SlideShare a Scribd company logo

Modeling Maternal Mortality with Outlier Detection and Space-Time Regression

•Download as PPT, PDF•
•
Institute for Health Metrics and Evaluation - University of Washington
Institute for Health Metrics and Evaluation - University of Washington
TravelTechnology
1 of 53
Estimating maternal mortality II November 2, 2010 Christopher J.L. Murray Institute Director
Outline ,[object Object],[object Object]
Outliers: a reality in this dataset ,[object Object],[object Object],[object Object],[object Object]
What’s the problem with outliers? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
What is an outlier in this dataset? ,[object Object],[object Object],[object Object]
Outlier detection ,[object Object],[object Object],[object Object]
Approach to outlier detection ,[object Object],[object Object],[object Object],[object Object]
Approach to outlier detection ,[object Object],[object Object],[object Object],[object Object],[object Object]
Approach to outlier detection ,[object Object],[object Object],[object Object],[object Object]
Outline ,[object Object],[object Object]
Recall the steps in the first stage:
First stage linear regression model   Robust Regression   Coefficient Std. Error Intercept 4.715 0.100 ln(TFR) 1.903 0.022 ln(GDP per capita) -0.511 0.010 Neonatal mortality 13.662 0.721 Education -0.086 0.003 HIV 0.108 0.005 HIV² -0.001 0.000 Age 15-19 -1.176 0.021 Age 20-24 -0.374 0.020 Age 25-29 -0.077 0.020 Age 35-39 -0.165 0.020 Age 40-44 -0.633 0.021 Age 45-49 -1.390 0.025
But, the linear predictions don’t track the data very well
The linear regression isn’t enough ,[object Object],[object Object],[object Object],[object Object]
General Modeling Strategy (Two stages) Linear model estimation Spatial-temporal local regression
Spatial-temporal regression ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Weights for spatial-temporal regression ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
HIV counterfactual estimates ,[object Object],[object Object]
Modeling Maternal Mortality with Outlier Detection and Space-Time Regression
Modeling Maternal Mortality with Outlier Detection and Space-Time Regression
Modeling Maternal Mortality with Outlier Detection and Space-Time Regression
Modeling Maternal Mortality with Outlier Detection and Space-Time Regression
Modeling Maternal Mortality with Outlier Detection and Space-Time Regression
Modeling Maternal Mortality with Outlier Detection and Space-Time Regression
Modeling Maternal Mortality with Outlier Detection and Space-Time Regression
Modeling Maternal Mortality with Outlier Detection and Space-Time Regression
Modeling Maternal Mortality with Outlier Detection and Space-Time Regression
Modeling Maternal Mortality with Outlier Detection and Space-Time Regression
Modeling Maternal Mortality with Outlier Detection and Space-Time Regression

Recommended

maternal mortality sri lanka validating maternal mortality estimates_murray_1...
maternal mortality sri lanka validating maternal mortality estimates_murray_1...maternal mortality sri lanka validating maternal mortality estimates_murray_1...
maternal mortality sri lanka validating maternal mortality estimates_murray_1...Institute for Health Metrics and Evaluation - University of Washington
 
maternal mortality sri lanka maternal mortality in asia_lozano_110210_ihme
maternal mortality sri lanka maternal mortality in asia_lozano_110210_ihmematernal mortality sri lanka maternal mortality in asia_lozano_110210_ihme
maternal mortality sri lanka maternal mortality in asia_lozano_110210_ihmeInstitute for Health Metrics and Evaluation - University of Washington
 
maternal mortality sri lanka strategies for improving maternal mortality esti...
maternal mortality sri lanka strategies for improving maternal mortality esti...maternal mortality sri lanka strategies for improving maternal mortality esti...
maternal mortality sri lanka strategies for improving maternal mortality esti...Institute for Health Metrics and Evaluation - University of Washington
 
maternal mortality sri lanka global mortality landscape_murray_110110_ihme
maternal mortality sri lanka global mortality landscape_murray_110110_ihmematernal mortality sri lanka global mortality landscape_murray_110110_ihme
maternal mortality sri lanka global mortality landscape_murray_110110_ihmeInstitute for Health Metrics and Evaluation - University of Washington
 
Maternal mortality for 181 countries
Maternal mortality for 181 countriesMaternal mortality for 181 countries
Maternal mortality for 181 countriesInstitute for Health Metrics and Evaluation - University of Washington
 
Maternal mortality in Mexico: lessons learned from improving data quality
Maternal mortality in Mexico: lessons learned from improving data qualityMaternal mortality in Mexico: lessons learned from improving data quality
Maternal mortality in Mexico: lessons learned from improving data qualityInstitute for Health Metrics and Evaluation - University of Washington
 
