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Customer Segmentation & Clustering Using SAS Enterprise Miner ...

Customer Segmentation & Clustering Using SAS Enterprise Miner, 2nd Ed. Errata: Date: 18-Oct-2012 On page 84, Figure 5.3 the length column in the bottom left of the figure should all be a numeric

http://support.sas.com/publishing/authors/extras/64620_updates.pdf

Date added: May 26, 2013 - Views: 36

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154-2008: Understanding Your Customer: Segmentation ...

Understanding Your Customer: Segmentation Techniques for Gaining Customer Insight and Predicting Risk in the Telecom Industry Glendon Cross, ... “CRM Segmentation and Clustering Using SAS® Enterprise Miner”. Cary, NC: SAS Institute Inc. Duling, D.; W. Thompson, S. Schubert. 2007.

http://www2.sas.com/proceedings/forum2008/154-2008.pdf

Date added: April 29, 2012 - Views: 12

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Customer Segmentation Using SAS - Business Analytics and ...

Customer Segmentation Using SAS No marketing strategy can be effective without ... Miner, SAS Enterprise Guide, or JMP is required. ... Hierarchical Clustering for Segmentation • introduction to clustering analysis • similarity, ...

http://www.sas.com/offices/asiapacific/malaysia/training/bks/CSUS.pdf

Date added: March 26, 2014 - Views: 1

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Addendum to Segmentation of Customer Transactions

Customer Segmentation and Clustering Using SAS Enterprise Miner, Second Edition Step 1: So, now let’s create a new data mining project called Transaction Segmentation.

http://support.sas.com/publishing/authors/extras/62640_Chap16_Addendum.pdf

Date added: January 14, 2013 - Views: 2

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The Basics - Business Analytics and Business Intelligence ...

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http://www.sas.com/storefront/aux/en/spcrmsegmentation/62640_excerpt.pdf

Date added: April 18, 2014 - Views: 1

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INTRODUCTION TO SAS ENTERPRISE MINER

ENTERPRISE MINER™ MELODIE RUSH CUSTOMER LOYALTY SYSTEMS ENGINEER . ... •Benefits of using SAS Enterprise Miner ... Clustering (Segmentation) grouping together similar people, things, events

http://www.denversug.org/presentations/2012CODay/Intro_to_EnterpriseMiner.pdf

Date added: February 5, 2013 - Views: 26

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Application of SAS Enterprise Miner in Credit Risk Analytics

Data Mining Using SAS Enterprise Miner: A Case Study Approach, Second Edition by SAS Institute Customer Segmentation and Clustering Using SAS Enterprise Miner, Second Edition by Randy S. Collica. Title: Microsoft PowerPoint - PhilaSAS Present! [Compatibility Mode]

http://www.philasug.org/Presentations/201310Fall/Enterprise_Miner.pdf

Date added: November 2, 2013 - Views: 15

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Customer Segmentation Models - MineQuest

Customer Segmentation Models ... Typically, for developing multidimensional market segmentation models we use SAS® clustering procedures found in SAS/Enterprise Miner. Data set development, data cleaning, ...

http://www.minequest.com/downloads/MineQuest_Brochure_2009.pdf

Date added: December 28, 2011 - Views: 22

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Customer Retention Predictive Modeling in HealthCare ...

Customer segmentation through supervised clustering was performed ... developed for each of the clusters using SAS/STAT and SAS/Enterprise Miner 5.3. Several questions were answered ... possible among each cluster. For this study, we use SAS/Enterprise Miner as the clustering tool, classification

http://analytics.ncsu.edu/sesug/2009/AD007.Su.pdf

Date added: February 10, 2012 - Views: 12

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Paper CC-27 Explore RFM ®Analysis using SAS Data Mining ...

CUSTOMER SEGMENTATION USING RFM ... combinations since each attribute (R, F, M) has five scaling. Incorporating RFM into clustering analysis is one way to ... Zhang, R.; Meng X. and Ryan, L. (2013). “Incremental Response Modeling Using SAS® Enterprise Miner™”. SUGI proceedings ...

http://analytics.ncsu.edu/sesug/2013/CC-27.pdf

Date added: January 17, 2014 - Views: 4

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Session 13 Clustering Section 1 Background 2 Distance Measures 4

Section 6 Clustering with SAS Enterprise Miner 11 ... space occupied, making it particularly suitable in customer segmentation application. ... This allows Enterprise Miner using CCC to pick up the optimal number of clusters ...

