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SAS SUGI proceedings: Data Mining

SGF2010   April 11-14, 2010 - Seattle, Washington

Data Mining and Predictive Modeling

The Power of the Group Processing Facility in SAS® Enterprise Miner™
   Sascha Schubert 
Pages: 13 Size: 973 Kb 

Using SAS® Enterprise Miner™ 5.3 to Examine Factors Such as Poverty Levels in Different School Districts
   Patricia Cerrito 
Pages: 8 Size: 289 Kb 

Best Contributed Paper
Segmenting Textual Data on Automobile Insurance Claims
   David Dobson 
Pages: 9 Size: 511 Kb 

Investigating the Impact of Medicare Part D on Diabetes Medications Using SAS® Enterprise Miner™ and Survival Analysis
   Xiao Wang 
Pages: 13 Size: 612 Kb 
resource Check the sasCommunity.org page for this paper.

More than Models: The Data Mining Team
   Stephanie R. Thompson 
Pages: 6 Size: 216 Kb 


SGF2009   March 22-25, 2009 - Washington, DC

Data Mining and Predictive Modeling

Changing the Game: Technology and Analytics
   Stephen Brobst  Paul Kent 
Pages: 1 Size: 17 Kb 

BioSense and the Federated Data Environment
   Russell Gann 
Pages: 31 Size: 2051 Kb 

The Problem of Regression Assumptions and the Use of Predictive Modeling
   Patricia Cerrito 
Pages: 20 Size: 1068 Kb 

Using SAS Enterprise Guide 4.1 to Reduce the Cost of Diabetic Outpatients in Medicare
   Xiao Wang 
Pages: 7 Size: 200 Kb Keywords:  enterprise guide 

Rule Development Experimentation: Determining the Best Marketing Message
   Howard J. Moskowitz  Dana Rafiee 
Pages: 1 Size: 17 Kb 

Discover and Drive Brand Activity in Social Networks
   Barry deVille 
Pages: 13 Size: 919 Kb 

A SAS® Macro for Adaptive Regression Modeling
   George J. Knafl 
Pages: 9 Size: 68 Kb Keywords:  macro 

Predictive Models Based on Reduced Input Space
   Taiyeong Lee  David Duling  Dominique Latour 
Pages: 15 Size: 361 Kb 

Variable Selection and Transformation of Variables in SAS® Enterprise Miner™ 5.3
   Kattamuri Sarma 
Pages: 1 Size: 18 Kb 

Generalizations of Generalized Additive Model (GAM): A Case of Credit Risk Modeling
   Wensui Liu  Jimmy Cela  Chuck Vu 
Pages: 14 Size: 219 Kb 

The Next Generation: SAS® Enterprise Miner™ 6.1
   David Duling  Wayne Thompson 
Pages: 10 Size: 581 Kb 

Best Contributed Paper
Optimizing Product Formulation with JMP® and SAS® Enterprise Miner™
   John Leveille  Wayne J. Levin 
Pages: 6 Size: 334 Kb Keywords:  JMP  SAS  Enterprise  Miner  Product  Formulation 


SGF2008   March 16-19, 2008 - San Antonio, Texas

Data Mining and Predictive Modeling

Survival Data Mining: Treatment of Chronic Illness
   Patricia Cerrito  John Cerrito 
Pages: 19 Size: 1062 Kb 

Data Mining Application of Non-Linear Mixed Modeling in Water Quality Analysis
   Anpalaki J. Ragavan 
Pages: 14 Size: 501 Kb 

Assigning ROTC Cadets into Air Force Specialty Codes Using SAS OR's PROC LP Procedure
   Anthony Lawrence 
Pages: 10 Size: 2466 Kb 

Best Contributed Paper
The Early Warning Project: Prewarning and Avoiding Problems and Costly Downtime in Complex Industrial Processes
   Torulf Mollestad  Frode Oplenskedal 
Pages: 12 Size: 290 Kb Keywords:  Upstream oil  Early warning  Data Mining  Time series 

Evaluating Predictive Models: Computing and Interpreting the c Statistic
   Sigurd Hermansen 
Pages: 9 Size: 78 Kb Keywords:  business  intelligence  data  mining  ROC  AUC 

In Search for a Golden Algorithm
   Tamara S. Slipchenko  Candice Bowman  Catherine Sugar  Allen L. Gifford 
Pages: 9 Size: 210 Kb 

Tailoring the use of SAS® Enterprise Miner®
   Sascha Schubert 
Pages: 14 Size: 713 Kb Keywords:  Enterprise Miner  Extensions  Add-on for MS Office  Data Mining 

Using SAS® Enterprise Miner™ to Prescribe a Pre-Screen Mailing
   Rex Pruitt 
Pages: 6 Size: 200 Kb 

