SlideShare a Scribd company logo
1 of 31
Hot Spot Analysis:  Improving a LISA for application in traffic safety Elke Moons Transportation Research Institute (IMOB) Hasselt University Belgium E-mail: elke.moons@uhasselt.be ICCSA Conference Geog-An-Mod workshop
[object Object],[object Object],[object Object],[object Object],Overview
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],Adaptations ,[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object]
[object Object],X X X X X X X X X X X X X i  1  0  0  0  1  2  3  2  1  0  0  0  0  4 A fixed length of 400m was used, weights are set equal to  the average nr of accidents was set equal to 1 over a  3 year period and we look 200m to the left and right X X ,[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object]
What happens at the end of the road? X X X X X X X X X Vb.  1  0  0  0  3  2  1  2  3 ,[object Object],[object Object],[object Object],[object Object]
What happens at a crossroad? X X X X X X X X X X X X X X X X X 1 0 0 1 2 3 2 1 0 0 1 2 0 3 0 1 0 ,[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],Highways in Limburg ,[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],Moran’s I: correct use
[object Object],[object Object],[object Object],[object Object],Moran’s I: Gaussian approximation
[object Object],[object Object],[object Object],[object Object],14 Western-Flanders 89 Eastern-Flanders 91 Antwerp 75 Flemish-Brabant 15 Limburg Nr of hot spots Province
[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],Application II: numbered roads between Hasselt and Lummen ,[object Object],[object Object],[object Object],[object Object]
 
[object Object],[object Object],Moran’s I with MC approach ,[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],Conclusion ,[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],Future research ,[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],Open/unsolved issues ,[object Object],[object Object],[object Object],[object Object]
[object Object]

More Related Content

Similar to Iccsa Geog An Mod Elke Moons

Traffic Light Detection for Red Light Violation System
Traffic Light Detection for Red Light Violation SystemTraffic Light Detection for Red Light Violation System
Traffic Light Detection for Red Light Violation Systemijtsrd
 
6. Assessment of impact of speed limit reduction and traffic signal
6. Assessment of impact of speed limit reduction and traffic signal6. Assessment of impact of speed limit reduction and traffic signal
6. Assessment of impact of speed limit reduction and traffic signalDr, Madhava Madireddy
 
6. Assessment of impact of speed limit reduction and traffic signal
6. Assessment of impact of speed limit reduction and traffic signal6. Assessment of impact of speed limit reduction and traffic signal
6. Assessment of impact of speed limit reduction and traffic signalDr, Madhava Madireddy
 
Gravity vs Radiation model two approaches on commuting in Greece
Gravity vs Radiation model two approaches on commuting in GreeceGravity vs Radiation model two approaches on commuting in Greece
Gravity vs Radiation model two approaches on commuting in GreeceMaria Stefanouli
 
Facility location and techniques
Facility location and techniquesFacility location and techniques
Facility location and techniquesPiyush Sharma
 
Sensitivity analysis in a lidar camera calibration
Sensitivity analysis in a lidar camera calibrationSensitivity analysis in a lidar camera calibration
Sensitivity analysis in a lidar camera calibrationcsandit
 
SENSITIVITY ANALYSIS IN A LIDARCAMERA CALIBRATION
SENSITIVITY ANALYSIS IN A LIDARCAMERA CALIBRATIONSENSITIVITY ANALYSIS IN A LIDARCAMERA CALIBRATION
SENSITIVITY ANALYSIS IN A LIDARCAMERA CALIBRATIONcscpconf
 
Spot speed study, transport planning
Spot speed study, transport planningSpot speed study, transport planning
Spot speed study, transport planningPratyush Kumar
 
Intelligent Transportation System
Intelligent Transportation SystemIntelligent Transportation System
Intelligent Transportation Systemguest6d72ec
 
Accessibility Analysis and Modeling in Public Transport Networks - A Raster b...
Accessibility Analysis and Modeling in Public Transport Networks - A Raster b...Accessibility Analysis and Modeling in Public Transport Networks - A Raster b...
Accessibility Analysis and Modeling in Public Transport Networks - A Raster b...Beniamino Murgante
 
2 comparison of-italian_and_hungarian_blac babylon
2   comparison of-italian_and_hungarian_blac babylon2   comparison of-italian_and_hungarian_blac babylon
2 comparison of-italian_and_hungarian_blac babylonSierra Francisco Justo
 