http://pegasus.cc.ucf.edu/~cwang/sta6714/Lecture7/Notes/Clustering.pdf

Date added: December 2, 2012 - Views: 2

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Data mining techniques in CRM: Inside customer segmentation

Inside customer segmentation L.A. Tucci The College of New Jersey Ewing New Jersey ... different clustering methods and compare the results. ... SAS Enterprise Miner, Statistica Data Miner or Rapidminer.

http://www.unisa.ac.za/contents/faculties/ems/docs/10_Tucci.pdf

Date added: September 23, 2012 - Views: 11

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Lecture 3 Clustering - University of Central Florida

customer segmentation application. In “Complete Linkage” method, the distance between two clusters is defined as DCC dxyxCandyCCL i j i j() ... The Clustering node in SAS Enterprise Miner uses two SAS procedures, FASTCLUS and CLUSTER.

http://pegasus.cc.ucf.edu/~xsu/CLASS/STA5703/notes3.pdf

Date added: February 9, 2012 - Views: 7

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Data Mining and Business Analytics - London South Bank University

• ®Data mining project using SAS Enterprise Miner and SAS ... Sales and Customer Relationship Management, John Wiley & Sons Inc, 2004. ISBN: 9780471470649. ... • Randall S. Collica, CRM Segmentation and Clustering Using SAS Enterprise Miner, SAS ...

http://www.blc.lsbu.ac.uk/intst/ModuleGuides/DataMiningAndBusinessAnalytics.pdf

Date added: August 14, 2013 - Views: 4

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Satish Garla, Goutam Chakraborty, Oklahoma State University ...

... Normal Mixtures and Probabilistic-D Clustering for B2B Segmentation using ... Cluster analysis is commonly used by market researchers as a classification tool to segment customer markets. Clustering creates ... and Certified Predictive Modeler Using SAS® Enterprise Miner 6.1 Dr ...

http://www.wuss.org/proceedings11/Papers_Garla_S_74913.pdf

Date added: October 31, 2012 - Views: 3

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Data mining and statistical models in marketing campaigns of ...

With our Customer segmentation, in particular, ... shows the SAS Enterprise Miner desktop, ... K-Means clustering algorithm which exists as one of several clustering or classification algorithms in SAS. Viewed in two dimensional terms, ...

http://www.lexjansen.com/views/2001/dataminingstats/dms03.pdf

Date added: February 10, 2014 - Views: 1

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BUS 590D (Section 009): Marketing Analytics

... customer segmentation/targeting, product/brand positioning, price, ... Collica, Randall S. (2007), CRM Segmentation and Clustering: Using SAS Enterprise Miner, SAS Publishing. [Recommended, Optional]

http://www4.ncsu.edu/unity/users/s/smoon2/www/MA%20Syllabus%20Spring08.pdf

Date added: October 2, 2012 - Views: 10

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DHL Data Mining Project - Singapore Management University

Customer Segmentation with Clustering Timothy TAN Chee Yong | Aditya Hridaya MISRA| Jeffery JI Jun Yao 3/30/2010 . ... For Mining, SAS Enterprise Miner was initially used, however, due to the limited hardware resources, large dataset, ...

http://sis.smu.edu.sg/sites/default/files/sis/pdf/is424_2010_dhl_data_mining.pdf

Date added: December 12, 2013 - Views: 1

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Predictive modeling :: Clustering and segmentation Data mining

Predictive modeling :: Clustering and segmentation :: Data mining ... Enterprise versions of Data Miner offer: ... Java, SAS data step, and as-stored procedures., STATISTICAData Miner is also seamlessly integrated

http://www.statsoft.nl/pdf/statsoft-dataminer-2013.pdf

Date added: July 21, 2013 - Views: 1

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Best Practices for Managing Predictive Models in a Production ...

developed using SAS® Enterprise Miner™, ... Applications can include customer retention, credit origination, transaction authorizations, ... filtering outliers, data replacement, segmentation, clustering, predictive modeling algorithms, and model validation as examples.

http://www.mwsug.org/proceedings/2007/saspres/MWSUG-2007-SAS02.pdf

Date added: September 20, 2012 - Views: 5

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Recitation Supplement: Clustering Using SAS EM November 4, 2002

