SlideShare a Scribd company logo
Running Routes Finder
Jerry Chen
Insight Data Science Program
Where to run?
● Solution: An app designing personalized
routes based on home address!
● Current recommendations: not
personalized; not based on home
address
Demo...
Data source: streets data + features data
● OpenStreetMap: street network
4032 streets for running
● Boston Crime Incident Reports
18199 crime incidents with time
data in the last 3 years
Data source: streets data + features data
● OpenStreetMap: street network
4032 streets for running
● Boston Crime Incident Reports
Morning Evening
Challenge: balance between the performance and the efficiency
● Alternative way:
intermediate destinations
…...
● An exhaustive search: too many
routes for a long distance!
Incorporate cost functions to find the optimum path
● Example: Re-treading routes
Crime (based on time)
+
Preference to path?
+
Length
+
Re-treading?
More re-
treading
Less re-
treading
● Features in cost function
Jerry(Zhanyang) Chen
● Ph.D in Materials Science & Engineering
+
Questions?
APP input
APP output
Cost function used
d: distance of the way segment
N: number of events
S: user’s sensitivity
F: scaling factor
cr: crime
re: re-treading

More Related Content

What's hot (10)

Disaggregate accessibility planning using OSM data and OpenTripPlanner - Stat...
Disaggregate accessibility planning using OSM data and OpenTripPlanner - Stat...Disaggregate accessibility planning using OSM data and OpenTripPlanner - Stat...
Disaggregate accessibility planning using OSM data and OpenTripPlanner - Stat...
OSMFstateofthemap
 
Graph of UK train stations
Graph of UK train stationsGraph of UK train stations
Graph of UK train stations
Daniyar Mukhanov
 
Understanding business location patterns through co-location pattern mining
Understanding business location patterns through co-location pattern miningUnderstanding business location patterns through co-location pattern mining
Understanding business location patterns through co-location pattern mining
JeffreyChiu18
 
PDQ Poster
PDQ PosterPDQ Poster
PDQ Poster
DBOnto
 
Using FME to Manipulate Various Sources of Data for Traffic Collision Spatio-...
Using FME to Manipulate Various Sources of Data for Traffic Collision Spatio-...Using FME to Manipulate Various Sources of Data for Traffic Collision Spatio-...
Using FME to Manipulate Various Sources of Data for Traffic Collision Spatio-...
Safe Software
 
Data visualization using r pt 20140316
Data visualization using r pt 20140316Data visualization using r pt 20140316
Data visualization using r pt 20140316
Myung-Hoe Huh
 
thesis's abstact
thesis's abstactthesis's abstact
thesis's abstact
Giorgos Raptakis
 
Crime Risk Forecasting: Near Repeat Pattern Analysis & Load Forecasting
Crime Risk Forecasting: Near Repeat Pattern Analysis & Load ForecastingCrime Risk Forecasting: Near Repeat Pattern Analysis & Load Forecasting
Crime Risk Forecasting: Near Repeat Pattern Analysis & Load Forecasting
Azavea
 
Joerg fritz demov3
Joerg fritz demov3Joerg fritz demov3
Joerg fritz demov3
JoergFritz
 
Provenance Analytics at AAAI Human Computation Conference 2013
Provenance Analytics at AAAI Human Computation Conference 2013Provenance Analytics at AAAI Human Computation Conference 2013
Provenance Analytics at AAAI Human Computation Conference 2013
T Dong Huynh
 
Disaggregate accessibility planning using OSM data and OpenTripPlanner - Stat...
Disaggregate accessibility planning using OSM data and OpenTripPlanner - Stat...Disaggregate accessibility planning using OSM data and OpenTripPlanner - Stat...
Disaggregate accessibility planning using OSM data and OpenTripPlanner - Stat...
OSMFstateofthemap
 
Graph of UK train stations
Graph of UK train stationsGraph of UK train stations
Graph of UK train stations
Daniyar Mukhanov
 