Maternal mortality estimates: global progress on levels and trends
Maternal mortality estimates: global progress on levels and trendsMaternal mortality estimates: global progress on levels and trends
Maternal mortality estimates: global progress on levels and trendsInstitute for Health Metrics and Evaluation - University of Washington
 
maternal mortality sri lanka the importance of maternal mortality measurement...
maternal mortality sri lanka the importance of maternal mortality measurement...maternal mortality sri lanka the importance of maternal mortality measurement...
maternal mortality sri lanka the importance of maternal mortality measurement...Institute for Health Metrics and Evaluation - University of Washington
 

Recommended

maternal mortality sri lanka validating maternal mortality estimates_murray_1...
maternal mortality sri lanka validating maternal mortality estimates_murray_1...maternal mortality sri lanka validating maternal mortality estimates_murray_1...
maternal mortality sri lanka validating maternal mortality estimates_murray_1...Institute for Health Metrics and Evaluation - University of Washington
 
maternal mortality sri lanka maternal mortality in asia_lozano_110210_ihme
maternal mortality sri lanka maternal mortality in asia_lozano_110210_ihmematernal mortality sri lanka maternal mortality in asia_lozano_110210_ihme
maternal mortality sri lanka maternal mortality in asia_lozano_110210_ihmeInstitute for Health Metrics and Evaluation - University of Washington
 
maternal mortality sri lanka strategies for improving maternal mortality esti...
maternal mortality sri lanka strategies for improving maternal mortality esti...maternal mortality sri lanka strategies for improving maternal mortality esti...
maternal mortality sri lanka strategies for improving maternal mortality esti...Institute for Health Metrics and Evaluation - University of Washington
 
maternal mortality sri lanka global mortality landscape_murray_110110_ihme
maternal mortality sri lanka global mortality landscape_murray_110110_ihmematernal mortality sri lanka global mortality landscape_murray_110110_ihme
maternal mortality sri lanka global mortality landscape_murray_110110_ihmeInstitute for Health Metrics and Evaluation - University of Washington
 
Maternal mortality for 181 countries
Maternal mortality for 181 countriesMaternal mortality for 181 countries
Maternal mortality for 181 countriesInstitute for Health Metrics and Evaluation - University of Washington
 
Maternal mortality in Mexico: lessons learned from improving data quality
Maternal mortality in Mexico: lessons learned from improving data qualityMaternal mortality in Mexico: lessons learned from improving data quality
Maternal mortality in Mexico: lessons learned from improving data qualityInstitute for Health Metrics and Evaluation - University of Washington
 
Maternal mortality estimates: global progress on levels and trends
Maternal mortality estimates: global progress on levels and trendsMaternal mortality estimates: global progress on levels and trends
Maternal mortality estimates: global progress on levels and trendsInstitute for Health Metrics and Evaluation - University of Washington
 
maternal mortality sri lanka the importance of maternal mortality measurement...
maternal mortality sri lanka the importance of maternal mortality measurement...maternal mortality sri lanka the importance of maternal mortality measurement...
maternal mortality sri lanka the importance of maternal mortality measurement...Institute for Health Metrics and Evaluation - University of Washington
 
Raskob Iscram 2009
Raskob Iscram 2009Raskob Iscram 2009
Raskob Iscram 2009guestee5a52
 
Harnessing Data to Improve Health Equity - Dr. Ali Mokdad
Harnessing Data to Improve Health Equity - Dr. Ali MokdadHarnessing Data to Improve Health Equity - Dr. Ali Mokdad
Harnessing Data to Improve Health Equity - Dr. Ali MokdadLauren Johnson
 
NY Prostate Cancer Conference - T. Rancati - Session 7: Predicting radio-indu...
NY Prostate Cancer Conference - T. Rancati - Session 7: Predicting radio-indu...NY Prostate Cancer Conference - T. Rancati - Session 7: Predicting radio-indu...
NY Prostate Cancer Conference - T. Rancati - Session 7: Predicting radio-indu...European School of Oncology
 
Multiple imputation of missing data
Multiple imputation of missing dataMultiple imputation of missing data
Multiple imputation of missing dataStatistics Specialist
 
Maxillofacial Pathology Detection Using an Extended a Contrario Approach Comb...
Maxillofacial Pathology Detection Using an Extended a Contrario Approach Comb...Maxillofacial Pathology Detection Using an Extended a Contrario Approach Comb...
Maxillofacial Pathology Detection Using an Extended a Contrario Approach Comb...sipij
 
Zuur et al 2010 methods in ecology and evolution a protocol for data explorat...
Zuur et al 2010 methods in ecology and evolution a protocol for data explorat...Zuur et al 2010 methods in ecology and evolution a protocol for data explorat...
Zuur et al 2010 methods in ecology and evolution a protocol for data explorat...Lisiane Zanella
 
Cadth 2015 c2 tt eincea_cadth_042015
Cadth 2015 c2 tt eincea_cadth_042015Cadth 2015 c2 tt eincea_cadth_042015
Cadth 2015 c2 tt eincea_cadth_042015CADTH Symposium
 