Clustering Using SAS EM November 4, 2002 ... Each row represents a customer and each ... Import the data into SAS, start Enterprise Miner, and create a new project. Maximize the EM window. This will make it easier to view the charts and diagrams

http://people.orie.cornell.edu/~davidr/or474/recitation/nov4.pdf

Date added: December 29, 2012 - Views: 4

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SAS® Marketing Automation - Value Lab

Customer segmentation, profiling and testing ... powerful clustering and segmentation capabilities as well as direct integration with SAS Enterprise Miner™, the industry standard for data mining, which is included to ensure that

http://value.viewlab.net/wp-content/uploads/sas_marketing_automationt.pdf

Date added: August 13, 2013 - Views: 2

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MIS2502.002 Data Analytics Fall 2013 (CRN 19562) About the ...

Discover trends in analytical data stores using the data mining techniques of clustering, segmentation, association, and decision trees. Present ... Managing Customer ... Nov. 20 Clustering and segmentation in SAS Enterprise Miner ...

http://community.mis.temple.edu/mis2502sec002f13/files/2013/08/MIS2502-Syllabus-Zhang-Fall-2013.pdf

Date added: September 15, 2013 - Views: 2

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SAS Enterprise Miner: An Overview - Welcome to IASRI - a ...

SAS Enterprise Miner: An Overview . Introduction: ... segmentation, risk analysis, affinity analysis, customer satisfaction, ... and variable clustering. Modify. the data by creating, selecting, and transforming the variables to focus the model

http://www.iasri.res.in/ebook/win_school_aa/notes/Eminer_intro-working.pdf

Date added: April 12, 2012 - Views: 29

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SOM Online Course Syllabus Template - COMET AUTH - University ...

... customer segmentation, customer relationship management (CRM), customization, ... (XL miner, SAS Enterprise Miner, Text miner) to develop data mining solutions to ... Clustering , XL Miner & EM Demo 2, “competing on analytics”, P1 Q&A

http://dox.utdallas.edu/syl29966

Date added: May 21, 2014 - Views: 1

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Data Mining Solutions for the Business Environment

activities like customer segmentation 1. ... Clustering: is a common descriptive task where one seeks to identify a finite set of categories or clusters to describe the data; ... SAS Enterprise Miner, produced by SAS, and STATISTICA Data Miner,

http://dbjournal.ro/archive/14/14_3.pdf

Date added: February 26, 2014 - Views: 1

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SELECTING CLASSIFICATION AND CLUSTERING TOOLS FOR ACADEMIC ...

... SAS Enterprise Miner, Clementine from SPSS, and IBM DB2 Intelligent ... ideal of understanding each individual customer ... Enterprise Miner supports clustering and segmentation of databases, using k-means clustering, ...

http://iacis.org/iis/2007/Qui.pdf

Date added: May 26, 2013 - Views: 3

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Mobile Customer Clustering Analysis Based on Call Detail Records

Mobile Customer Clustering Analysis Based on Call Detail Records Lin ... for example, SPSS Clementine, SAS Enterprise Miner and IBM Intelligent Miner may be used in the mobile telecommunications industry. ... MOBILE’S CUSTOMER SEGMENTATION ANALYSIS

http://www.iima.org/CIIMA/14%20CIIMA%207-4-07%20Lin%2095-99.pdf

Date added: January 29, 2012 - Views: 4

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SAS E-MINER: AN OVERVIEW - IASRI - Welcome to IASRI - a ...

SAS Enterprise Miner support the entire data mining process. ... customer retention and attrition, database marketing, market segmentation, risk ... exploration, variable selection methods, and variable clustering. Modify the data by creating, selecting, ...

http://www.iasri.res.in/sscnars/data_mining/2-Eminer_SAS_Notes.pdf

Date added: March 15, 2013 - Views: 4

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4.8 Customer Focused Data Analytics - Materials Management ...

... (e.g. data mining and customer segmentation), operational execution (Campaign Management, ... with SAS Analytical Consultants as SAS Enterprise Miner™ or Text Miner is ... Clustering/Segmentation ...

http://www.mmd.admin.state.mn.us/DataAnalytics/pdf/CustomerFocusedSAS.pdf

Date added: January 8, 2013 - Views: 10

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Data Preparation for Predictive Analytics

Segmentation (Clustering, …) Copyright © 2013, SAS Institute Inc. ... Calculate a customer’s age from their Birthdate using Advanced Expression and SAS Functions ... Advanced Analytics with Enterprise Guide • SAS Enterprise Miner Tip: Imputing Missing Values.

http://www.gasug.org/papers/DataPreparationTechniquesForPredictiveAnalytics.pdf

Date added: June 2, 2014 - Views: 1

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DONALD K. WEDDING, P.E., PH.D. 10371 ANDOVER DR TWINSBURG, OH ...