Understanding business location patterns through co-location pattern mining
Understanding business location patterns through co-location pattern miningUnderstanding business location patterns through co-location pattern mining
Understanding business location patterns through co-location pattern mining
JeffreyChiu18
 
PDQ Poster
PDQ PosterPDQ Poster
PDQ Poster
DBOnto
 
Using FME to Manipulate Various Sources of Data for Traffic Collision Spatio-...
Using FME to Manipulate Various Sources of Data for Traffic Collision Spatio-...Using FME to Manipulate Various Sources of Data for Traffic Collision Spatio-...
Using FME to Manipulate Various Sources of Data for Traffic Collision Spatio-...
Safe Software
 
Data visualization using r pt 20140316
Data visualization using r pt 20140316Data visualization using r pt 20140316
Data visualization using r pt 20140316
Myung-Hoe Huh
 
Crime Risk Forecasting: Near Repeat Pattern Analysis & Load Forecasting
Crime Risk Forecasting: Near Repeat Pattern Analysis & Load ForecastingCrime Risk Forecasting: Near Repeat Pattern Analysis & Load Forecasting
Crime Risk Forecasting: Near Repeat Pattern Analysis & Load Forecasting
Azavea
 
Joerg fritz demov3
Joerg fritz demov3Joerg fritz demov3
Joerg fritz demov3
JoergFritz
 
Provenance Analytics at AAAI Human Computation Conference 2013
Provenance Analytics at AAAI Human Computation Conference 2013Provenance Analytics at AAAI Human Computation Conference 2013
Provenance Analytics at AAAI Human Computation Conference 2013
T Dong Huynh
 

Similar to Running routes finder_jerry_chen (20)

Lesson2 esa summer_school_brovelli
Lesson2 esa summer_school_brovelliLesson2 esa summer_school_brovelli
Lesson2 esa summer_school_brovelli
Maria Antonia Brovelli
 
Lesson3 esa summer_school_brovelli
Lesson3 esa summer_school_brovelliLesson3 esa summer_school_brovelli
Lesson3 esa summer_school_brovelli
Maria Antonia Brovelli
 
An open source multimodal journey planning system based on 'de facto' standards
An open source multimodal journey planning system based on 'de facto' standardsAn open source multimodal journey planning system based on 'de facto' standards
An open source multimodal journey planning system based on 'de facto' standards
Juangui Jordán
 
Machine Learning in Real-Time
Machine Learning in Real-TimeMachine Learning in Real-Time
Machine Learning in Real-Time
Alex Combessie
 
Prediction of taxi rides ETA
Prediction of taxi rides ETAPrediction of taxi rides ETA
Prediction of taxi rides ETA
Daniel Marcous
 
Smart path mobile_sensing_for_smart_cities-kk-pratik
Smart path mobile_sensing_for_smart_cities-kk-pratikSmart path mobile_sensing_for_smart_cities-kk-pratik
Smart path mobile_sensing_for_smart_cities-kk-pratik
K.K. Tripathi
 
Baseride Technologies - solutions for smart transportation & logistics
Baseride Technologies - solutions for smart transportation & logisticsBaseride Technologies - solutions for smart transportation & logistics
Baseride Technologies - solutions for smart transportation & logistics
Evgeni
 
Automobile Route Matching with Dynamic Time Warping Using PySpark with Cather...
Automobile Route Matching with Dynamic Time Warping Using PySpark with Cather...Automobile Route Matching with Dynamic Time Warping Using PySpark with Cather...
Automobile Route Matching with Dynamic Time Warping Using PySpark with Cather...
Databricks
 
Foss4g 2013 Oliver May - Subsidized school transport for the shortest way to ...
Foss4g 2013 Oliver May - Subsidized school transport for the shortest way to ...Foss4g 2013 Oliver May - Subsidized school transport for the shortest way to ...
Foss4g 2013 Oliver May - Subsidized school transport for the shortest way to ...
OliverMay
 
