ZIP
- SAS Enterprise Miner 12.1: Administration and Configuration PDF | HTML
- SAS Enterprise Miner 12.1: Reference Help, Second Edition PDF
- Data Mining using SAS Enterprise Miner: A Case Study Approach PDF | HTML
- Developing Credit Scorecards Using Credit Scoring for SAS Enterprise Miner 12.1 PDF | HTML
- SAS Enterprise Miner 6, 7, and 12: C and Java Score Code Basics PDF
- SAS Enterprise Miner 12.1 Extension Nodes Developer's Guide PDF | HTML
SAS Enterprise Miner 12.1 High-Performance Data Mining
7.1
SAS Enterprise Miner 7.1
- What's New in SAS Enterprise Miner 7.1 HTML
- Getting Started with SAS Enterprise Miner 7.1 PDF | HTML
- Example Data for Getting Started with SAS Enterprise Miner 7.1 ZIP
- SAS Enterprise Miner 7.1: Administration and Configuration, Second Edition PDF
- SAS Enterprise Miner 7.1: Reference Help, Second Edition PDF
- SAS Enterprise Miner 7.1 Extension Nodes Developer's Guide PDF | HTML
SAS Enterprise Miner 7.1 High-Performance Data Mining
6.X and earlier
SAS Enterprise Miner 6.2
- What's New in SAS Enterprise Miner 6.2 HTML
- SAS Enterprise Miner 6.2: Administrator's Guide PDF
- SAS Enterprise Miner 6.2: Single-User Installation Guide PDF | HTML
See Also: Enterprise Miner Project File Migration Utility.
SAS Enterprise Miner 6.1 Maintenance 2
- What's New in SAS Enterprise Miner HTML
SAS Enterprise Miner 6.1
- What's New in SAS Enterprise Miner HTML
- Getting Started with SAS Enterprise Miner 6.1 PDF | HTML
- Example Data for Getting Started with SAS Enterprise Miner 6.1 ZIP
- SAS Enterprise Miner 6.1 Extension Nodes: Developer's Guide PDF
- SAS Enterprise Miner 6.1: Migration Guide PDF
- SAS Enterprise Miner 6.1: C and Java Score Code Basics PDF
- SAS Standalone Formats for SAS Enterprise Miner C Score Code (SAS Note) HTML
Related Documentation
Installation and post-installation documents that were available with SAS Enterprise Miner 5.3 are no longer necessary for SAS Enterprise Miner 6.1 because SAS 9.2 uses the SAS Deployment Wizard for installation and configuration of SAS products, as described in the first guide below.
- SAS 9.2 Intelligence Platform: Installation and Configuration Guide PDF | HTML
- Enterprise Miner 6.1: Single-User Installation Guide PDF | HTML
- The Next Generation: SAS Enterprise Miner 6.1 PDF
- Opening SAS Enterprise Miner 4.x and SAS Enterprise Miner 5.3 Projects in SAS Enterprise Miner 6.1 HTML
SAS Enterprise Miner 5.3
- What's New in SAS Enterprise Miner HTML
- Getting Started with SAS Enterprise Miner 5.3 PDF | HTML
- Source Data for Getting Started with SAS Enterprise Miner 5.3 ZIP
- SAS Enterprise Miner 5.3 Extension Nodes Developer's Guide PDF
- SAS Enterprise Miner 5.3: C and Java Score Code Basics PDF
- "Administering SAS Data Integration Studio" in SAS 9.2 Intelligence Platform: Desktop Application Administration Guide PDF | HTML
Related Documentation
- Administrator's Guide for SAS Analytics Platform 1.4 PDF
- Installation and Configuration Instructions for SAS Enterprise Miner 5.3 PDF
- Post-Installation Guide for SAS Enterprise Miner 5.3 PDF
- Road Map for SAS Enterprise Miner PDF
- Converting SAS Enterprise Miner 4.x Projects to SAS Enterprise Miner 5.3 Projects HTML
- Data Mining Using SAS Enterprise Miner: A Case Study Approach, Second Edition PDF
SAS Enterprise Miner 5.2
- What's New in SAS Enterprise Miner PDF | HTML
- Enterprise Miner: C and Java Score Code Basics PDF
- Example data for SAS Enterprise Miner, 5.2 ZIP
- Getting Started with SAS Enterprise Miner 5.2 PDF
Related Documentation
- Administrator's Guide for SAS Analytics Platform 1.3 PDF
- Chapter 5: “Administering the SAS Enterprise Miner” in the SAS 9.1.3 Intelligence Platform Desktop Application Administration Guide PDF
- Installation and Configuration Instructions: SAS Enterprise Miner 5.2 PDF
- Road Map for SAS Enterprise Miner PDF
SAS Enterprise Miner 5.1
SAS Enterprise Miner 4.3 and Before
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SAS Technical Papers
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Read technical papers to learn how to complete a task or achieve a goal.
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Applications
- Feature Extraction Methods for Time Series Data in SAS Enterprise Miner
- Incremental Response Modeling Using SAS Enterprise Miner
Association, Sequence & Link Analysis
Credit Scoring
- Building Loss Given Default Scorecard Using Weight of Evidence Bins in SAS Enterprise Miner
- Creating Interval Target Scorecards with Credit Scoring for SAS Enterprise Miner
Data Exploration & Visualization
High-Performance Data Mining
Predictive Modeling & Machine Learning
- Best Practices for Machine Learning Applications
- Clustering Techniques to Uncover Relative Pricing Opportunities: Relative Pricing Corridors Using SAS Enterprise Miner and SAS Visual Analytics
- Ensemble Modeling: Recent Advances and Applications
- Leveraging Ensemble Models in SAS Enterprise Miner
- An Overview of Machine Learning with SAS Enterprise Miner
- SAS Does Data Science: How to Succeed in a Data Science Competition
Text Mining
- Analysis of Unstructured Data: Applications of Text Analytics and Sentiment Mining
- Automatic Detection of Section Membership for SAS Conference Paper Abstract Submissions: A Case Study
- Getting More from the Singular Value Decomposition (SVD): Enhance Your Models with Document, Sentence, and Term Representations
- Temporal Text Mining: A Thematic Exploration of Don Quixote
- Using Boolean Rule Extraction for Taxonomic Text Categorization for Big Data
Utilities
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Hot Fixes
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Find quick solutions to problems or conduct routine system maintenance. SAS hot fixes have been tested and are fully supported.
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Software Downloads
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The downloads application contains updates for SAS products and solutions.
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SAS Enterprise Miner Blogs & Communities
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Featured Blogs
- Emerging Economics: Token Pricing and the Case for Local Inference
- Modern Retrieval Approaches: RAG, Knowledge Graphs, and PageIndex
- The clinical data foundation wasn’t designed for the AI era
- Building a healthcare digital twin for operations and AI innovation
- Building a vehicle routing problem app on SAS Viya with Claude as the developer in the loop
Featured Community Topics
- Free Webinar: Getting Started With SAS® Visual Data Mining and Machine Learning
- Prediction After Random Forest
- Association node error message ‘there are no rules that match the specified constraints’
- SAS Viya 4 - SAS Visual Text Analytics - tpParse and tpSpell using dictTable as spell checker
- Random Forest Overfitting