Sensitivity Analysis
Sensitivity AnalysisSensitivity Analysis
Sensitivity AnalysisBhargav Seeram
 
SLR Assumptions:Model Check Using SPSS
SLR Assumptions:Model Check Using SPSSSLR Assumptions:Model Check Using SPSS
SLR Assumptions:Model Check Using SPSSNermin Osman
 
bias and error-final 1.pptx
bias and error-final 1.pptxbias and error-final 1.pptx
bias and error-final 1.pptxlaxmibhattalamichhan
 
STRATOS ISCB 2019: Ruth Keogh
STRATOS ISCB 2019: Ruth KeoghSTRATOS ISCB 2019: Ruth Keogh
STRATOS ISCB 2019: Ruth KeoghRuthKeogh2
 
lecture{1} spatial data adjustment advanvc
lecture{1} spatial data adjustment advanvclecture{1} spatial data adjustment advanvc
lecture{1} spatial data adjustment advanvchxusmze
 
Malimu sources of errors
Malimu sources of errorsMalimu sources of errors
Malimu sources of errorsMiharbi Ignasm
 
Chapter_05.ppt
Chapter_05.pptChapter_05.ppt
Chapter_05.pptSauravPaul47
 
A Method for Detection of Outliers in Time Series Data
A Method for Detection of Outliers in Time Series DataA Method for Detection of Outliers in Time Series Data
A Method for Detection of Outliers in Time Series DataAI Publications
 
26738157 sampling-design
26738157 sampling-design26738157 sampling-design
26738157 sampling-designMounzer BOUBOU
 
Sampling techniques.pptx
Sampling techniques.pptxSampling techniques.pptx
Sampling techniques.pptxprajjwalgahlot
 
Multiple Linear Regression Models in Outlier Detection
Multiple Linear Regression Models in Outlier Detection Multiple Linear Regression Models in Outlier Detection
Multiple Linear Regression Models in Outlier Detection IJORCS
 
2014 IIAG Imputation Assessments
2014 IIAG Imputation Assessments2014 IIAG Imputation Assessments
2014 IIAG Imputation AssessmentsDr Lendy Spires
 
Quantifying the Uncertainty of Long-Term Economic Projections
Quantifying the Uncertainty of Long-Term Economic ProjectionsQuantifying the Uncertainty of Long-Term Economic Projections
Quantifying the Uncertainty of Long-Term Economic ProjectionsCongressional Budget Office
 
Salud Mesoamerica Initiative: Mixed-Methods Evaluation Plan
Salud Mesoamerica Initiative: Mixed-Methods Evaluation PlanSalud Mesoamerica Initiative: Mixed-Methods Evaluation Plan
Salud Mesoamerica Initiative: Mixed-Methods Evaluation PlanInstitute for Health Metrics and Evaluation - University of Washington
 
Salud Mesoamerica Initiative: Select results from the third operation measure...
Salud Mesoamerica Initiative: Select results from the third operation measure...Salud Mesoamerica Initiative: Select results from the third operation measure...
Salud Mesoamerica Initiative: Select results from the third operation measure...Institute for Health Metrics and Evaluation - University of Washington
 

More Related Content

Similar to Modeling Maternal Mortality with Outlier Detection and Space-Time Regression

Raskob Iscram 2009
Raskob Iscram 2009Raskob Iscram 2009
Raskob Iscram 2009guestee5a52
 
Harnessing Data to Improve Health Equity - Dr. Ali Mokdad
Harnessing Data to Improve Health Equity - Dr. Ali MokdadHarnessing Data to Improve Health Equity - Dr. Ali Mokdad
Harnessing Data to Improve Health Equity - Dr. Ali MokdadLauren Johnson
 
NY Prostate Cancer Conference - T. Rancati - Session 7: Predicting radio-indu...
NY Prostate Cancer Conference - T. Rancati - Session 7: Predicting radio-indu...NY Prostate Cancer Conference - T. Rancati - Session 7: Predicting radio-indu...
NY Prostate Cancer Conference - T. Rancati - Session 7: Predicting radio-indu...European School of Oncology
 
Maxillofacial Pathology Detection Using an Extended a Contrario Approach Comb...
Maxillofacial Pathology Detection Using an Extended a Contrario Approach Comb...Maxillofacial Pathology Detection Using an Extended a Contrario Approach Comb...
Maxillofacial Pathology Detection Using an Extended a Contrario Approach Comb...sipij
 
Zuur et al 2010 methods in ecology and evolution a protocol for data explorat...
Zuur et al 2010 methods in ecology and evolution a protocol for data explorat...Zuur et al 2010 methods in ecology and evolution a protocol for data explorat...
Zuur et al 2010 methods in ecology and evolution a protocol for data explorat...Lisiane Zanella
 
Cadth 2015 c2 tt eincea_cadth_042015
Cadth 2015 c2 tt eincea_cadth_042015Cadth 2015 c2 tt eincea_cadth_042015
Cadth 2015 c2 tt eincea_cadth_042015CADTH Symposium
 