Qualità dei dati OpenStreetMap: sperimentazioni sulla città di Milano e risul...
Qualità dei dati OpenStreetMap: sperimentazioni sulla città di Milano e risul...Qualità dei dati OpenStreetMap: sperimentazioni sulla città di Milano e risul...
Qualità dei dati OpenStreetMap: sperimentazioni sulla città di Milano e risul...
Marco Minghini
 
Case Studies in Managing Traffic in a Developing Country with Privacy-Preserv...
Case Studies in Managing Traffic in a Developing Country with Privacy-Preserv...Case Studies in Managing Traffic in a Developing Country with Privacy-Preserv...
Case Studies in Managing Traffic in a Developing Country with Privacy-Preserv...
Biplav Srivastava
 
SFScon22 - Gianluca Antonacci - Traffic management in a Smart City scenario.pdf
SFScon22 - Gianluca Antonacci - Traffic management in a Smart City scenario.pdfSFScon22 - Gianluca Antonacci - Traffic management in a Smart City scenario.pdf
SFScon22 - Gianluca Antonacci - Traffic management in a Smart City scenario.pdf
South Tyrol Free Software Conference
 
Sss14duke BT Innovate Research Design
Sss14duke BT Innovate Research DesignSss14duke BT Innovate Research Design
Sss14duke BT Innovate Research Design
Justin Hayward
 
SoTM US Routing
SoTM US RoutingSoTM US Routing
SoTM US Routing
MapQuest
 
Multimodal Mopbility Planning Using Big Data in Toronto
Multimodal Mopbility Planning Using Big Data in TorontoMultimodal Mopbility Planning Using Big Data in Toronto
Multimodal Mopbility Planning Using Big Data in Toronto
Dewan Masud Karim, P.Eng., PTOE
 
City focus: A web-based interactive 2D and 3D GIS application to find the bes...
City focus: A web-based interactive 2D and 3D GIS application to find the bes...City focus: A web-based interactive 2D and 3D GIS application to find the bes...
City focus: A web-based interactive 2D and 3D GIS application to find the bes...
Carolina Arias Muñoz
 
KTH-Texxi Project 2010
KTH-Texxi Project 2010KTH-Texxi Project 2010
KTH-Texxi Project 2010
Texxi Global
 
Analysing road traffic
Analysing road trafficAnalysing road traffic
Analysing road traffic
SailendraRajuMeruga
 
Urban Parking Poster
Urban Parking PosterUrban Parking Poster
Urban Parking Poster
Jake Garrison
 
Graph Centric Analysis of Road Network Patterns for CBD’s of Metropolitan Cit...
Graph Centric Analysis of Road Network Patterns for CBD’s of Metropolitan Cit...Graph Centric Analysis of Road Network Patterns for CBD’s of Metropolitan Cit...
Graph Centric Analysis of Road Network Patterns for CBD’s of Metropolitan Cit...
Punit Sharnagat
 
An open source multimodal journey planning system based on 'de facto' standards
An open source multimodal journey planning system based on 'de facto' standardsAn open source multimodal journey planning system based on 'de facto' standards
An open source multimodal journey planning system based on 'de facto' standards
Juangui Jordán
 
Machine Learning in Real-Time
Machine Learning in Real-TimeMachine Learning in Real-Time
Machine Learning in Real-Time
Alex Combessie
 
Prediction of taxi rides ETA
Prediction of taxi rides ETAPrediction of taxi rides ETA
Prediction of taxi rides ETA
Daniel Marcous
 
Smart path mobile_sensing_for_smart_cities-kk-pratik
Smart path mobile_sensing_for_smart_cities-kk-pratikSmart path mobile_sensing_for_smart_cities-kk-pratik
Smart path mobile_sensing_for_smart_cities-kk-pratik
K.K. Tripathi
 
Baseride Technologies - solutions for smart transportation & logistics
Baseride Technologies - solutions for smart transportation & logisticsBaseride Technologies - solutions for smart transportation & logistics
Baseride Technologies - solutions for smart transportation & logistics
Evgeni
 
