SlideShare a Scribd company logo

A Case Study in Record Linkage_PVER Conf_May2011

•Download as PPT, PDF•
•
NORC at the University of Chicago
NORC at the University of Chicago

PowerPoint Presentation from May 2011 Personal Validation and Entity Resolution Conference. Presenters: Marianne Winglee, Richard Valliant, Fritz Scheuren.

Technology
1 of 43
A CASE STUDY IN RECORD LINKAGE Marianne Winglee Westat Richard Valliant Survey Research Center at U Michigan and the JPSM at U Maryland Fritz Scheuren NORC at University of Chicago
Today’s Talk ,[object Object],[object Object]
The Case Study ,[object Object],[object Object]
Provider & HH Data ,[object Object],[object Object],[object Object],[object Object],[object Object]
Data May Disagree ,[object Object],[object Object]
Probabilistic ,[object Object],[object Object]
Decision Rule ,[object Object],[object Object],[object Object]
In practice ,[object Object],[object Object]
A Guide to Action ,[object Object]
Error Estimation ,[object Object],[object Object],[object Object]
Methods ,[object Object],[object Object],[object Object],[object Object]
Match Weight CDFs ,[object Object],[object Object]
Basic Steps ,[object Object],[object Object]
Weight thresholds ,[object Object],[object Object],[object Object],[object Object]
Our Approaches ,[object Object],[object Object],[object Object]
Training Pairs M ,[object Object],[object Object],[object Object]
Training M Curve ,[object Object],[object Object]
Training U Pairs ,[object Object],[object Object]
Training U Curve ,[object Object],[object Object]
Weight Curves -10 0 10 20 100 50 0 Cumulative Percentage Assigned Match Weight
Error Rates ,[object Object],[object Object],[object Object],[object Object]
A Simulation Approach ,[object Object],[object Object]
SimRate ,[object Object],[object Object]
Match Weights
Simulation Model ,[object Object],[object Object]
SIM-M Curve ,[object Object],[object Object],[object Object]
SIM-M Curve II ,[object Object],[object Object],[object Object]
SIM-U Curve ,[object Object],[object Object],[object Object]
SIM-U Curve II ,[object Object],[object Object],[object Object]
Results ,[object Object],[object Object]
Heart of SimRate ,[object Object]
Flexible Tool ,[object Object]
Concluding Remarks ,[object Object]
Remark II ,[object Object]
Remark III ,[object Object]
Remark IV ,[object Object],[object Object]
Contact Us ,[object Object],[object Object],[object Object]
Notations
Assumptions
Simulation Model
Agreement Probabilities
Joint Probability M
Joint Probability U

Recommended

Statistics for Data Analytics
Statistics for Data AnalyticsStatistics for Data Analytics
Statistics for Data AnalyticsTushar Dalvi
 
Data science types_of_poisson_regression
Data science types_of_poisson_regressionData science types_of_poisson_regression
Data science types_of_poisson_regressionvandithff
 
Statistics Review (0.0)
Statistics Review (0.0)Statistics Review (0.0)
Statistics Review (0.0)Jacob Cedarbaum
 
Scattergraphs!
Scattergraphs!Scattergraphs!
Scattergraphs!richardsphysics
 
Section 2-3
Section 2-3Section 2-3
Section 2-3Jimbo Lamb
 
0.0 Notes
0.0 Notes0.0 Notes
0.0 NotesJacob Cedarbaum
 
Lesson 8 measure of variation
Lesson 8 measure of variationLesson 8 measure of variation
Lesson 8 measure of variationMaris Ganace
 
Errors in measurement
Errors in measurementErrors in measurement
Errors in measurementGAURAVBHARDWAJ160
 

Recommended

Statistics for Data Analytics
Statistics for Data AnalyticsStatistics for Data Analytics
Statistics for Data AnalyticsTushar Dalvi
 
Data science types_of_poisson_regression
Data science types_of_poisson_regressionData science types_of_poisson_regression
Data science types_of_poisson_regressionvandithff
 