SLR Assumptions:Model Check Using SPSS
SLR Assumptions:Model Check Using SPSSSLR Assumptions:Model Check Using SPSS
SLR Assumptions:Model Check Using SPSSNermin Osman
 
STRATOS ISCB 2019: Ruth Keogh
STRATOS ISCB 2019: Ruth KeoghSTRATOS ISCB 2019: Ruth Keogh
STRATOS ISCB 2019: Ruth KeoghRuthKeogh2
 
lecture{1} spatial data adjustment advanvc
lecture{1} spatial data adjustment advanvclecture{1} spatial data adjustment advanvc
lecture{1} spatial data adjustment advanvchxusmze
 
Malimu sources of errors
Malimu sources of errorsMalimu sources of errors
Malimu sources of errorsMiharbi Ignasm
 
A Method for Detection of Outliers in Time Series Data
A Method for Detection of Outliers in Time Series DataA Method for Detection of Outliers in Time Series Data
A Method for Detection of Outliers in Time Series DataAI Publications
 
26738157 sampling-design
26738157 sampling-design26738157 sampling-design
26738157 sampling-designMounzer BOUBOU
 
Sampling techniques.pptx
Sampling techniques.pptxSampling techniques.pptx
Sampling techniques.pptxprajjwalgahlot
 
Multiple Linear Regression Models in Outlier Detection
Multiple Linear Regression Models in Outlier Detection Multiple Linear Regression Models in Outlier Detection
Multiple Linear Regression Models in Outlier Detection IJORCS
 
2014 IIAG Imputation Assessments
2014 IIAG Imputation Assessments2014 IIAG Imputation Assessments
2014 IIAG Imputation AssessmentsDr Lendy Spires
 
Quantifying the Uncertainty of Long-Term Economic Projections
Quantifying the Uncertainty of Long-Term Economic ProjectionsQuantifying the Uncertainty of Long-Term Economic Projections
Quantifying the Uncertainty of Long-Term Economic ProjectionsCongressional Budget Office
 

Similar to Modeling Maternal Mortality with Outlier Detection and Space-Time Regression (20)

Raskob Iscram 2009
Raskob Iscram 2009Raskob Iscram 2009
Raskob Iscram 2009
 
Harnessing Data to Improve Health Equity - Dr. Ali Mokdad
Harnessing Data to Improve Health Equity - Dr. Ali MokdadHarnessing Data to Improve Health Equity - Dr. Ali Mokdad
Harnessing Data to Improve Health Equity - Dr. Ali Mokdad
 
NY Prostate Cancer Conference - T. Rancati - Session 7: Predicting radio-indu...
NY Prostate Cancer Conference - T. Rancati - Session 7: Predicting radio-indu...NY Prostate Cancer Conference - T. Rancati - Session 7: Predicting radio-indu...
NY Prostate Cancer Conference - T. Rancati - Session 7: Predicting radio-indu...
 
Multiple imputation of missing data
Multiple imputation of missing dataMultiple imputation of missing data
Multiple imputation of missing data
 
Maxillofacial Pathology Detection Using an Extended a Contrario Approach Comb...
Maxillofacial Pathology Detection Using an Extended a Contrario Approach Comb...Maxillofacial Pathology Detection Using an Extended a Contrario Approach Comb...
Maxillofacial Pathology Detection Using an Extended a Contrario Approach Comb...
 
Zuur et al 2010 methods in ecology and evolution a protocol for data explorat...
Zuur et al 2010 methods in ecology and evolution a protocol for data explorat...Zuur et al 2010 methods in ecology and evolution a protocol for data explorat...
Zuur et al 2010 methods in ecology and evolution a protocol for data explorat...
 
Cadth 2015 c2 tt eincea_cadth_042015
Cadth 2015 c2 tt eincea_cadth_042015Cadth 2015 c2 tt eincea_cadth_042015
Cadth 2015 c2 tt eincea_cadth_042015
 
Sensitivity Analysis
Sensitivity AnalysisSensitivity Analysis
Sensitivity Analysis
 
SLR Assumptions:Model Check Using SPSS
SLR Assumptions:Model Check Using SPSSSLR Assumptions:Model Check Using SPSS
SLR Assumptions:Model Check Using SPSS
 
bias and error-final 1.pptx
bias and error-final 1.pptxbias and error-final 1.pptx
bias and error-final 1.pptx
 
STRATOS ISCB 2019: Ruth Keogh
STRATOS ISCB 2019: Ruth KeoghSTRATOS ISCB 2019: Ruth Keogh
STRATOS ISCB 2019: Ruth Keogh
 
lecture{1} spatial data adjustment advanvc
lecture{1} spatial data adjustment advanvclecture{1} spatial data adjustment advanvc
lecture{1} spatial data adjustment advanvc
 
Malimu sources of errors
Malimu sources of errorsMalimu sources of errors
Malimu sources of errors
 