Automobile Route Matching with Dynamic Time Warping Using PySpark with Cather...
Automobile Route Matching with Dynamic Time Warping Using PySpark with Cather...Automobile Route Matching with Dynamic Time Warping Using PySpark with Cather...
Automobile Route Matching with Dynamic Time Warping Using PySpark with Cather...
Databricks
 
Foss4g 2013 Oliver May - Subsidized school transport for the shortest way to ...
Foss4g 2013 Oliver May - Subsidized school transport for the shortest way to ...Foss4g 2013 Oliver May - Subsidized school transport for the shortest way to ...
Foss4g 2013 Oliver May - Subsidized school transport for the shortest way to ...
OliverMay
 
Qualità dei dati OpenStreetMap: sperimentazioni sulla città di Milano e risul...
Qualità dei dati OpenStreetMap: sperimentazioni sulla città di Milano e risul...Qualità dei dati OpenStreetMap: sperimentazioni sulla città di Milano e risul...
Qualità dei dati OpenStreetMap: sperimentazioni sulla città di Milano e risul...
Marco Minghini
 
Case Studies in Managing Traffic in a Developing Country with Privacy-Preserv...
Case Studies in Managing Traffic in a Developing Country with Privacy-Preserv...Case Studies in Managing Traffic in a Developing Country with Privacy-Preserv...
Case Studies in Managing Traffic in a Developing Country with Privacy-Preserv...
Biplav Srivastava
 
SFScon22 - Gianluca Antonacci - Traffic management in a Smart City scenario.pdf
SFScon22 - Gianluca Antonacci - Traffic management in a Smart City scenario.pdfSFScon22 - Gianluca Antonacci - Traffic management in a Smart City scenario.pdf
SFScon22 - Gianluca Antonacci - Traffic management in a Smart City scenario.pdf
South Tyrol Free Software Conference
 
Sss14duke BT Innovate Research Design
Sss14duke BT Innovate Research DesignSss14duke BT Innovate Research Design
Sss14duke BT Innovate Research Design
Justin Hayward
 
SoTM US Routing
SoTM US RoutingSoTM US Routing
SoTM US Routing
MapQuest
 
City focus: A web-based interactive 2D and 3D GIS application to find the bes...
City focus: A web-based interactive 2D and 3D GIS application to find the bes...City focus: A web-based interactive 2D and 3D GIS application to find the bes...
City focus: A web-based interactive 2D and 3D GIS application to find the bes...
Carolina Arias Muñoz
 
KTH-Texxi Project 2010
KTH-Texxi Project 2010KTH-Texxi Project 2010
KTH-Texxi Project 2010
Texxi Global
 
Urban Parking Poster
Urban Parking PosterUrban Parking Poster
Urban Parking Poster
Jake Garrison
 
Graph Centric Analysis of Road Network Patterns for CBD’s of Metropolitan Cit...
Graph Centric Analysis of Road Network Patterns for CBD’s of Metropolitan Cit...Graph Centric Analysis of Road Network Patterns for CBD’s of Metropolitan Cit...
Graph Centric Analysis of Road Network Patterns for CBD’s of Metropolitan Cit...
Punit Sharnagat
 

Recently uploaded (20)

Oversized Off White Pulka Dot Cotton Shirt
Oversized Off White Pulka Dot Cotton ShirtOversized Off White Pulka Dot Cotton Shirt
Oversized Off White Pulka Dot Cotton Shirt
ZNKL.in
 
MOCCAE SUSTAINABLE TROPHY 2025 Presentation.pdf
MOCCAE SUSTAINABLE TROPHY 2025 Presentation.pdfMOCCAE SUSTAINABLE TROPHY 2025 Presentation.pdf
MOCCAE SUSTAINABLE TROPHY 2025 Presentation.pdf
asfianoor1
 
Presentation for Schoool Management System
Presentation for Schoool Management SystemPresentation for Schoool Management System
Presentation for Schoool Management System
kolay922013
 