Statistics Review (0.0)
Statistics Review (0.0)Statistics Review (0.0)
Statistics Review (0.0)Jacob Cedarbaum
 
Scattergraphs!
Scattergraphs!Scattergraphs!
Scattergraphs!richardsphysics
 
Section 2-3
Section 2-3Section 2-3
Section 2-3Jimbo Lamb
 
0.0 Notes
0.0 Notes0.0 Notes
0.0 NotesJacob Cedarbaum
 
Lesson 8 measure of variation
Lesson 8 measure of variationLesson 8 measure of variation
Lesson 8 measure of variationMaris Ganace
 
Errors in measurement
Errors in measurementErrors in measurement
Errors in measurementGAURAVBHARDWAJ160
 
Uncertainties rules 1
Uncertainties rules 1Uncertainties rules 1
Uncertainties rules 1Amer Ghazi Attari
 
Errors and uncertainities net
Errors and uncertainities netErrors and uncertainities net
Errors and uncertainities netAmer Ghazi Attari
 
errors of measurement and systematic errors
errors of measurement and systematic errorserrors of measurement and systematic errors
errors of measurement and systematic errorsDr. Hament Sharma
 
Analysis using SPSS - H.H.The Rajha's College
Analysis using SPSS - H.H.The Rajha's CollegeAnalysis using SPSS - H.H.The Rajha's College
Analysis using SPSS - H.H.The Rajha's CollegeRenukadevi Navaneethan
 
StatVignette02-Regression.pptx
StatVignette02-Regression.pptxStatVignette02-Regression.pptx
StatVignette02-Regression.pptxSERC at Carleton College
 
Understanding Measurements
Understanding MeasurementsUnderstanding Measurements
Understanding Measurementsroszelan
 
StatVignette01-Correlation_06_15_2020.pptx
StatVignette01-Correlation_06_15_2020.pptxStatVignette01-Correlation_06_15_2020.pptx
StatVignette01-Correlation_06_15_2020.pptxSERC at Carleton College
 
6.1 using mathematics
6.1 using mathematics6.1 using mathematics
6.1 using mathematicsmrrayner
 
Report on computer
Report on computerReport on computer
Report on computerCes Joanne Fajarito
 
A Recommender System for Predicting User Engagement in Twitter
A Recommender System for Predicting User Engagement in TwitterA Recommender System for Predicting User Engagement in Twitter
A Recommender System for Predicting User Engagement in TwitterJonathas Magalhães
 
Prescription event monitoring and record linkage system
Prescription event monitoring and record linkage systemPrescription event monitoring and record linkage system
Prescription event monitoring and record linkage systemVineetha Menon
 
Record linkage, a real use case with spark ml - Paris Spark meetup Dec 2015
Record linkage, a real use case with spark ml - Paris Spark meetup Dec 2015Record linkage, a real use case with spark ml - Paris Spark meetup Dec 2015
Record linkage, a real use case with spark ml - Paris Spark meetup Dec 2015Modern Data Stack France
 
Prescription Event Monitoring & Record Linkage Systems
Prescription Event Monitoring & Record Linkage SystemsPrescription Event Monitoring & Record Linkage Systems
Prescription Event Monitoring & Record Linkage SystemsSatish Veerla
 
Prescription event monitorig
Prescription event monitorigPrescription event monitorig
Prescription event monitorignagpharma
 
Business of Social 3.0 - overview
Business of Social 3.0 - overviewBusiness of Social 3.0 - overview
Business of Social 3.0 - overviewgoldzerg
 
Clinical documentation research methodology - CME - TNOA - april 2015
Clinical documentation research methodology - CME - TNOA - april 2015Clinical documentation research methodology - CME - TNOA - april 2015
Clinical documentation research methodology - CME - TNOA - april 2015Queen Mary Hospital
 
online Record Linkage
online Record Linkageonline Record Linkage
online Record LinkagePriya Pandian
 
Linking data without common identifiers
Linking data without common identifiersLinking data without common identifiers
Linking data without common identifiersLars Marius Garshol
 
Indexing Techniques for Scalable Record Linkage and Deduplication
Indexing Techniques for Scalable Record Linkage and DeduplicationIndexing Techniques for Scalable Record Linkage and Deduplication
Indexing Techniques for Scalable Record Linkage and DeduplicationPradeeban Kathiravelu, Ph.D.
 