Chapter_05.ppt
Chapter_05.pptChapter_05.ppt
Chapter_05.ppt
 
A Method for Detection of Outliers in Time Series Data
A Method for Detection of Outliers in Time Series DataA Method for Detection of Outliers in Time Series Data
A Method for Detection of Outliers in Time Series Data
 
26738157 sampling-design
26738157 sampling-design26738157 sampling-design
26738157 sampling-design
 
Sampling techniques.pptx
Sampling techniques.pptxSampling techniques.pptx
Sampling techniques.pptx
 
Multiple Linear Regression Models in Outlier Detection
Multiple Linear Regression Models in Outlier Detection Multiple Linear Regression Models in Outlier Detection
Multiple Linear Regression Models in Outlier Detection
 
2014 IIAG Imputation Assessments
2014 IIAG Imputation Assessments2014 IIAG Imputation Assessments
2014 IIAG Imputation Assessments
 
Quantifying the Uncertainty of Long-Term Economic Projections
Quantifying the Uncertainty of Long-Term Economic ProjectionsQuantifying the Uncertainty of Long-Term Economic Projections
Quantifying the Uncertainty of Long-Term Economic Projections
 

More from Institute for Health Metrics and Evaluation - University of Washington

More from Institute for Health Metrics and Evaluation - University of Washington (20)

Salud Mesoamerica Initiative: Mixed-Methods Evaluation Plan
Salud Mesoamerica Initiative: Mixed-Methods Evaluation PlanSalud Mesoamerica Initiative: Mixed-Methods Evaluation Plan
Salud Mesoamerica Initiative: Mixed-Methods Evaluation Plan
 
Salud Mesoamerica Initiative: Select results from the third operation measure...
Salud Mesoamerica Initiative: Select results from the third operation measure...Salud Mesoamerica Initiative: Select results from the third operation measure...
Salud Mesoamerica Initiative: Select results from the third operation measure...
 
Salud Mesoamerica Process Evaluation: Evidence on Culture Change in Health Sy...
Salud Mesoamerica Process Evaluation: Evidence on Culture Change in Health Sy...Salud Mesoamerica Process Evaluation: Evidence on Culture Change in Health Sy...
Salud Mesoamerica Process Evaluation: Evidence on Culture Change in Health Sy...
 
Salud Mesoamérica Initiative: Mixed-Methods Evaluation Plan
Salud Mesoamérica Initiative: Mixed-Methods Evaluation PlanSalud Mesoamérica Initiative: Mixed-Methods Evaluation Plan
Salud Mesoamérica Initiative: Mixed-Methods Evaluation Plan
 
Salud Mesoamerica Initiative: Select results from the second operation measur...
Salud Mesoamerica Initiative: Select results from the second operation measur...Salud Mesoamerica Initiative: Select results from the second operation measur...
Salud Mesoamerica Initiative: Select results from the second operation measur...
 
Salud Mesoamérica Initiative: Select results from the baseline measurement
Salud Mesoamérica Initiative: Select results from the baseline measurementSalud Mesoamérica Initiative: Select results from the baseline measurement
Salud Mesoamérica Initiative: Select results from the baseline measurement
 
Quality of under-5 mortality statistics in Yucatán, Mexico (Spanish)
Quality of under-5 mortality statistics in Yucatán, Mexico (Spanish)Quality of under-5 mortality statistics in Yucatán, Mexico (Spanish)
Quality of under-5 mortality statistics in Yucatán, Mexico (Spanish)
 
Under-5 mortality and healthcare in Yucatán – 2017 Results dissemination work...
Under-5 mortality and healthcare in Yucatán – 2017 Results dissemination work...Under-5 mortality and healthcare in Yucatán – 2017 Results dissemination work...
Under-5 mortality and healthcare in Yucatán – 2017 Results dissemination work...
 
Under-5 mortality and healthcare in Yucatán – 2021 Results dissemination work...
Under-5 mortality and healthcare in Yucatán – 2021 Results dissemination work...Under-5 mortality and healthcare in Yucatán – 2021 Results dissemination work...
Under-5 mortality and healthcare in Yucatán – 2021 Results dissemination work...
 
The Global Fund Prospective Country Evaluation
The Global Fund Prospective Country EvaluationThe Global Fund Prospective Country Evaluation
The Global Fund Prospective Country Evaluation
 
Prospective Country Evaluation 2019 Synthesis Findings
Prospective Country Evaluation 2019 Synthesis FindingsProspective Country Evaluation 2019 Synthesis Findings
Prospective Country Evaluation 2019 Synthesis Findings
 
Global Burden of Disease (GBD) 2017 study findings
Global Burden of Disease (GBD) 2017 study findingsGlobal Burden of Disease (GBD) 2017 study findings
Global Burden of Disease (GBD) 2017 study findings
 
Expected Human Capital: Key themes and talking points
Expected Human Capital: Key themes and talking pointsExpected Human Capital: Key themes and talking points
Expected Human Capital: Key themes and talking points
 
Global Health Financing
Global Health FinancingGlobal Health Financing
Global Health Financing
 
Maternal and Child Mortality in the United States
Maternal and Child Mortality in the United StatesMaternal and Child Mortality in the United States
Maternal and Child Mortality in the United States
 
Salud Mesoamérica 2015 Initiative: Select results from the first operation me...
Salud Mesoamérica 2015 Initiative: Select results from the first operation me...Salud Mesoamérica 2015 Initiative: Select results from the first operation me...
Salud Mesoamérica 2015 Initiative: Select results from the first operation me...
 