Flowers Coloring Pages Activity Worksheet in Black and White Illustrative Style
Flowers Coloring Pages Activity Worksheet in Black and White Illustrative StyleFlowers Coloring Pages Activity Worksheet in Black and White Illustrative Style
Flowers Coloring Pages Activity Worksheet in Black and White Illustrative Style
Likazelika
 
Lori Vanzant Portfolio. Please take a look !
Lori Vanzant  Portfolio. Please take a look !Lori Vanzant  Portfolio. Please take a look !
Lori Vanzant Portfolio. Please take a look !
vanzan01
 
masterddedeeeeeeeeedded seminar (1).pptx
masterddedeeeeeeeeedded seminar (1).pptxmasterddedeeeeeeeeedded seminar (1).pptx
masterddedeeeeeeeeedded seminar (1).pptx
tgavel7869
 
Lori Vanzant's portfolio. Please take a look!
Lori Vanzant's portfolio. Please take a look!Lori Vanzant's portfolio. Please take a look!
Lori Vanzant's portfolio. Please take a look!
vanzan01
 
Are you Transitioning or Refining Now..?
Are you Transitioning or Refining Now..?Are you Transitioning or Refining Now..?
Are you Transitioning or Refining Now..?
Gregory Vigneaux
 
10.1155-2024-1048933Figurefig0008.pptx.ppt
10.1155-2024-1048933Figurefig0008.pptx.ppt10.1155-2024-1048933Figurefig0008.pptx.ppt
10.1155-2024-1048933Figurefig0008.pptx.ppt
suchandasaha7
 
presentation on healing architecture .pptx
presentation on healing architecture .pptxpresentation on healing architecture .pptx
presentation on healing architecture .pptx
buildnpl
 
EEE178-PPT-Theme iasodhajsdkjashdlaskdjbaksdkashdlkasdlkja;dj;kdada.pptx.pdf
EEE178-PPT-Theme iasodhajsdkjashdlaskdjbaksdkashdlkasdlkja;dj;kdada.pptx.pdfEEE178-PPT-Theme iasodhajsdkjashdlaskdjbaksdkashdlkasdlkja;dj;kdada.pptx.pdf
EEE178-PPT-Theme iasodhajsdkjashdlaskdjbaksdkashdlkasdlkja;dj;kdada.pptx.pdf
CastroAngeloReoD
 
COTTER and KNUCKleeeeeeeeeeeeeeeeeee.pptx
COTTER and  KNUCKleeeeeeeeeeeeeeeeeee.pptxCOTTER and  KNUCKleeeeeeeeeeeeeeeeeee.pptx
COTTER and KNUCKleeeeeeeeeeeeeeeeeee.pptx
ayushjadon04
 
mid-term all revisions g11 s1.pmdzs,zxptx
mid-term all revisions g11 s1.pmdzs,zxptxmid-term all revisions g11 s1.pmdzs,zxptx
mid-term all revisions g11 s1.pmdzs,zxptx
omar164646
 
19 Best B,u,y Verified Cash App Accounts
19 Best B,u,y Verified Cash App Accounts19 Best B,u,y Verified Cash App Accounts
19 Best B,u,y Verified Cash App Accounts
https://sellsusa.com/product/buy-verified-cash-app-accounts/
 
Doodle Table of Contents Infographics by Slidesgo.pptx
Doodle Table of Contents Infographics by Slidesgo.pptxDoodle Table of Contents Infographics by Slidesgo.pptx
Doodle Table of Contents Infographics by Slidesgo.pptx
binhyennghlu
 
dFdDVWeb_Design_Basics_Presentation.pptx
dFdDVWeb_Design_Basics_Presentation.pptxdFdDVWeb_Design_Basics_Presentation.pptx
dFdDVWeb_Design_Basics_Presentation.pptx
AKSHAYKAMBLE806728
 