Experienced in Customer Relationship Management (CRM) modeling and ... , decision trees, clustering, text mining, and web mining. Also experienced in numerous modeling tools including SAS, SAS Enterprise Miner, SPSS/Clementine, S+ ... • Clustering / Segmentation • Unstructured Text Mining ...

http://www.weddingfamily.com/donresume/dkwresume.pdf

Date added: June 14, 2012 - Views: 2

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Gain competitive advantage with advanced customer analytics

Segmentation Grow, Deepen and Retain Activation Engaged Multi-Channel ... SAS® Enterprise Miner SAS Enterprise Guide SAS Grid Manager ... Customer analysis using clustering algorithms

http://www.it.capgemini.com/resource-file-access/resource/pdf/Gain_competitive_advantage_with_advanced_customer_analytics.pdf

Date added: March 11, 2014 - Views: 1

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Insightful Miner Feature List - Binary Semantics

Insightful Miner Feature List Visual Workflow Environment ... • SAS®, SPSS ®, Excel® & many other flat file formats ... • Customer segmentation models with K -Means Clustering

http://www.binarysemantics.com/SoftwareProduct/pdf/splus_brochure/I-Miner-8-Feature-List.pdf

Date added: May 23, 2013 - Views: 1

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Transform Big Data into Bigger Insight with Oracle Exadata ...

segmentation, profiling, etc. ... •Oracle Fin. Services Analytic Applications –Customer Insight, Enterprise Risk Management ... Oracle Data Miner/SQL Developer 4.0 (for Oracle Database 11g and 12c)

http://www.oracle.com/technetwork/database/options/advanced-analytics/oracleadvancedanalyticsoow13-2027233.pdf

Date added: November 15, 2013 - Views: 1

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Business Intelligence: Herb Simon A Design Science Perspective

Customer Segmentation • Targeted Marketing (Predicting Response) ... • SAS (Enterprise Miner) • Oracle (Darwin, Hyperion) • IBM (Cognos, SPSS Clementine) ... Clustering Techniques pg those groups.

http://misrc.umn.edu/seminars/slides/2009/SalMarchMISRC_BI_Presentation6perpage.pdf

Date added: October 25, 2012 - Views: 5

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Implementation of the Fuzzy C-Means Clustering Algorithm in ...

... image segmentation and image clustering [10-12], data mining [13], wireless sensor network ... Cluster the samples using algorithms; 4) Output the clustering results. (4) ... Enterprise Miner Enterprise Miner from SAS is a common data mining tool.

http://www.sersc.org/journals/IJDTA/vol6_no6/1.pdf

Date added: February 4, 2014 - Views: 1

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Oracle Advanced Analytics - Oracle | Hardware and Software ...

Customer segmentationCustomer profiling •Market basket ... Statistics and SQL Analytics are included in Oracle Database Standard Edition and Enterprise Edition Statistics . 16 Copyright ... Clustering analysis to discover customer segments based on behavior, demograhics, plans ...

http://www.oracle.com/in/corporate/events/oracle-advanced-analytics-option-1902723-en-in.pdf

Date added: October 25, 2013 - Views: 2

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4.3 Tax Collection, Fraud Prevention, and Detection

with SAS Analytical Consultants as SAS Enterprise Miner™ or Text Miner is ... The SAS Customer Care Program provides you the ability to purchase a block of ... Clustering/Segmentation

http://www.mmd.admin.state.mn.us/DataAnalytics/pdf/TaxSAS.pdf

Date added: September 22, 2012 - Views: 7

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Data Mining - MUT

Database Segmentation (clustering) zpartitioning a database into segments of similar records, ... zIBM Intelligent Miner ... Examples of Data Mining Systems zSAS Enterprise Miner

http://www.msit2005.mut.ac.th/msit_media/1_2549/ITEC3611/Lecture/2006061105810AV.pdf

Date added: September 11, 2013 - Views: 8

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IBM InfoSphere Streams Version 1.2

... to customer segmentation, to churn or intrusion prevention. In most cases, stream mining requires applying models (learned ... software tools: InfoSphere Warehouse, R / Rattle, SAS Enterprise Miner, SPSS, and ... The Clustering operator calculates the cluster index and clustering score for ...