A SAS® Text Mining Approach to Predicting the Resolvability of Disputes between eBay's Sellers and Buyers
   Kevin S. Henning  Zhangxi Lin 
Pages: 12 Size: 448 Kb Keywords:  SAS  ELECTRONIC COMMERCE  TEXT MINING  EBAY  CONTENT ANALYSIS  LOGISTIC REGRESSION 

Use of Text Mining to Predict Patient Compliance
   Christiana Petrou 
Pages: 15 Size: 283 Kb Keywords:  text-mining  clustering 

Lithium Battery Analysis: Probability of Failure Assessment Using Logistic Regression
   Travis A. Moebes 
Pages: 9 Size: 169 Kb 

Best Contributed Paper
Generalizing Google's PageRank to Rank National Football League Teams
   Anjela Govan  Carl Meyer  Russell Albright 
Pages: 11 Size: 171 Kb 

Coming to a Theater Near You! Sentiment Classification Techniques Using SAS® Text Miner
   Jake Bartlett  Russell Albright 
Pages: 9 Size: 153 Kb 

SAS/OR®: Rigorous Constrained Optimized Binning for Credit Scoring
   Ivan Oliveira  Susan Haller  Manoj Chari 
Pages: 10 Size: 367 Kb Keywords:  Credit scoring  binning  optimization  MIP 

Understanding Your Customer: Segmentation Techniques for Gaining Customer Insight and Predicting Risk in the Telecom Industry
   Glendon Cross  Wayne Thompson 
Pages: 14 Size: 981 Kb 

Cool New Features in SAS® Enterprise Miner™ 5.3
   David Duling  Sascha Schubert  Wayne Thompson 
Pages: 12 Size: 554 Kb Keywords:  data mining  analysis  statistics  reporting  machine learning  decision tree  neural network 


SGF2007   April 16-19, 2007 - Orlando, Florida

Data Mining and Predictive Modeling

Identifying and Overcoming Common Data Mining Mistakes
   Doug Wielenga 
Pages: 20 Size: 150 Kb Keywords:  tree  regression  neural  network 

Predictive Modeling in Higher Education
   Tom Bohannon 
Pages: 14 Size: 619 Kb Keywords:  data  mining 

Teaching Business Applications of Data Mining
   J. Michael Hardin 
Pages: 1 Size: 17 Kb Keywords:  predictive modeling  data mining  business schools 

Best Practices for Managing Predictive Models in a Production Environment
   Robert Chu  David Duling  Wayne Thompson 
Pages: 10 Size: 239 Kb Keywords:  data mining  model scoring 

Predicting Software Maintenance Outcomes Using Data Mining and Text Mining
   Uzma Raja 
Pages: 9 Size: 155 Kb Keywords:  Text Mining  Software Engineering  Open Source Software  Software Maintenance 

Improving Credit Scoring by Generalized Additive Model
   Wensui Liu  Jimmy Cela 
Pages: 9 Size: 377 Kb Keywords:  Credit Scoring  Generalized Linear Model  Generalized Additive Model  PROC LOGISTIC  PROC GENMOD  PROC GAM 

Data Mining Physician Decisions for MRSA
   Hamed Zahedi 
Pages: 8 Size: 166 Kb Keywords:  Text  Mining 

OLS Regression? Auto-Regression? Dynamic Regression?
   Rodger Zhang 
Pages: 12 Size: 289 Kb Keywords:  Financial  Modeling  Forecast  Prediction  Analysis 

Best Contributed Paper
Variable Screening for Multinomial Logistic Regression on Very Large Data Sets as Applied to Direct Response Modeling
   John A. Cherrie 
Pages: 12 Size: 143 Kb Keywords:  Data  Mining 

Find the Best Prospects for a New Product by Using a Data Mining Model
   Ting Millette 
Pages: 8 Size: 160 Kb 

Data Mining to Investigate the Prescribing of Medications Longitudinally
   Mussie A. Tesfamicael 
Pages: 17 Size: 827 Kb Keywords:  High Profile Forecasting  Text Mining  IDM 

Ubiquitous Scoring of 1000+ Warranty Categories Using Predictive Rules Derived from Text
   Barry deVille 
Pages: 8 Size: 124 Kb Keywords:  text mining  classification  process automation 

Text Mining and PROC KDE to Rank Nominal Data
   Patricia B. Cerrito 
Pages: 21 Size: 2221 Kb Keywords:  Text Miner  Ranking Nominal Data 

Making Web Results Relevant with SAS®
   Russell D. Albright  Jake Bartlett  David Bultman 
Pages: 12 Size: 330 Kb Keywords:  Text Mining Information Retrieval  internet 