An updated content measurement model - Elle Geraghty Content Strategy.pdf
An updated content measurement model - Elle Geraghty Content Strategy.pdfAn updated content measurement model - Elle Geraghty Content Strategy.pdf
An updated content measurement model - Elle Geraghty Content Strategy.pdf
Elle Geraghty
 
Minimalist Business Slides XL by Slidesgo.pptx
Minimalist Business Slides XL by Slidesgo.pptxMinimalist Business Slides XL by Slidesgo.pptx
Minimalist Business Slides XL by Slidesgo.pptx
karenalavamoran
 
Designing Interactive and Engaging Museum Exhibits
Designing Interactive and Engaging Museum ExhibitsDesigning Interactive and Engaging Museum Exhibits
Designing Interactive and Engaging Museum Exhibits
Peach Prime Consultancy
 
Venngage AI Infographic Generator- AI-powered visuals that turn your ideas in...
Venngage AI Infographic Generator- AI-powered visuals that turn your ideas in...Venngage AI Infographic Generator- AI-powered visuals that turn your ideas in...
Venngage AI Infographic Generator- AI-powered visuals that turn your ideas in...
Venngage AI Infographic Generator
 
Oversized Off White Pulka Dot Cotton Shirt
Oversized Off White Pulka Dot Cotton ShirtOversized Off White Pulka Dot Cotton Shirt
Oversized Off White Pulka Dot Cotton Shirt
ZNKL.in
 
MOCCAE SUSTAINABLE TROPHY 2025 Presentation.pdf
MOCCAE SUSTAINABLE TROPHY 2025 Presentation.pdfMOCCAE SUSTAINABLE TROPHY 2025 Presentation.pdf
MOCCAE SUSTAINABLE TROPHY 2025 Presentation.pdf
asfianoor1
 
Presentation for Schoool Management System
Presentation for Schoool Management SystemPresentation for Schoool Management System
Presentation for Schoool Management System
kolay922013
 
Flowers Coloring Pages Activity Worksheet in Black and White Illustrative Style
Flowers Coloring Pages Activity Worksheet in Black and White Illustrative StyleFlowers Coloring Pages Activity Worksheet in Black and White Illustrative Style
Flowers Coloring Pages Activity Worksheet in Black and White Illustrative Style
Likazelika
 
Lori Vanzant Portfolio. Please take a look !
Lori Vanzant  Portfolio. Please take a look !Lori Vanzant  Portfolio. Please take a look !
Lori Vanzant Portfolio. Please take a look !
vanzan01
 
masterddedeeeeeeeeedded seminar (1).pptx
masterddedeeeeeeeeedded seminar (1).pptxmasterddedeeeeeeeeedded seminar (1).pptx
masterddedeeeeeeeeedded seminar (1).pptx
tgavel7869
 
Lori Vanzant's portfolio. Please take a look!
Lori Vanzant's portfolio. Please take a look!Lori Vanzant's portfolio. Please take a look!
Lori Vanzant's portfolio. Please take a look!
vanzan01
 
Are you Transitioning or Refining Now..?
Are you Transitioning or Refining Now..?Are you Transitioning or Refining Now..?
Are you Transitioning or Refining Now..?
Gregory Vigneaux
 
10.1155-2024-1048933Figurefig0008.pptx.ppt
10.1155-2024-1048933Figurefig0008.pptx.ppt10.1155-2024-1048933Figurefig0008.pptx.ppt
10.1155-2024-1048933Figurefig0008.pptx.ppt
suchandasaha7
 
presentation on healing architecture .pptx
presentation on healing architecture .pptxpresentation on healing architecture .pptx
presentation on healing architecture .pptx
buildnpl
 
EEE178-PPT-Theme iasodhajsdkjashdlaskdjbaksdkashdlkasdlkja;dj;kdada.pptx.pdf
EEE178-PPT-Theme iasodhajsdkjashdlaskdjbaksdkashdlkasdlkja;dj;kdada.pptx.pdfEEE178-PPT-Theme iasodhajsdkjashdlaskdjbaksdkashdlkasdlkja;dj;kdada.pptx.pdf
EEE178-PPT-Theme iasodhajsdkjashdlaskdjbaksdkashdlkasdlkja;dj;kdada.pptx.pdf
CastroAngeloReoD
 