Chronic diseases and their risk factors in the Kingdom of Saudi Arabia
Chronic diseases and their risk factors in the Kingdom of Saudi ArabiaChronic diseases and their risk factors in the Kingdom of Saudi Arabia
Chronic diseases and their risk factors in the Kingdom of Saudi Arabia
 
Speyer communicating dataforimpact_2015
Speyer communicating dataforimpact_2015Speyer communicating dataforimpact_2015
Speyer communicating dataforimpact_2015
 
Understanding the costs of and constraints to health service delivery in Ghana
Understanding the costs of and constraints to health service delivery in GhanaUnderstanding the costs of and constraints to health service delivery in Ghana
Understanding the costs of and constraints to health service delivery in Ghana
 
ABCE: Understanding the costs of and constraints to health service delivery ...
ABCE: Understanding the costs of and constraints to health service delivery ...ABCE: Understanding the costs of and constraints to health service delivery ...
ABCE: Understanding the costs of and constraints to health service delivery ...
 

Recently uploaded

char Dham yatra, Uttarakhand tourism.pptx
char Dham yatra, Uttarakhand tourism.pptxchar Dham yatra, Uttarakhand tourism.pptx
char Dham yatra, Uttarakhand tourism.pptxpalakdigital7
 
08448380779 Call Girls In Bhikaji Cama Palace Women Seeking Men
08448380779 Call Girls In Bhikaji Cama Palace Women Seeking Men08448380779 Call Girls In Bhikaji Cama Palace Women Seeking Men
08448380779 Call Girls In Bhikaji Cama Palace Women Seeking MenDelhi Call girls
 
Hire 💕 8617697112 Champawat Call Girls Service Call Girls Agency
Hire 💕 8617697112 Champawat Call Girls Service Call Girls AgencyHire 💕 8617697112 Champawat Call Girls Service Call Girls Agency
Hire 💕 8617697112 Champawat Call Girls Service Call Girls AgencyNitya salvi
 
DARK TRAVEL AGENCY presented by Khuda Bux
DARK TRAVEL AGENCY presented by Khuda BuxDARK TRAVEL AGENCY presented by Khuda Bux
DARK TRAVEL AGENCY presented by Khuda BuxBeEducate
 
08448380779 Call Girls In Chhattarpur Women Seeking Men
08448380779 Call Girls In Chhattarpur Women Seeking Men08448380779 Call Girls In Chhattarpur Women Seeking Men
08448380779 Call Girls In Chhattarpur Women Seeking MenDelhi Call girls
 
🔥HOT🔥📲9602870969🔥Prostitute Service in Udaipur Call Girls in City Palace Lake...
🔥HOT🔥📲9602870969🔥Prostitute Service in Udaipur Call Girls in City Palace Lake...🔥HOT🔥📲9602870969🔥Prostitute Service in Udaipur Call Girls in City Palace Lake...
🔥HOT🔥📲9602870969🔥Prostitute Service in Udaipur Call Girls in City Palace Lake...Apsara Of India
 
Study Consultants in Lahore || 📞03094429236
Study Consultants in Lahore || 📞03094429236Study Consultants in Lahore || 📞03094429236
Study Consultants in Lahore || 📞03094429236Sherazi Tours
 
Visa Consultant in Lahore || 📞03094429236
Visa Consultant in Lahore || 📞03094429236Visa Consultant in Lahore || 📞03094429236
Visa Consultant in Lahore || 📞03094429236Sherazi Tours
 
Night 7k Call Girls Noida Sector 93 Escorts Call Me: 8448380779
Night 7k Call Girls Noida Sector 93 Escorts Call Me: 8448380779Night 7k Call Girls Noida Sector 93 Escorts Call Me: 8448380779
Night 7k Call Girls Noida Sector 93 Escorts Call Me: 8448380779Delhi Call girls
 
08448380779 Call Girls In Shahdara Women Seeking Men
08448380779 Call Girls In Shahdara Women Seeking Men08448380779 Call Girls In Shahdara Women Seeking Men
08448380779 Call Girls In Shahdara Women Seeking MenDelhi Call girls
 
Hire 💕 8617697112 Chamba Call Girls Service Call Girls Agency
Hire 💕 8617697112 Chamba Call Girls Service Call Girls AgencyHire 💕 8617697112 Chamba Call Girls Service Call Girls Agency
Hire 💕 8617697112 Chamba Call Girls Service Call Girls AgencyNitya salvi
 