Logistics Distribution Systems Design
Logistics Distribution Systems DesignLogistics Distribution Systems Design
Logistics Distribution Systems Designshri1984
 
SpyropulosPaper
SpyropulosPaperSpyropulosPaper
SpyropulosPaperchuckspy
 
Presentation of GreenYourMove's hybrid approach in the 3rd Conference on Sust...
Presentation of GreenYourMove's hybrid approach in the 3rd Conference on Sust...Presentation of GreenYourMove's hybrid approach in the 3rd Conference on Sust...
Presentation of GreenYourMove's hybrid approach in the 3rd Conference on Sust...GreenYourMove
 
Predicting uncertainty of traffic forecasts - giving the policy-makers a rang...
Predicting uncertainty of traffic forecasts - giving the policy-makers a rang...Predicting uncertainty of traffic forecasts - giving the policy-makers a rang...
Predicting uncertainty of traffic forecasts - giving the policy-makers a rang...Institute for Transport Studies (ITS)
 
Big data fusion and parametrization for strategic transport models
Big data fusion and parametrization for strategic transport modelsBig data fusion and parametrization for strategic transport models
Big data fusion and parametrization for strategic transport modelsLuuk Brederode
 

Similar to Iccsa Geog An Mod Elke Moons (20)

Traffic Light Detection for Red Light Violation System
Traffic Light Detection for Red Light Violation SystemTraffic Light Detection for Red Light Violation System
Traffic Light Detection for Red Light Violation System
 
6. Assessment of impact of speed limit reduction and traffic signal
6. Assessment of impact of speed limit reduction and traffic signal6. Assessment of impact of speed limit reduction and traffic signal
6. Assessment of impact of speed limit reduction and traffic signal
 
6. Assessment of impact of speed limit reduction and traffic signal
6. Assessment of impact of speed limit reduction and traffic signal6. Assessment of impact of speed limit reduction and traffic signal
6. Assessment of impact of speed limit reduction and traffic signal
 
Gravity vs Radiation model two approaches on commuting in Greece
Gravity vs Radiation model two approaches on commuting in GreeceGravity vs Radiation model two approaches on commuting in Greece
Gravity vs Radiation model two approaches on commuting in Greece
 
Facility location and techniques
Facility location and techniquesFacility location and techniques
Facility location and techniques
 
Sensitivity analysis in a lidar camera calibration
Sensitivity analysis in a lidar camera calibrationSensitivity analysis in a lidar camera calibration
Sensitivity analysis in a lidar camera calibration
 
SENSITIVITY ANALYSIS IN A LIDARCAMERA CALIBRATION
SENSITIVITY ANALYSIS IN A LIDARCAMERA CALIBRATIONSENSITIVITY ANALYSIS IN A LIDARCAMERA CALIBRATION
SENSITIVITY ANALYSIS IN A LIDARCAMERA CALIBRATION
 
Spot speed study, transport planning
Spot speed study, transport planningSpot speed study, transport planning
Spot speed study, transport planning
 
Intelligent Transportation System
Intelligent Transportation SystemIntelligent Transportation System
Intelligent Transportation System
 
Session 38 Xiaoliang Ma
Session 38 Xiaoliang MaSession 38 Xiaoliang Ma
Session 38 Xiaoliang Ma
 
Accessibility Analysis and Modeling in Public Transport Networks - A Raster b...
Accessibility Analysis and Modeling in Public Transport Networks - A Raster b...Accessibility Analysis and Modeling in Public Transport Networks - A Raster b...
Accessibility Analysis and Modeling in Public Transport Networks - A Raster b...
 
2 comparison of-italian_and_hungarian_blac babylon
2   comparison of-italian_and_hungarian_blac babylon2   comparison of-italian_and_hungarian_blac babylon
2 comparison of-italian_and_hungarian_blac babylon
 
Logistics Distribution Systems Design
Logistics Distribution Systems DesignLogistics Distribution Systems Design
Logistics Distribution Systems Design
 
SpyropulosPaper
SpyropulosPaperSpyropulosPaper
SpyropulosPaper
 
Lesson2 esa summer_school_brovelli
Lesson2 esa summer_school_brovelliLesson2 esa summer_school_brovelli
Lesson2 esa summer_school_brovelli
 
Presentation 3rd CSUM
Presentation 3rd CSUM Presentation 3rd CSUM
Presentation 3rd CSUM
 
Presentation of GreenYourMove's hybrid approach in the 3rd Conference on Sust...
Presentation of GreenYourMove's hybrid approach in the 3rd Conference on Sust...Presentation of GreenYourMove's hybrid approach in the 3rd Conference on Sust...
Presentation of GreenYourMove's hybrid approach in the 3rd Conference on Sust...
 