Critical Success Factors for Rate Making Using SAS® Enterprise Miner
   Hrushikesh A. Khopkar  Jay King 
Pages: 17 Size: 820 Kb Keywords:  Rate Making  Optimal Binning  Tariff Card 


SUGI31   March 26-29, 2006 - San Francisco, California

Data Mining and Predictive Modeling

SAS/OR® - Making Sense of Network Data with Network Visualization Workshop
   Ed Hughes  Phil Meanor 
Pages: 20 Size: 1570 Kb Keywords:  network  data  visual  planning  analysis  patterns  plots  graphs 

Offer Assignment with SAS® Marketing Optimization
   Manoj Chari 
Pages: 18 Size: 262 Kb 

An Application of Survival Analysis to Population Dynamics in Human Capital Management
   Martin B. Jetton  Robert Yerex 
Pages: 9 Size: 57 Kb Keywords:  Operations Research  Probability Models  Predictive Models 

Best Contributed Paper
Investigating Open Source Project Success - A Data Mining Approach to Model Formulation, Testing and Validation
   Uzma Raja  Marietta J. Tretter 
Pages: 7 Size: 102 Kb 

Text Mining with "Holographic" Decision Tree Ensembles
   Barry deVille 
Pages: 7 Size: 74 Kb Keywords:  multiple, random decision trees  random forests  text classification  stochastic gradient boosting 

Predicting Child Support Payment Delinquency Using SAS® Enterprise Miner
   Jodi Blomberg  Jacqueline K. Long 
Pages: 12 Size: 123 Kb Keywords:  public  sector 

80 Ways to Spell "Refrigerator"
   Joshua P. Becker  John Wallace 
Pages: 10 Size: 121 Kb Keywords:  text  mining  parsing  dirty  text  clustering 

Exploring Alternative Predictive Modeling Techniques to Strengthen the Customer Relationship
   David Bordeleau 
Pages: 5 Size: 42 Kb Keywords:  Modeling  Cox model  Multinomial Logistic Regression  Attrition  Activation 

Data Mining Techniques to Analyze a Library Database
   Chakib Battioui 
Pages: 9 Size: 360 Kb Keywords:  Path Analysis  Association rules  Data Mining  Library data Analysis. 

Data and Text Mining the Electronic Medical Record to Improve Care and to Lower Costs
   Patricia B. Cerrito  John C. Cerrito 
Pages: 20 Size: 1344 Kb Keywords:  Text Miner  Link Analysis 

Efficient Construction of a "One-Row-per-Subject" Data Mart for Data Mining
   Gerhard Svolba 
Pages: 16 Size: 236 Kb 

Comparison of Data Preparation Methods for Use in Model Development with SAS® Enterprise Miner
   Charles Manahan 
Pages: 10 Size: 326 Kb Keywords:  regression  cluster 

Fraud Detection - A Primer for SAS® Programmers
   Thomas J. Winn 
Pages: 6 Size: 115 Kb Keywords:  fraud  abuse  improper acts  internal controls  fraud indicators  patterns  norms 

Application of Proc Discrim and Proc Logistic in Credit Risk Modeling
   Jin Li 
Pages: 9 Size: 142 Kb Keywords:  Discriminant Analysis  Generalized Logit Model  Categorical Data  Credit Risk 

What's New in SAS® Enterprise Miner
   Wayne Thompson  David Duling 
Pages: 10 Size: 687 Kb Keywords:  Enterprise  Miner 


SUGI30   April 10-13, 2005 - Philadelphia, Pennsylvania

Data Mining and Predictive Modeling

Predicting Workers' Compensation Insurance Fraud Using SAS Enterprise Miner 5.1 and SAS Text Miner
   Terry Woodfield 
Pages: 6 Size: 95 Kb Keywords:  regression  neural networks  recursive partitioning 

Automating Predictive Analysis to Predict Medicare Fraud
   Christine L. Warner 
Pages: 9 Size: 153 Kb Keywords:  regression  predictive analysis  SAS/Stat 

Predicting Customer Value
   Will Potts 
Pages: 6 Size: 124 Kb Keywords:  survival analysis  lifetime value  mean residual life 

Combining Decision Trees with Regression in Predictive Modeling with SAS Enterprise Miner
   Kattamuri S. Sarma 
Pages: 10 Size: 498 Kb Keywords:  Variable selection  Non-linear Relationships  Missing values  Binning  Trees  Regression  Model performance. 