Cultural competence in Healthcare: Amish Culture
Cultural competence in Healthcare: Amish CultureCultural competence in Healthcare: Amish Culture
Cultural competence in Healthcare: Amish CultureTosin Ola-Weissmann
 
Sampling design
Sampling designSampling design
Sampling designBalaji P
 
Sampling in Medical Research
Sampling in Medical Research Sampling in Medical Research
Sampling in Medical Research Kusum Gaur
 

More Related Content

What's hot

Errors and uncertainities net
Errors and uncertainities netErrors and uncertainities net
Errors and uncertainities netAmer Ghazi Attari
 
errors of measurement and systematic errors
errors of measurement and systematic errorserrors of measurement and systematic errors
errors of measurement and systematic errorsDr. Hament Sharma
 
Analysis using SPSS - H.H.The Rajha's College
Analysis using SPSS - H.H.The Rajha's CollegeAnalysis using SPSS - H.H.The Rajha's College
Analysis using SPSS - H.H.The Rajha's CollegeRenukadevi Navaneethan
 
Understanding Measurements
Understanding MeasurementsUnderstanding Measurements
Understanding Measurementsroszelan
 
StatVignette01-Correlation_06_15_2020.pptx
StatVignette01-Correlation_06_15_2020.pptxStatVignette01-Correlation_06_15_2020.pptx
StatVignette01-Correlation_06_15_2020.pptxSERC at Carleton College
 
6.1 using mathematics
6.1 using mathematics6.1 using mathematics
6.1 using mathematicsmrrayner
 
A Recommender System for Predicting User Engagement in Twitter
A Recommender System for Predicting User Engagement in TwitterA Recommender System for Predicting User Engagement in Twitter
A Recommender System for Predicting User Engagement in TwitterJonathas Magalhães
 

What's hot (10)

Uncertainties rules 1
Uncertainties rules 1Uncertainties rules 1
Uncertainties rules 1
 
Errors and uncertainities net
Errors and uncertainities netErrors and uncertainities net
Errors and uncertainities net
 
errors of measurement and systematic errors
errors of measurement and systematic errorserrors of measurement and systematic errors
errors of measurement and systematic errors
 
Analysis using SPSS - H.H.The Rajha's College
Analysis using SPSS - H.H.The Rajha's CollegeAnalysis using SPSS - H.H.The Rajha's College
Analysis using SPSS - H.H.The Rajha's College
 
StatVignette02-Regression.pptx
StatVignette02-Regression.pptxStatVignette02-Regression.pptx
StatVignette02-Regression.pptx
 
Understanding Measurements
Understanding MeasurementsUnderstanding Measurements
Understanding Measurements
 
StatVignette01-Correlation_06_15_2020.pptx
StatVignette01-Correlation_06_15_2020.pptxStatVignette01-Correlation_06_15_2020.pptx
StatVignette01-Correlation_06_15_2020.pptx
 
6.1 using mathematics
6.1 using mathematics6.1 using mathematics
6.1 using mathematics
 
Report on computer
Report on computerReport on computer
Report on computer
 
A Recommender System for Predicting User Engagement in Twitter
A Recommender System for Predicting User Engagement in TwitterA Recommender System for Predicting User Engagement in Twitter
A Recommender System for Predicting User Engagement in Twitter
 

Viewers also liked

Prescription event monitoring and record linkage system
Prescription event monitoring and record linkage systemPrescription event monitoring and record linkage system
Prescription event monitoring and record linkage systemVineetha Menon
 