Predicting uncertainty of traffic forecasts - giving the policy-makers a rang...
Predicting uncertainty of traffic forecasts - giving the policy-makers a rang...Predicting uncertainty of traffic forecasts - giving the policy-makers a rang...
Predicting uncertainty of traffic forecasts - giving the policy-makers a rang...
 
L8PDF.pdf
L8PDF.pdfL8PDF.pdf
L8PDF.pdf
 
Big data fusion and parametrization for strategic transport models
Big data fusion and parametrization for strategic transport modelsBig data fusion and parametrization for strategic transport models
Big data fusion and parametrization for strategic transport models
 

More from Beniamino Murgante

Analyzing and assessing ecological transition in building sustainable cities
Analyzing and assessing ecological transition in building sustainable citiesAnalyzing and assessing ecological transition in building sustainable cities
Analyzing and assessing ecological transition in building sustainable citiesBeniamino Murgante
 
Smart Cities: New Science for the Cities
Smart Cities: New Science for the CitiesSmart Cities: New Science for the Cities
Smart Cities: New Science for the CitiesBeniamino Murgante
 
The evolution of spatial analysis and modeling in decision processes
The evolution of spatial analysis and modeling in decision processesThe evolution of spatial analysis and modeling in decision processes
The evolution of spatial analysis and modeling in decision processesBeniamino Murgante
 
Involving citizens in smart energy approaches: the experience of an energy pa...
Involving citizens in smart energy approaches: the experience of an energy pa...Involving citizens in smart energy approaches: the experience of an energy pa...
Involving citizens in smart energy approaches: the experience of an energy pa...Beniamino Murgante
 
Programmazione per la governance territoriale in tema di tutela della biodive...
Programmazione per la governance territoriale in tema di tutela della biodive...Programmazione per la governance territoriale in tema di tutela della biodive...
Programmazione per la governance territoriale in tema di tutela della biodive...Beniamino Murgante
 
Involving Citizens in a Participation Process for Increasing Walkability
Involving Citizens in a Participation Process for Increasing WalkabilityInvolving Citizens in a Participation Process for Increasing Walkability
Involving Citizens in a Participation Process for Increasing WalkabilityBeniamino Murgante
 
Presentation of ICCSA 2019 at the University of Saint petersburg
Presentation of ICCSA 2019 at the University of Saint petersburg Presentation of ICCSA 2019 at the University of Saint petersburg
Presentation of ICCSA 2019 at the University of Saint petersburg Beniamino Murgante
 
Presentation of ICCSA 2017 at the University of trieste
Presentation of ICCSA 2017 at the University of triestePresentation of ICCSA 2017 at the University of trieste
Presentation of ICCSA 2017 at the University of triesteBeniamino Murgante
 
Socio-Economic Planning profiles: Sciences VS Daily activities in public sector 
Socio-Economic Planning profiles: Sciences VS Daily activities in public sector Socio-Economic Planning profiles: Sciences VS Daily activities in public sector 
Socio-Economic Planning profiles: Sciences VS Daily activities in public sector Beniamino Murgante
 
GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...
GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...
GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...Beniamino Murgante
 
Garden in motion. An experience of citizens involvement in public space regen...
Garden in motion. An experience of citizens involvement in public space regen...Garden in motion. An experience of citizens involvement in public space regen...
Garden in motion. An experience of citizens involvement in public space regen...Beniamino Murgante
 
Planning and Smartness: the true challenge
Planning and Smartness: the true challengePlanning and Smartness: the true challenge
Planning and Smartness: the true challengeBeniamino Murgante
 
GeoSDI: una piattaforma social di dati geografici basata sui principi di INSP...
GeoSDI: una piattaforma social di dati geografici basata sui principi di INSP...GeoSDI: una piattaforma social di dati geografici basata sui principi di INSP...
GeoSDI: una piattaforma social di dati geografici basata sui principi di INSP...Beniamino Murgante
 