Teaching Data Mining in a University Environment
   David A. Dickey 
Pages: 11 Size: 113 Kb Keywords:  logisitc  log worth 

Combining SAS Text Miner with the Association Node in SAS Enterprise Miner to Investigate Inventory Data
   Patricia B. Cerrito 
Pages: 10 Size: 364 Kb Keywords:  association rules  text mining 

The University of Alabama and SAS Data Mining Certificate Partnership
   J. Michael Hardin  Michael D. Conerly 
Pages: 4 Size: 110 Kb Keywords:  education  teaching  SAS training  Enterprise Miner 

A Comparative Estimation of Machine Learning Methods on QSAR Data Sets
   Adnan Asar 
Pages: 10 Size: 211 Kb Keywords:  pharmaceutical  analytics  SAS 

On GSForward - The Experimental Variable Selection Node in SAS Enterprise Miner 5.1
   Leonardo Auslender 
Pages: 6 Size: 138 Kb Keywords:  Gsforward 

Mining Transactional and Time Series Data
   Michael Leonard  Brenda Wolfe 
Pages: 26 Size: 1217 Kb Keywords:  time-stamped data  data-mining 

Message Queue-Based Scoring Interface
   David Duling  Robert Chu 
Pages: 14 Size: 151 Kb Keywords:  Predictive modeling  scoring  scoring services  data-mining 

Structured Neural Network Techniques for Modeling Loyalty and Profitability
   Carl Lee  Tim Rey  James W. Mentele  Michael Garver 
Pages: 13 Size: 288 Kb Keywords:  Loyalty  Partial Least Square  Predictive Modeling  Profitability  Regression  Structured Equation Model 

A Multi-Model Approach to Improve Final Results
   Ryszard Szupiluk  Piotr Wojewnik  Tomasz S. Zabkowski 
Pages: 6 Size: 261 Kb Keywords:  Data mining  Independent Component Analysis  Principal Component Analysis  Modelling improvement 

Best Contributed Paper
A Proportional Hazards Approach to Campaign List Selection
   Charles Manahan 
Pages: 7 Size: 104 Kb Keywords:  logistic regression  data mining 


SUGI28   March 30 - April 2, 2003 - Seattle, Washington

Data Mining Techniques

Modeling Customer Lifetime Value Using Survival Analysis - An Application in the Telecommunications Industry
   Junxiang Lu 
Pages: 6 Size: 253 Kb Keywords:  lifetime value (LTV)  survival analysis  customer value  churn 

A Simple Bayesian Approach in Mining the Touch Point Data
   Aaron Lai 
Pages: 4 Size: 183 Kb Keywords:  Data mining  CRM  Bayesian  touch point  marketing 

Shopping for Voters: Using Association Rules to Discover Relationships in Election Survey Data
   Mary F. MacDougall 
Pages: 5 Size: 217 Kb Keywords:  association node  market basket analysis  election study 

Monitoring, Analyzing, and Optimizing Waterflood Responses
   Leon L. Fedenczuk 
Pages: 5 Size: 277 Kb Keywords:  Data Mining  Visualization  Decision Trees 

Multistage Cross-Sell Model of Employers in the Financial Industry
   Kwan Park  Steve Donohue 
Pages: 5 Size: 221 Kb Keywords:  cross-sell  data mining  decision tree  neural network  lift value 

Best Contributed Paper
The Use of Geographic Information Systems to Investigate Environmental Pollutants in Relationship to Medical Treatment
   Patricia B. Cerrito  Robert Forbes  George R. Barnes 
Pages: 6 Size: 811 Kb Keywords:  data mining  GIS  medical 


SUGI27   April 14-17, 2002 - Orlando, Florida

Data Mining Techniques

Best Contributed Paper
Tree-based Models: Identification of Influential Factors under Condition of Instability
   Pavel Brusilovskiy  Yillian Yuan 
Pages: 6 Size: 102 Kb Keywords:  Data Mining  Macros  Modeling  Statistics 

Data Mining in Quality Improvement
   Bing Deng 
Pages: 4 Size: 66 Kb Keywords:  SAS/EM  DATA  MINING  QUALITY 

Offer Optimization - Optimizing Cross-sell and Up-sell Opportunities in Banking
   Andrew G. Storey  Marc-David Cohen 
Pages: 7 Size: 260 Kb Keywords:  Cross-Sell  Optimization  Marketing Campaigns  Banking 

To Neural or Not to Neural? - This Is the Question
   Leon L. Fedenczuk 
Pages: 6 Size: 228 Kb Keywords:  Cross Selling 

Predicting Customer Churn in the Telecommunications Industry - An Application of Survival Analysis Modeling Using SAS®
   Junxiang Lu 
Pages: 6 Size: 181 Kb Keywords:  customer churn  survival analysis  PROC PHREG  telecommunications industry  data mining 

Using SAS® Enterprise Miner - for Data Quality Monitoring in the Veterans Health Administration's External Peer Review Program
   James H. Forsythe 
Pages: 5 Size: 120 Kb Keywords:  Data Mining  healthcare 


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