Record linkage, a real use case with spark ml - Paris Spark meetup Dec 2015
Record linkage, a real use case with spark ml - Paris Spark meetup Dec 2015Record linkage, a real use case with spark ml - Paris Spark meetup Dec 2015
Record linkage, a real use case with spark ml - Paris Spark meetup Dec 2015Modern Data Stack France
 
Prescription Event Monitoring & Record Linkage Systems
Prescription Event Monitoring & Record Linkage SystemsPrescription Event Monitoring & Record Linkage Systems
Prescription Event Monitoring & Record Linkage SystemsSatish Veerla
 
Prescription event monitorig
Prescription event monitorigPrescription event monitorig
Prescription event monitorignagpharma
 
Business of Social 3.0 - overview
Business of Social 3.0 - overviewBusiness of Social 3.0 - overview
Business of Social 3.0 - overviewgoldzerg
 
Clinical documentation research methodology - CME - TNOA - april 2015
Clinical documentation research methodology - CME - TNOA - april 2015Clinical documentation research methodology - CME - TNOA - april 2015
Clinical documentation research methodology - CME - TNOA - april 2015Queen Mary Hospital
 
online Record Linkage
online Record Linkageonline Record Linkage
online Record LinkagePriya Pandian
 
Linking data without common identifiers
Linking data without common identifiersLinking data without common identifiers
Linking data without common identifiersLars Marius Garshol
 
Indexing Techniques for Scalable Record Linkage and Deduplication
Indexing Techniques for Scalable Record Linkage and DeduplicationIndexing Techniques for Scalable Record Linkage and Deduplication
Indexing Techniques for Scalable Record Linkage and DeduplicationPradeeban Kathiravelu, Ph.D.
 
Cultural competence in Healthcare: Amish Culture
Cultural competence in Healthcare: Amish CultureCultural competence in Healthcare: Amish Culture
Cultural competence in Healthcare: Amish CultureTosin Ola-Weissmann
 
Sampling design
Sampling designSampling design
Sampling designBalaji P
 
Sampling in Medical Research
Sampling in Medical Research Sampling in Medical Research
Sampling in Medical Research Kusum Gaur
 
census, sampling survey, sampling design and types of sample design
census, sampling survey, sampling design and types of sample designcensus, sampling survey, sampling design and types of sample design
census, sampling survey, sampling design and types of sample designParvej Ahmed Porag
 
linkages and networking with organizations
linkages and networking with organizationslinkages and networking with organizations
linkages and networking with organizationsNestor San Juan Jr.
 
Philippine Administrative System (PAS)
Philippine Administrative System (PAS)Philippine Administrative System (PAS)
Philippine Administrative System (PAS)Jo Balucanag - Bitonio
 
Research tools & data collection method_vipin
Research tools & data collection method_vipinResearch tools & data collection method_vipin
Research tools & data collection method_vipinVIPIN PATIDAR
 

Viewers also liked (20)

Prescription event monitoring and record linkage system
Prescription event monitoring and record linkage systemPrescription event monitoring and record linkage system
Prescription event monitoring and record linkage system
 
Record linkage, a real use case with spark ml - Paris Spark meetup Dec 2015
Record linkage, a real use case with spark ml - Paris Spark meetup Dec 2015Record linkage, a real use case with spark ml - Paris Spark meetup Dec 2015
Record linkage, a real use case with spark ml - Paris Spark meetup Dec 2015
 
Prescription Event Monitoring & Record Linkage Systems
Prescription Event Monitoring & Record Linkage SystemsPrescription Event Monitoring & Record Linkage Systems
Prescription Event Monitoring & Record Linkage Systems
 
Prescription event monitorig
Prescription event monitorigPrescription event monitorig
Prescription event monitorig
 
Business of Social 3.0 - overview
Business of Social 3.0 - overviewBusiness of Social 3.0 - overview
Business of Social 3.0 - overview
 