Genesis 1:6 || Meditate the Scripture daily verse by verse
Genesis 1:6 || Meditate the Scripture daily verse by verseGenesis 1:6 || Meditate the Scripture daily verse by verse
Genesis 1:6 || Meditate the Scripture daily verse by versemaricelcanoynuay
 
Experience the Magic of Saint Martin and Sint Maarten with Find American Rent...
Experience the Magic of Saint Martin and Sint Maarten with Find American Rent...Experience the Magic of Saint Martin and Sint Maarten with Find American Rent...
Experience the Magic of Saint Martin and Sint Maarten with Find American Rent...Find American Rentals
 
visa consultant | 📞📞 03094429236 || Best Study Visa Consultant
visa consultant | 📞📞 03094429236 || Best Study Visa Consultantvisa consultant | 📞📞 03094429236 || Best Study Visa Consultant
visa consultant | 📞📞 03094429236 || Best Study Visa ConsultantSherazi Tours
 
best weekend places near delhi where you should visit.pdf
best weekend places near delhi where you should visit.pdfbest weekend places near delhi where you should visit.pdf
best weekend places near delhi where you should visit.pdftour guide
 
Book Cheap Flight Tickets - TraveljunctionUK
Book Cheap Flight Tickets - TraveljunctionUKBook Cheap Flight Tickets - TraveljunctionUK
Book Cheap Flight Tickets - TraveljunctionUKTravel Juncation
 
08448380779 Call Girls In Chirag Enclave Women Seeking Men
08448380779 Call Girls In Chirag Enclave Women Seeking Men08448380779 Call Girls In Chirag Enclave Women Seeking Men
08448380779 Call Girls In Chirag Enclave Women Seeking MenDelhi Call girls
 
BERMUDA Triangle the mystery of life.pptx
BERMUDA Triangle the mystery of life.pptxBERMUDA Triangle the mystery of life.pptx
BERMUDA Triangle the mystery of life.pptxseri bangash
 

Recently uploaded (20)

char Dham yatra, Uttarakhand tourism.pptx
char Dham yatra, Uttarakhand tourism.pptxchar Dham yatra, Uttarakhand tourism.pptx
char Dham yatra, Uttarakhand tourism.pptx
 
08448380779 Call Girls In Bhikaji Cama Palace Women Seeking Men
08448380779 Call Girls In Bhikaji Cama Palace Women Seeking Men08448380779 Call Girls In Bhikaji Cama Palace Women Seeking Men
08448380779 Call Girls In Bhikaji Cama Palace Women Seeking Men
 
Hire 💕 8617697112 Champawat Call Girls Service Call Girls Agency
Hire 💕 8617697112 Champawat Call Girls Service Call Girls AgencyHire 💕 8617697112 Champawat Call Girls Service Call Girls Agency
Hire 💕 8617697112 Champawat Call Girls Service Call Girls Agency
 
DARK TRAVEL AGENCY presented by Khuda Bux
DARK TRAVEL AGENCY presented by Khuda BuxDARK TRAVEL AGENCY presented by Khuda Bux
DARK TRAVEL AGENCY presented by Khuda Bux
 
08448380779 Call Girls In Chhattarpur Women Seeking Men
08448380779 Call Girls In Chhattarpur Women Seeking Men08448380779 Call Girls In Chhattarpur Women Seeking Men
08448380779 Call Girls In Chhattarpur Women Seeking Men
 
🔥HOT🔥📲9602870969🔥Prostitute Service in Udaipur Call Girls in City Palace Lake...
🔥HOT🔥📲9602870969🔥Prostitute Service in Udaipur Call Girls in City Palace Lake...🔥HOT🔥📲9602870969🔥Prostitute Service in Udaipur Call Girls in City Palace Lake...
🔥HOT🔥📲9602870969🔥Prostitute Service in Udaipur Call Girls in City Palace Lake...
 
Study Consultants in Lahore || 📞03094429236
Study Consultants in Lahore || 📞03094429236Study Consultants in Lahore || 📞03094429236
Study Consultants in Lahore || 📞03094429236
 
Visa Consultant in Lahore || 📞03094429236
Visa Consultant in Lahore || 📞03094429236Visa Consultant in Lahore || 📞03094429236
Visa Consultant in Lahore || 📞03094429236
 
Night 7k Call Girls Noida Sector 93 Escorts Call Me: 8448380779
Night 7k Call Girls Noida Sector 93 Escorts Call Me: 8448380779Night 7k Call Girls Noida Sector 93 Escorts Call Me: 8448380779
Night 7k Call Girls Noida Sector 93 Escorts Call Me: 8448380779
 
08448380779 Call Girls In Shahdara Women Seeking Men
08448380779 Call Girls In Shahdara Women Seeking Men08448380779 Call Girls In Shahdara Women Seeking Men
08448380779 Call Girls In Shahdara Women Seeking Men
 