Informazione Geografica, Città, Smartness
Informazione Geografica, Città, Smartness Informazione Geografica, Città, Smartness
Informazione Geografica, Città, Smartness Beniamino Murgante
 
Tecnologie, Territorio, Smartness
Tecnologie, Territorio, SmartnessTecnologie, Territorio, Smartness
Tecnologie, Territorio, SmartnessBeniamino Murgante
 
Le città e le Smart cities: il punto di vista di un planner, Beniamino Murgante
Le città e le Smart cities: il punto di vista di un planner, Beniamino MurganteLe città e le Smart cities: il punto di vista di un planner, Beniamino Murgante
Le città e le Smart cities: il punto di vista di un planner, Beniamino MurganteBeniamino Murgante
 
Keith C. Clarke Computer Models and Big Data: What can computation contribute?
Keith C. Clarke Computer Models and Big Data: What can computation contribute?Keith C. Clarke Computer Models and Big Data: What can computation contribute?
Keith C. Clarke Computer Models and Big Data: What can computation contribute?Beniamino Murgante
 
Validating a smartphone-based pedestrian navigation system prototype - An inf...
Validating a smartphone-based pedestrian navigation system prototype - An inf...Validating a smartphone-based pedestrian navigation system prototype - An inf...
Validating a smartphone-based pedestrian navigation system prototype - An inf...Beniamino Murgante
 

More from Beniamino Murgante (20)

Analyzing and assessing ecological transition in building sustainable cities
Analyzing and assessing ecological transition in building sustainable citiesAnalyzing and assessing ecological transition in building sustainable cities
Analyzing and assessing ecological transition in building sustainable cities
 
Smart Cities: New Science for the Cities
Smart Cities: New Science for the CitiesSmart Cities: New Science for the Cities
Smart Cities: New Science for the Cities
 
The evolution of spatial analysis and modeling in decision processes
The evolution of spatial analysis and modeling in decision processesThe evolution of spatial analysis and modeling in decision processes
The evolution of spatial analysis and modeling in decision processes
 
Smart City or Urban Science?
Smart City or Urban Science?Smart City or Urban Science?
Smart City or Urban Science?
 
Involving citizens in smart energy approaches: the experience of an energy pa...
Involving citizens in smart energy approaches: the experience of an energy pa...Involving citizens in smart energy approaches: the experience of an energy pa...
Involving citizens in smart energy approaches: the experience of an energy pa...
 
Programmazione per la governance territoriale in tema di tutela della biodive...
Programmazione per la governance territoriale in tema di tutela della biodive...Programmazione per la governance territoriale in tema di tutela della biodive...
Programmazione per la governance territoriale in tema di tutela della biodive...
 
Involving Citizens in a Participation Process for Increasing Walkability
Involving Citizens in a Participation Process for Increasing WalkabilityInvolving Citizens in a Participation Process for Increasing Walkability
Involving Citizens in a Participation Process for Increasing Walkability
 
Presentation of ICCSA 2019 at the University of Saint petersburg
Presentation of ICCSA 2019 at the University of Saint petersburg Presentation of ICCSA 2019 at the University of Saint petersburg
Presentation of ICCSA 2019 at the University of Saint petersburg
 
Presentation of ICCSA 2017 at the University of trieste
Presentation of ICCSA 2017 at the University of triestePresentation of ICCSA 2017 at the University of trieste
Presentation of ICCSA 2017 at the University of trieste
 
Socio-Economic Planning profiles: Sciences VS Daily activities in public sector 
Socio-Economic Planning profiles: Sciences VS Daily activities in public sector Socio-Economic Planning profiles: Sciences VS Daily activities in public sector 
Socio-Economic Planning profiles: Sciences VS Daily activities in public sector 
 
GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...
GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...
GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...
 
Garden in motion. An experience of citizens involvement in public space regen...
Garden in motion. An experience of citizens involvement in public space regen...Garden in motion. An experience of citizens involvement in public space regen...
Garden in motion. An experience of citizens involvement in public space regen...
 