Clinical documentation research methodology - CME - TNOA - april 2015
Clinical documentation research methodology - CME - TNOA - april 2015Clinical documentation research methodology - CME - TNOA - april 2015
Clinical documentation research methodology - CME - TNOA - april 2015
 
online Record Linkage
online Record Linkageonline Record Linkage
online Record Linkage
 
Linking data without common identifiers
Linking data without common identifiersLinking data without common identifiers
Linking data without common identifiers
 
Indexing Techniques for Scalable Record Linkage and Deduplication
Indexing Techniques for Scalable Record Linkage and DeduplicationIndexing Techniques for Scalable Record Linkage and Deduplication
Indexing Techniques for Scalable Record Linkage and Deduplication
 
Cultural competence in Healthcare: Amish Culture
Cultural competence in Healthcare: Amish CultureCultural competence in Healthcare: Amish Culture
Cultural competence in Healthcare: Amish Culture
 
Sampling design
Sampling designSampling design
Sampling design
 
Sampling in Medical Research
Sampling in Medical Research Sampling in Medical Research
Sampling in Medical Research
 
Spontaneous reporting
Spontaneous reporting Spontaneous reporting
Spontaneous reporting
 
census, sampling survey, sampling design and types of sample design
census, sampling survey, sampling design and types of sample designcensus, sampling survey, sampling design and types of sample design
census, sampling survey, sampling design and types of sample design
 
Ap Gov Ch1
Ap Gov Ch1Ap Gov Ch1
Ap Gov Ch1
 
Sampling
SamplingSampling
Sampling
 
Sampling designs
Sampling designsSampling designs
Sampling designs
 
linkages and networking with organizations
linkages and networking with organizationslinkages and networking with organizations
linkages and networking with organizations
 
Philippine Administrative System (PAS)
Philippine Administrative System (PAS)Philippine Administrative System (PAS)
Philippine Administrative System (PAS)
 
Research tools & data collection method_vipin
Research tools & data collection method_vipinResearch tools & data collection method_vipin
Research tools & data collection method_vipin
 

Similar to A Case Study in Record Linkage_PVER Conf_May2011

STAT 778 Project Proposal - Jonathan Poon
STAT 778 Project Proposal - Jonathan PoonSTAT 778 Project Proposal - Jonathan Poon
STAT 778 Project Proposal - Jonathan PoonJonathan Poon
 
Grant Selection Process Using Simple Additive Weighting Approach
Grant Selection Process Using Simple Additive Weighting ApproachGrant Selection Process Using Simple Additive Weighting Approach
Grant Selection Process Using Simple Additive Weighting Approachijtsrd
 
Review Parameters Model Building & Interpretation and Model Tunin.docx
Review Parameters Model Building & Interpretation and Model Tunin.docxReview Parameters Model Building & Interpretation and Model Tunin.docx
Review Parameters Model Building & Interpretation and Model Tunin.docxcarlstromcurtis
 
11/04 Regular Meeting: Monority Report in Fraud Detection Classification of S...
11/04 Regular Meeting: Monority Report in Fraud Detection Classification of S...11/04 Regular Meeting: Monority Report in Fraud Detection Classification of S...
11/04 Regular Meeting: Monority Report in Fraud Detection Classification of S...guest48424e
 
11/04 Regular Meeting: Monority Report in Fraud Detection Classification of S...
11/04 Regular Meeting: Monority Report in Fraud Detection Classification of S...11/04 Regular Meeting: Monority Report in Fraud Detection Classification of S...
11/04 Regular Meeting: Monority Report in Fraud Detection Classification of S...萍華 楊
 
(Gaurav sawant & dhaval sawlani)bia 678 final project report
(Gaurav sawant & dhaval sawlani)bia 678 final project report(Gaurav sawant & dhaval sawlani)bia 678 final project report
(Gaurav sawant & dhaval sawlani)bia 678 final project reportGaurav Sawant
 
Model validation strategies ftc 2018
Model validation strategies ftc 2018Model validation strategies ftc 2018
Model validation strategies ftc 2018Philip Ramsey
 