http://pic.dhe.ibm.com/infocenter/streams/v1r2/topic/com.ibm.swg.im.infosphere.streams.product.doc/doc/IBMInfoSphereStreams-MiningToolkit.pdf

Date added: May 6, 2013 - Views: 1

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SOFTWARE TOOLS FOR TEACHING UNDERGRADUATE DATA MINING COURSE

... SAS Enterprise Miner (b) MATLAB (c) IBM SPSS Modeler ... if a customer buys a loaf of bread, how likely is the ... The Clustering node enables you to segment your data; that is, it enables you to identify data observations that are similar in some way.

http://www.asee.org/documents/sections/middle-atlantic/fall-2013/9-Ashwin-SOFTWARE-TOOLS-FOR-TEACHING-UNDERGRADUATE-DATA-MINING-COURSE.pdf

Date added: January 15, 2014 - Views: 1

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Intro to Data Mining - MUT

¾customer profiling ... Database Segmentation (clustering) zpartitioning a database into segments of similar records, that is records that share a number of properties. ... zSAS Enterprise Miner

http://www.msit2005.mut.ac.th/msit_media/1_2550/ITEC3611/Lecture/2007061101839Sx.pdf

Date added: May 5, 2013 - Views: 10

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NU-MineBench 2 - Northwestern University

Density Clustering Segmentation Hierarchical Partitioning Statistical Predictive Decision Trees ... lar phone company would apply clustering to find a probable customer segment (regular travelers?) ... and SAS Enterprise Miner ...

http://cucis.ece.northwestern.edu/techreports/pdf/CUCIS-2004-08-001.pdf

Date added: March 27, 2013 - Views: 2

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Predictive Modeling: Principles and Practices - DTIC Home Page

SAS (Enterprise Miner) IBM (DB2 Intelligent Miner) Oracle (ODM option to Oracle 10g) ... information like customer, contract type ... • Clustering • Sequence Clustering • Association Rules

http://www.dtic.mil/ndia/2008systems/7364Hefner.pdf

Date added: September 27, 2012 - Views: 13

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MIS for Logistics: Data Mining - 周瑞生 教授, Professor ...

SAS Enterprise Miner. Data Life Cycle Process The result ... • Clustering – similar to classification but no predefined classes • AI, Machine Learning, GA, Text/Image mining, etc. ... • Market Segmentation: – Goal: ...

http://140.118.5.28/MISForLogistics_Notes/Lecture%20Note_2_Data%20Mining.pdf

Date added: February 27, 2012 - Views: 7

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EA103 Extend Your Analytics Capabilities on SAP HANA Using ...

... Use Cases & Customer Pain Points ... modeling tool that looks a lot like SAS Enterprise Miner and ... time series analyses, classification and clustering, predictive, etc. More algorithms and packages than SAS + SPSS + Statistica

http://blasthemy.com/sap/TechEd13/1_Session_PDFs/EA/EA103/EA103.pdf

Date added: April 22, 2014 - Views: 1

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SAP Sybase IQ - Inside Analysis

Segmentation • Time series forecasting • Association rules ... • Clustering Models: Distribution-Based, Center-Based, ... missing / invalid values handling and data pre-processing Handles most SAS models publishable in PMML from SAS Enterprise Miner © 2012 SAP AG.

http://www.insideanalysis.com/wp-content/uploads/2012/04/SAP-Sybase-IQ.pptx.pdf

Date added: June 23, 2012 - Views: 4

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Introduction to Data Mining And Predictive Analytics

• Example: classifiers built using customer data ... IBM Intelligent Miner!! SAS Enterprise Miner!! Oracle ODM!! Microstrategy!! Microsoft DBMiner!! ... EM clustering! • Selects K=2 ! (using Bayesian Information Criterion)!

http://www.geongrid.org/ECSITE13/talks/2013_08_16_Rodriguez.pdf

Date added: February 15, 2014 - Views: 1

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Quantitative Models for Predicting Project Success

SAS (Enterprise Miner) IBM (DB2 Intelligent Miner) Oracle (ODM option to Oracle 10g) ... • Predictive models developed using historical data ... customer, contract type etc.

http://www.dtic.mil/ndia/2007cmmi/Tues507CMMI_Hefner_Predictive_Modeling.pdf

Date added: October 4, 2012 - Views: 7