Planning and Smartness: the true challenge
Planning and Smartness: the true challengePlanning and Smartness: the true challenge
Planning and Smartness: the true challenge
 
GeoSDI: una piattaforma social di dati geografici basata sui principi di INSP...
GeoSDI: una piattaforma social di dati geografici basata sui principi di INSP...GeoSDI: una piattaforma social di dati geografici basata sui principi di INSP...
GeoSDI: una piattaforma social di dati geografici basata sui principi di INSP...
 
Murgante smart energy
Murgante smart energyMurgante smart energy
Murgante smart energy
 
Informazione Geografica, Città, Smartness
Informazione Geografica, Città, Smartness Informazione Geografica, Città, Smartness
Informazione Geografica, Città, Smartness
 
Tecnologie, Territorio, Smartness
Tecnologie, Territorio, SmartnessTecnologie, Territorio, Smartness
Tecnologie, Territorio, Smartness
 
Le città e le Smart cities: il punto di vista di un planner, Beniamino Murgante
Le città e le Smart cities: il punto di vista di un planner, Beniamino MurganteLe città e le Smart cities: il punto di vista di un planner, Beniamino Murgante
Le città e le Smart cities: il punto di vista di un planner, Beniamino Murgante
 
Keith C. Clarke Computer Models and Big Data: What can computation contribute?
Keith C. Clarke Computer Models and Big Data: What can computation contribute?Keith C. Clarke Computer Models and Big Data: What can computation contribute?
Keith C. Clarke Computer Models and Big Data: What can computation contribute?
 
Validating a smartphone-based pedestrian navigation system prototype - An inf...
Validating a smartphone-based pedestrian navigation system prototype - An inf...Validating a smartphone-based pedestrian navigation system prototype - An inf...
Validating a smartphone-based pedestrian navigation system prototype - An inf...
 

Recently uploaded

Intro to BCG's Carbon Emissions Benchmark_vF.pdf
Intro to BCG's Carbon Emissions Benchmark_vF.pdfIntro to BCG's Carbon Emissions Benchmark_vF.pdf
Intro to BCG's Carbon Emissions Benchmark_vF.pdfpollardmorgan
 
Buy gmail accounts.pdf Buy Old Gmail Accounts
Buy gmail accounts.pdf Buy Old Gmail AccountsBuy gmail accounts.pdf Buy Old Gmail Accounts
Buy gmail accounts.pdf Buy Old Gmail AccountsBuy Verified Accounts
 
8447779800, Low rate Call girls in Saket Delhi NCR
8447779800, Low rate Call girls in Saket Delhi NCR8447779800, Low rate Call girls in Saket Delhi NCR
8447779800, Low rate Call girls in Saket Delhi NCRashishs7044
 
Case study on tata clothing brand zudio in detail
Case study on tata clothing brand zudio in detailCase study on tata clothing brand zudio in detail
Case study on tata clothing brand zudio in detailAriel592675
 
APRIL2024_UKRAINE_xml_0000000000000 .pdf
APRIL2024_UKRAINE_xml_0000000000000 .pdfAPRIL2024_UKRAINE_xml_0000000000000 .pdf
APRIL2024_UKRAINE_xml_0000000000000 .pdfRbc Rbcua
 
8447779800, Low rate Call girls in Uttam Nagar Delhi NCR
8447779800, Low rate Call girls in Uttam Nagar Delhi NCR8447779800, Low rate Call girls in Uttam Nagar Delhi NCR
8447779800, Low rate Call girls in Uttam Nagar Delhi NCRashishs7044
 
Global Scenario On Sustainable and Resilient Coconut Industry by Dr. Jelfina...
Global Scenario On Sustainable  and Resilient Coconut Industry by Dr. Jelfina...Global Scenario On Sustainable  and Resilient Coconut Industry by Dr. Jelfina...
Global Scenario On Sustainable and Resilient Coconut Industry by Dr. Jelfina...ictsugar
 
Ten Organizational Design Models to align structure and operations to busines...
Ten Organizational Design Models to align structure and operations to busines...Ten Organizational Design Models to align structure and operations to busines...
Ten Organizational Design Models to align structure and operations to busines...Seta Wicaksana
 
Call Girls Miyapur 7001305949 all area service COD available Any Time
Call Girls Miyapur 7001305949 all area service COD available Any TimeCall Girls Miyapur 7001305949 all area service COD available Any Time
Call Girls Miyapur 7001305949 all area service COD available Any Timedelhimodelshub1
 
