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Nodes, Paths, and Edges: Using Mental Maps to Augment Crime Data Analysis in Urban Spaces

Nodes, Paths, and Edges: Using Mental Maps to Augment ... · Using Mental Maps to Augment Crime Data Analysis in Urban Spaces. Mental Maps of the City Kevin Lynch, The Image of the

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Page 1: Nodes, Paths, and Edges: Using Mental Maps to Augment ... · Using Mental Maps to Augment Crime Data Analysis in Urban Spaces. Mental Maps of the City Kevin Lynch, The Image of the

Nodes, Paths, and Edges:Using Mental Maps to Augment Crime Data Analysis in Urban Spaces

Page 2: Nodes, Paths, and Edges: Using Mental Maps to Augment ... · Using Mental Maps to Augment Crime Data Analysis in Urban Spaces. Mental Maps of the City Kevin Lynch, The Image of the

Page 3: Nodes, Paths, and Edges: Using Mental Maps to Augment ... · Using Mental Maps to Augment Crime Data Analysis in Urban Spaces. Mental Maps of the City Kevin Lynch, The Image of the

Page 4: Nodes, Paths, and Edges: Using Mental Maps to Augment ... · Using Mental Maps to Augment Crime Data Analysis in Urban Spaces. Mental Maps of the City Kevin Lynch, The Image of the

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Mental Maps of the City

Kevin Lynch, The Image of the City, 1960

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Legibility Enhancement for InfoVis

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Urban Simplification

Page 8: Nodes, Paths, and Edges: Using Mental Maps to Augment ... · Using Mental Maps to Augment Crime Data Analysis in Urban Spaces. Mental Maps of the City Kevin Lynch, The Image of the

Mental Maps of the City

Kevin Lynch, The Image of the City, 1960

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Paths

Page 10: Nodes, Paths, and Edges: Using Mental Maps to Augment ... · Using Mental Maps to Augment Crime Data Analysis in Urban Spaces. Mental Maps of the City Kevin Lynch, The Image of the

Nodes

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Edges

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Nodes, Paths, and Edges

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UCR Crime Data 2015

•

•

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Lixels

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Network Kernel Density Estimation (KDE)

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Network KDE

Page 17: Nodes, Paths, and Edges: Using Mental Maps to Augment ... · Using Mental Maps to Augment Crime Data Analysis in Urban Spaces. Mental Maps of the City Kevin Lynch, The Image of the

Network KDE

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Baltimore KDE

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Lixel Size

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Bandwidth

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Mental Map Features

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Feature Effects for KDE

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Baltimore Nodes

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Feature Effects for KDE

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Baltimore Edges

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Baltimore Comparison

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Atlanta Comparison

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Chicago Comparison

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Conclusions

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•

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Future Work

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•

•

Page 31: Nodes, Paths, and Edges: Using Mental Maps to Augment ... · Using Mental Maps to Augment Crime Data Analysis in Urban Spaces. Mental Maps of the City Kevin Lynch, The Image of the

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