QPLC: A Novel Multimodal Biometric Score Fusion Method
QPLC: A Novel Multimodal Biometric Score Fusion MethodQPLC: A Novel Multimodal Biometric Score Fusion Method
QPLC: A Novel Multimodal Biometric Score Fusion MethodCSCJournals
 
Data Trend Analysis by Assigning Polynomial Function For Given Data Set
Data Trend Analysis by Assigning Polynomial Function For Given Data SetData Trend Analysis by Assigning Polynomial Function For Given Data Set
Data Trend Analysis by Assigning Polynomial Function For Given Data SetIJCERT
 
Accounting for variance in machine learning benchmarks
Accounting for variance in machine learning benchmarksAccounting for variance in machine learning benchmarks
Accounting for variance in machine learning benchmarksDevansh16
 
Recommender system
Recommender systemRecommender system
Recommender systemBhumi Patel
 
Predicting deaths from COVID-19 using Machine Learning
Predicting deaths from COVID-19 using Machine LearningPredicting deaths from COVID-19 using Machine Learning
Predicting deaths from COVID-19 using Machine LearningIdanGalShohet
 
30 14 jun17 3may 7620 7789-1-sm(edit)new
30 14 jun17 3may 7620 7789-1-sm(edit)new30 14 jun17 3may 7620 7789-1-sm(edit)new
30 14 jun17 3may 7620 7789-1-sm(edit)newIAESIJEECS
 
A Formal Machine Learning or Multi Objective Decision Making System for Deter...
A Formal Machine Learning or Multi Objective Decision Making System for Deter...A Formal Machine Learning or Multi Objective Decision Making System for Deter...
A Formal Machine Learning or Multi Objective Decision Making System for Deter...Editor IJCATR
 
IEOR 265 Final Paper_Minchao Lin
IEOR 265 Final Paper_Minchao LinIEOR 265 Final Paper_Minchao Lin
IEOR 265 Final Paper_Minchao LinMinchao Lin
 

Similar to A Case Study in Record Linkage_PVER Conf_May2011 (20)

STAT 778 Project Proposal - Jonathan Poon
STAT 778 Project Proposal - Jonathan PoonSTAT 778 Project Proposal - Jonathan Poon
STAT 778 Project Proposal - Jonathan Poon
 
Grant Selection Process Using Simple Additive Weighting Approach
Grant Selection Process Using Simple Additive Weighting ApproachGrant Selection Process Using Simple Additive Weighting Approach
Grant Selection Process Using Simple Additive Weighting Approach
 
Review Parameters Model Building & Interpretation and Model Tunin.docx
Review Parameters Model Building & Interpretation and Model Tunin.docxReview Parameters Model Building & Interpretation and Model Tunin.docx
Review Parameters Model Building & Interpretation and Model Tunin.docx
 
11/04 Regular Meeting: Monority Report in Fraud Detection Classification of S...
11/04 Regular Meeting: Monority Report in Fraud Detection Classification of S...11/04 Regular Meeting: Monority Report in Fraud Detection Classification of S...
11/04 Regular Meeting: Monority Report in Fraud Detection Classification of S...
 
11/04 Regular Meeting: Monority Report in Fraud Detection Classification of S...
11/04 Regular Meeting: Monority Report in Fraud Detection Classification of S...11/04 Regular Meeting: Monority Report in Fraud Detection Classification of S...
11/04 Regular Meeting: Monority Report in Fraud Detection Classification of S...
 