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...lizamodels9
 
Flow Your Strategy at Flight Levels Day 2024
Flow Your Strategy at Flight Levels Day 2024Flow Your Strategy at Flight Levels Day 2024
Flow Your Strategy at Flight Levels Day 2024Kirill Klimov
 
Lowrate Call Girls In Sector 18 Noida ❤️8860477959 Escorts 100% Genuine Servi...
Lowrate Call Girls In Sector 18 Noida ❤️8860477959 Escorts 100% Genuine Servi...Lowrate Call Girls In Sector 18 Noida ❤️8860477959 Escorts 100% Genuine Servi...
Lowrate Call Girls In Sector 18 Noida ❤️8860477959 Escorts 100% Genuine Servi...lizamodels9
 
MAHA Global and IPR: Do Actions Speak Louder Than Words?
MAHA Global and IPR: Do Actions Speak Louder Than Words?MAHA Global and IPR: Do Actions Speak Louder Than Words?
MAHA Global and IPR: Do Actions Speak Louder Than Words?Olivia Kresic
 
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...lizamodels9
 
Youth Involvement in an Innovative Coconut Value Chain by Mwalimu Menza
Youth Involvement in an Innovative Coconut Value Chain by Mwalimu MenzaYouth Involvement in an Innovative Coconut Value Chain by Mwalimu Menza
Youth Involvement in an Innovative Coconut Value Chain by Mwalimu Menzaictsugar
 
Call Girls In Connaught Place Delhi ❤️88604**77959_Russian 100% Genuine Escor...
Call Girls In Connaught Place Delhi ❤️88604**77959_Russian 100% Genuine Escor...Call Girls In Connaught Place Delhi ❤️88604**77959_Russian 100% Genuine Escor...
Call Girls In Connaught Place Delhi ❤️88604**77959_Russian 100% Genuine Escor...lizamodels9
 
8447779800, Low rate Call girls in New Ashok Nagar Delhi NCR
8447779800, Low rate Call girls in New Ashok Nagar Delhi NCR8447779800, Low rate Call girls in New Ashok Nagar Delhi NCR
8447779800, Low rate Call girls in New Ashok Nagar Delhi NCRashishs7044
 
Independent Call Girls Andheri Nightlaila 9967584737
Independent Call Girls Andheri Nightlaila 9967584737Independent Call Girls Andheri Nightlaila 9967584737
Independent Call Girls Andheri Nightlaila 9967584737Riya Pathan
 
Innovation Conference 5th March 2024.pdf
Innovation Conference 5th March 2024.pdfInnovation Conference 5th March 2024.pdf
Innovation Conference 5th March 2024.pdfrichard876048
 

Recently uploaded (20)

Intro to BCG's Carbon Emissions Benchmark_vF.pdf
Intro to BCG's Carbon Emissions Benchmark_vF.pdfIntro to BCG's Carbon Emissions Benchmark_vF.pdf
Intro to BCG's Carbon Emissions Benchmark_vF.pdf
 
Buy gmail accounts.pdf Buy Old Gmail Accounts
Buy gmail accounts.pdf Buy Old Gmail AccountsBuy gmail accounts.pdf Buy Old Gmail Accounts
Buy gmail accounts.pdf Buy Old Gmail Accounts
 
8447779800, Low rate Call girls in Saket Delhi NCR
8447779800, Low rate Call girls in Saket Delhi NCR8447779800, Low rate Call girls in Saket Delhi NCR
8447779800, Low rate Call girls in Saket Delhi NCR
 
Case study on tata clothing brand zudio in detail
Case study on tata clothing brand zudio in detailCase study on tata clothing brand zudio in detail
Case study on tata clothing brand zudio in detail
 
APRIL2024_UKRAINE_xml_0000000000000 .pdf
APRIL2024_UKRAINE_xml_0000000000000 .pdfAPRIL2024_UKRAINE_xml_0000000000000 .pdf
APRIL2024_UKRAINE_xml_0000000000000 .pdf
 
8447779800, Low rate Call girls in Uttam Nagar Delhi NCR
8447779800, Low rate Call girls in Uttam Nagar Delhi NCR8447779800, Low rate Call girls in Uttam Nagar Delhi NCR
8447779800, Low rate Call girls in Uttam Nagar Delhi NCR
 
Global Scenario On Sustainable and Resilient Coconut Industry by Dr. Jelfina...
Global Scenario On Sustainable  and Resilient Coconut Industry by Dr. Jelfina...Global Scenario On Sustainable  and Resilient Coconut Industry by Dr. Jelfina...
Global Scenario On Sustainable and Resilient Coconut Industry by Dr. Jelfina...
 