COTTER and KNUCKleeeeeeeeeeeeeeeeeee.pptx
COTTER and  KNUCKleeeeeeeeeeeeeeeeeee.pptxCOTTER and  KNUCKleeeeeeeeeeeeeeeeeee.pptx
COTTER and KNUCKleeeeeeeeeeeeeeeeeee.pptx
ayushjadon04
 
mid-term all revisions g11 s1.pmdzs,zxptx
mid-term all revisions g11 s1.pmdzs,zxptxmid-term all revisions g11 s1.pmdzs,zxptx
mid-term all revisions g11 s1.pmdzs,zxptx
omar164646
 
Doodle Table of Contents Infographics by Slidesgo.pptx
Doodle Table of Contents Infographics by Slidesgo.pptxDoodle Table of Contents Infographics by Slidesgo.pptx
Doodle Table of Contents Infographics by Slidesgo.pptx
binhyennghlu
 
dFdDVWeb_Design_Basics_Presentation.pptx
dFdDVWeb_Design_Basics_Presentation.pptxdFdDVWeb_Design_Basics_Presentation.pptx
dFdDVWeb_Design_Basics_Presentation.pptx
AKSHAYKAMBLE806728
 
An updated content measurement model - Elle Geraghty Content Strategy.pdf
An updated content measurement model - Elle Geraghty Content Strategy.pdfAn updated content measurement model - Elle Geraghty Content Strategy.pdf
An updated content measurement model - Elle Geraghty Content Strategy.pdf
Elle Geraghty
 
Minimalist Business Slides XL by Slidesgo.pptx
Minimalist Business Slides XL by Slidesgo.pptxMinimalist Business Slides XL by Slidesgo.pptx
Minimalist Business Slides XL by Slidesgo.pptx
karenalavamoran
 
Designing Interactive and Engaging Museum Exhibits
Designing Interactive and Engaging Museum ExhibitsDesigning Interactive and Engaging Museum Exhibits
Designing Interactive and Engaging Museum Exhibits
Peach Prime Consultancy
 
Venngage AI Infographic Generator- AI-powered visuals that turn your ideas in...
Venngage AI Infographic Generator- AI-powered visuals that turn your ideas in...Venngage AI Infographic Generator- AI-powered visuals that turn your ideas in...
Venngage AI Infographic Generator- AI-powered visuals that turn your ideas in...
Venngage AI Infographic Generator
 

Running routes finder_jerry_chen

  • 1. Running Routes Finder Jerry Chen Insight Data Science Program
  • 2. Where to run? ● Solution: An app designing personalized routes based on home address! ● Current recommendations: not personalized; not based on home address
  • 4. Data source: streets data + features data ● OpenStreetMap: street network 4032 streets for running ● Boston Crime Incident Reports 18199 crime incidents with time data in the last 3 years
  • 5. Data source: streets data + features data ● OpenStreetMap: street network 4032 streets for running ● Boston Crime Incident Reports Morning Evening
  • 6. Challenge: balance between the performance and the efficiency ● Alternative way: intermediate destinations …... ● An exhaustive search: too many routes for a long distance!
  • 7. Incorporate cost functions to find the optimum path ● Example: Re-treading routes Crime (based on time) + Preference to path? + Length + Re-treading? More re- treading Less re- treading ● Features in cost function
  • 8. Jerry(Zhanyang) Chen ● Ph.D in Materials Science & Engineering +
  • 12. Cost function used d: distance of the way segment N: number of events S: user’s sensitivity F: scaling factor cr: crime re: re-treading

Editor's Notes

  • #5: As safety is the major concern, crime is firstly incorporated. The data is classified into 4 groups based on time of the day, to estimate the safety of running route based on time chosen.
  • #7: Equilateral triangle with side length related to input distance