(Gaurav sawant & dhaval sawlani)bia 678 final project report
(Gaurav sawant & dhaval sawlani)bia 678 final project report(Gaurav sawant & dhaval sawlani)bia 678 final project report
(Gaurav sawant & dhaval sawlani)bia 678 final project report
 
Model validation strategies ftc 2018
Model validation strategies ftc 2018Model validation strategies ftc 2018
Model validation strategies ftc 2018
 
QPLC: A Novel Multimodal Biometric Score Fusion Method
QPLC: A Novel Multimodal Biometric Score Fusion MethodQPLC: A Novel Multimodal Biometric Score Fusion Method
QPLC: A Novel Multimodal Biometric Score Fusion Method
 
Data Trend Analysis by Assigning Polynomial Function For Given Data Set
Data Trend Analysis by Assigning Polynomial Function For Given Data SetData Trend Analysis by Assigning Polynomial Function For Given Data Set
Data Trend Analysis by Assigning Polynomial Function For Given Data Set
 
Accounting for variance in machine learning benchmarks
Accounting for variance in machine learning benchmarksAccounting for variance in machine learning benchmarks
Accounting for variance in machine learning benchmarks
 
JEDM_RR_JF_Final
JEDM_RR_JF_FinalJEDM_RR_JF_Final
JEDM_RR_JF_Final
 
abcxyz
abcxyzabcxyz
abcxyz
 
Ahp calculations
Ahp calculationsAhp calculations
Ahp calculations
 
Recommender system
Recommender systemRecommender system
Recommender system
 
Predicting deaths from COVID-19 using Machine Learning
Predicting deaths from COVID-19 using Machine LearningPredicting deaths from COVID-19 using Machine Learning
Predicting deaths from COVID-19 using Machine Learning
 
AJSR_23_01
AJSR_23_01AJSR_23_01
AJSR_23_01
 
30 14 jun17 3may 7620 7789-1-sm(edit)new
30 14 jun17 3may 7620 7789-1-sm(edit)new30 14 jun17 3may 7620 7789-1-sm(edit)new
30 14 jun17 3may 7620 7789-1-sm(edit)new
 
A Formal Machine Learning or Multi Objective Decision Making System for Deter...
A Formal Machine Learning or Multi Objective Decision Making System for Deter...A Formal Machine Learning or Multi Objective Decision Making System for Deter...
A Formal Machine Learning or Multi Objective Decision Making System for Deter...
 
SecondaryStructurePredictionReport
SecondaryStructurePredictionReportSecondaryStructurePredictionReport
SecondaryStructurePredictionReport
 
IEOR 265 Final Paper_Minchao Lin
IEOR 265 Final Paper_Minchao LinIEOR 265 Final Paper_Minchao Lin
IEOR 265 Final Paper_Minchao Lin
 

More from NORC at the University of Chicago

Indigenous Life Expectancy Using Multiple Australian Data Sources_PVERConf_Ma...
Indigenous Life Expectancy Using Multiple Australian Data Sources_PVERConf_Ma...Indigenous Life Expectancy Using Multiple Australian Data Sources_PVERConf_Ma...
Indigenous Life Expectancy Using Multiple Australian Data Sources_PVERConf_Ma...NORC at the University of Chicago
 
Learning Blocking Schemes for Record Linkage_PVERConf_May2011
Learning Blocking Schemes for Record Linkage_PVERConf_May2011Learning Blocking Schemes for Record Linkage_PVERConf_May2011
Learning Blocking Schemes for Record Linkage_PVERConf_May2011NORC at the University of Chicago
 
Identifying Value Mappings for Data Integration_PVERConf_May2011
Identifying Value Mappings for Data Integration_PVERConf_May2011Identifying Value Mappings for Data Integration_PVERConf_May2011
Identifying Value Mappings for Data Integration_PVERConf_May2011NORC at the University of Chicago
 
Hit-Miss Model for Duplicate Detection-WHO Drug Safety Database_PVER Conf_May...
Hit-Miss Model for Duplicate Detection-WHO Drug Safety Database_PVER Conf_May...Hit-Miss Model for Duplicate Detection-WHO Drug Safety Database_PVER Conf_May...
Hit-Miss Model for Duplicate Detection-WHO Drug Safety Database_PVER Conf_May...NORC at the University of Chicago
 