Ten Organizational Design Models to align structure and operations to busines...
Ten Organizational Design Models to align structure and operations to busines...Ten Organizational Design Models to align structure and operations to busines...
Ten Organizational Design Models to align structure and operations to busines...
 
Call Girls Miyapur 7001305949 all area service COD available Any Time
Call Girls Miyapur 7001305949 all area service COD available Any TimeCall Girls Miyapur 7001305949 all area service COD available Any Time
Call Girls Miyapur 7001305949 all area service COD available Any Time
 
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
 
Corporate Profile 47Billion Information Technology
Corporate Profile 47Billion Information TechnologyCorporate Profile 47Billion Information Technology
Corporate Profile 47Billion Information Technology
 
Flow Your Strategy at Flight Levels Day 2024
Flow Your Strategy at Flight Levels Day 2024Flow Your Strategy at Flight Levels Day 2024
Flow Your Strategy at Flight Levels Day 2024
 
Lowrate Call Girls In Sector 18 Noida ❤️8860477959 Escorts 100% Genuine Servi...
Lowrate Call Girls In Sector 18 Noida ❤️8860477959 Escorts 100% Genuine Servi...Lowrate Call Girls In Sector 18 Noida ❤️8860477959 Escorts 100% Genuine Servi...
Lowrate Call Girls In Sector 18 Noida ❤️8860477959 Escorts 100% Genuine Servi...
 
MAHA Global and IPR: Do Actions Speak Louder Than Words?
MAHA Global and IPR: Do Actions Speak Louder Than Words?MAHA Global and IPR: Do Actions Speak Louder Than Words?
MAHA Global and IPR: Do Actions Speak Louder Than Words?
 
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
 
Youth Involvement in an Innovative Coconut Value Chain by Mwalimu Menza
Youth Involvement in an Innovative Coconut Value Chain by Mwalimu MenzaYouth Involvement in an Innovative Coconut Value Chain by Mwalimu Menza
Youth Involvement in an Innovative Coconut Value Chain by Mwalimu Menza
 
Call Girls In Connaught Place Delhi ❤️88604**77959_Russian 100% Genuine Escor...
Call Girls In Connaught Place Delhi ❤️88604**77959_Russian 100% Genuine Escor...Call Girls In Connaught Place Delhi ❤️88604**77959_Russian 100% Genuine Escor...
Call Girls In Connaught Place Delhi ❤️88604**77959_Russian 100% Genuine Escor...
 
8447779800, Low rate Call girls in New Ashok Nagar Delhi NCR
8447779800, Low rate Call girls in New Ashok Nagar Delhi NCR8447779800, Low rate Call girls in New Ashok Nagar Delhi NCR
8447779800, Low rate Call girls in New Ashok Nagar Delhi NCR
 
Independent Call Girls Andheri Nightlaila 9967584737
Independent Call Girls Andheri Nightlaila 9967584737Independent Call Girls Andheri Nightlaila 9967584737
Independent Call Girls Andheri Nightlaila 9967584737
 
Innovation Conference 5th March 2024.pdf
Innovation Conference 5th March 2024.pdfInnovation Conference 5th March 2024.pdf
Innovation Conference 5th March 2024.pdf
 

Iccsa Geog An Mod Elke Moons

  • 1. Hot Spot Analysis: Improving a LISA for application in traffic safety Elke Moons Transportation Research Institute (IMOB) Hasselt University Belgium E-mail: elke.moons@uhasselt.be ICCSA Conference Geog-An-Mod workshop
  • 2.
  • 3.
  • 4.
  • 5.
  • 6.
  • 7.
  • 8.
  • 9.
  • 10.
  • 11.
  • 12.
  • 13.
  • 14.
  • 15.
  • 16.
  • 17.
  • 18.
  • 19.
  • 20.
  • 21.
  • 22.
  • 23.
  • 24.  
  • 25.
  • 26.
  • 27.
  • 28.
  • 29.
  • 30.
  • 31.