Hire 💕 8617697112 Chamba Call Girls Service Call Girls Agency
Hire 💕 8617697112 Chamba Call Girls Service Call Girls AgencyHire 💕 8617697112 Chamba Call Girls Service Call Girls Agency
Hire 💕 8617697112 Chamba Call Girls Service Call Girls Agency
 
Call Girls 🫤 Connaught Place ➡️ 9999965857 ➡️ Delhi 🫦 Russian Escorts FULL ...
Call Girls 🫤 Connaught Place ➡️ 9999965857 ➡️ Delhi 🫦 Russian Escorts FULL ...Call Girls 🫤 Connaught Place ➡️ 9999965857 ➡️ Delhi 🫦 Russian Escorts FULL ...
Call Girls 🫤 Connaught Place ➡️ 9999965857 ➡️ Delhi 🫦 Russian Escorts FULL ...
 
Genesis 1:6 || Meditate the Scripture daily verse by verse
Genesis 1:6 || Meditate the Scripture daily verse by verseGenesis 1:6 || Meditate the Scripture daily verse by verse
Genesis 1:6 || Meditate the Scripture daily verse by verse
 
Experience the Magic of Saint Martin and Sint Maarten with Find American Rent...
Experience the Magic of Saint Martin and Sint Maarten with Find American Rent...Experience the Magic of Saint Martin and Sint Maarten with Find American Rent...
Experience the Magic of Saint Martin and Sint Maarten with Find American Rent...
 
visa consultant | 📞📞 03094429236 || Best Study Visa Consultant
visa consultant | 📞📞 03094429236 || Best Study Visa Consultantvisa consultant | 📞📞 03094429236 || Best Study Visa Consultant
visa consultant | 📞📞 03094429236 || Best Study Visa Consultant
 
Call Girls Service !! Indirapuram!! @9999965857 Delhi 🫦 No Advance VVVIP 🍎 S...
Call Girls Service !! Indirapuram!! @9999965857 Delhi 🫦 No Advance VVVIP 🍎 S...Call Girls Service !! Indirapuram!! @9999965857 Delhi 🫦 No Advance VVVIP 🍎 S...
Call Girls Service !! Indirapuram!! @9999965857 Delhi 🫦 No Advance VVVIP 🍎 S...
 
best weekend places near delhi where you should visit.pdf
best weekend places near delhi where you should visit.pdfbest weekend places near delhi where you should visit.pdf
best weekend places near delhi where you should visit.pdf
 
Book Cheap Flight Tickets - TraveljunctionUK
Book Cheap Flight Tickets - TraveljunctionUKBook Cheap Flight Tickets - TraveljunctionUK
Book Cheap Flight Tickets - TraveljunctionUK
 
08448380779 Call Girls In Chirag Enclave Women Seeking Men
08448380779 Call Girls In Chirag Enclave Women Seeking Men08448380779 Call Girls In Chirag Enclave Women Seeking Men
08448380779 Call Girls In Chirag Enclave Women Seeking Men
 
BERMUDA Triangle the mystery of life.pptx
BERMUDA Triangle the mystery of life.pptxBERMUDA Triangle the mystery of life.pptx
BERMUDA Triangle the mystery of life.pptx
 

Modeling Maternal Mortality with Outlier Detection and Space-Time Regression

  • 1. Estimating maternal mortality II November 2, 2010 Christopher J.L. Murray Institute Director
  • 2.
  • 3.
  • 4.
  • 5.
  • 6.
  • 7.
  • 8.
  • 9.
  • 10.
  • 11.
  • 12.
  • 13.
  • 14.
  • 15.
  • 16.
  • 17.
  • 18.
  • 19.
  • 20.
  • 21.
  • 22.
  • 23.
  • 24. Recall the steps in the first stage:
  • 25. First stage linear regression model   Robust Regression   Coefficient Std. Error Intercept 4.715 0.100 ln(TFR) 1.903 0.022 ln(GDP per capita) -0.511 0.010 Neonatal mortality 13.662 0.721 Education -0.086 0.003 HIV 0.108 0.005 HIV² -0.001 0.000 Age 15-19 -1.176 0.021 Age 20-24 -0.374 0.020 Age 25-29 -0.077 0.020 Age 35-39 -0.165 0.020 Age 40-44 -0.633 0.021 Age 45-49 -1.390 0.025
  • 26. But, the linear predictions don’t track the data very well
  • 27.
  • 28. General Modeling Strategy (Two stages) Linear model estimation Spatial-temporal local regression
  • 29.
  • 30.
  • 31.
  • 32.
  • 33.
  • 34.
  • 35.
  • 36.
  • 37.
  • 38.
  • 39.
  • 40.
  • 41.
  • 42.

Editor's Notes

  1. Each of these weights have parameters that allow us to narrow or widen the windows, as well as alter the decay functions.