Application of Probabilistic Linkage Methods_Join Infectious Disease Surveill...
Application of Probabilistic Linkage Methods_Join Infectious Disease Surveill...Application of Probabilistic Linkage Methods_Join Infectious Disease Surveill...
Application of Probabilistic Linkage Methods_Join Infectious Disease Surveill...NORC at the University of Chicago
 

More from NORC at the University of Chicago (9)

Error Tolerant Record Matching PVERConf_May2011
Error Tolerant Record Matching PVERConf_May2011Error Tolerant Record Matching PVERConf_May2011
Error Tolerant Record Matching PVERConf_May2011
 
International Discussion Notes-Scheuren PVERConf_May2011
International Discussion Notes-Scheuren PVERConf_May2011International Discussion Notes-Scheuren PVERConf_May2011
International Discussion Notes-Scheuren PVERConf_May2011
 
Indigenous Life Expectancy Using Multiple Australian Data Sources_PVERConf_Ma...
Indigenous Life Expectancy Using Multiple Australian Data Sources_PVERConf_Ma...Indigenous Life Expectancy Using Multiple Australian Data Sources_PVERConf_Ma...
Indigenous Life Expectancy Using Multiple Australian Data Sources_PVERConf_Ma...
 
Learning Blocking Schemes for Record Linkage_PVERConf_May2011
Learning Blocking Schemes for Record Linkage_PVERConf_May2011Learning Blocking Schemes for Record Linkage_PVERConf_May2011
Learning Blocking Schemes for Record Linkage_PVERConf_May2011
 
Integrating Conflicting Data_PVERConf_May2011
Integrating Conflicting Data_PVERConf_May2011Integrating Conflicting Data_PVERConf_May2011
Integrating Conflicting Data_PVERConf_May2011
 
Identifying Value Mappings for Data Integration_PVERConf_May2011
Identifying Value Mappings for Data Integration_PVERConf_May2011Identifying Value Mappings for Data Integration_PVERConf_May2011
Identifying Value Mappings for Data Integration_PVERConf_May2011
 
G-Link_Probablistic Record Linkage System_PVER Conf_May2011
G-Link_Probablistic Record Linkage System_PVER Conf_May2011G-Link_Probablistic Record Linkage System_PVER Conf_May2011
G-Link_Probablistic Record Linkage System_PVER Conf_May2011
 
Hit-Miss Model for Duplicate Detection-WHO Drug Safety Database_PVER Conf_May...
Hit-Miss Model for Duplicate Detection-WHO Drug Safety Database_PVER Conf_May...Hit-Miss Model for Duplicate Detection-WHO Drug Safety Database_PVER Conf_May...
Hit-Miss Model for Duplicate Detection-WHO Drug Safety Database_PVER Conf_May...
 
Application of Probabilistic Linkage Methods_Join Infectious Disease Surveill...
Application of Probabilistic Linkage Methods_Join Infectious Disease Surveill...Application of Probabilistic Linkage Methods_Join Infectious Disease Surveill...
Application of Probabilistic Linkage Methods_Join Infectious Disease Surveill...
 

Recently uploaded

Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonAnna Loughnan Colquhoun
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptxHampshireHUG
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreternaman860154
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsJoaquim Jorge
 
What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?Antenna Manufacturer Coco
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)Gabriella Davis
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountPuma Security, LLC
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonetsnaman860154
 
Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)wesley chun
 
Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfBoost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfsudhanshuwaghmare1
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdfhans926745
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024The Digital Insurer
 
Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Enterprise Knowledge
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxMalak Abu Hammad
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking MenDelhi Call girls
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking MenDelhi Call girls
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 
Advantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your BusinessAdvantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your BusinessPixlogix Infotech
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationMichael W. Hawkins
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...Neo4j
 

Recently uploaded (20)

Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt Robison
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreter
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and Myths
 
What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path Mount
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonets
 
Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)
 
Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfBoost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdf
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
 
Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptx
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
Advantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your BusinessAdvantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your Business
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day Presentation
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
 

A Case Study in Record Linkage_PVER Conf_May2011

Editor's Notes

  1. For example, define outcome indicators to show if