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Predicting subjective measures of walkability index from objective measures using artificial neural networks

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References

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2003Relationship between Urban Sprawl and Physical Activity, Obesity, and Morbidity1,380 cited
2007The Built Environment and Obesity1,078 cited
2005Designing the Walkable City949 cited
2007Stepping towards causation: Do built environments or neighborhood and travel preferences explain physical activity, driving, and obesity?693 cited
2006Walkability of local communities: Using geographic information systems to objectively assess relevant environmental attributes688 cited
2006Identifying and Measuring Urban Design Qualities Related to Walkability583 cited
2007Exploring Associations between Physical Activity and Perceived and Objective Measures of the Built Environment396 cited
2009Mixed land use and walkability: Variations in land use measures and relationships with BMI, overweight, and obesity311 cited
2005Multiple Impacts of the Built Environment on Public Health: Walkable Places and the Exposure to Air Pollution294 cited
2008Fat city: Questioning the relationship between urban sprawl and obesity229 cited
2013What is mixed use? Presenting an interaction method for measuring land use mix213 cited

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1997

Walkable Suburbs?: An Evaluation of Neotraditional Communities at the Urban Edge

204 cited

2007THE ASSOCIATION BETWEEN URBAN SPRAWL AND OBESITY: IS IT A TWO‐WAY STREET?162 cited

2013The impact of neighborhood walkability on walking: Does it differ across adult life stage and does neighborhood buffer size matter?159 cited

Cited by

2021A Participatory Assessment of Perceived Neighbourhood Walkability in a Small Urban Environment30 cited
2023Attract or repel: how street features shape pedestrians’ leisure walks in cities21 cited
2024How does pedestrian accessibility vary for different people? Development of a Perceived user-specific Accessibility measure for Walking (PAW)19 cited
2022International Methods and Local Factors of Walkability: A Bibliometric Analysis and Review16 cited
2020Developing Shopping and Dining Walking Indices Using POIs and Remote Sensing Data10 cited
2022How far people walk during lunchtime: Comparing actual and perceived walking distances in the Central Business District of Bangkok, Thailand9 cited
2024Gated or Ungated? A Case Study on Walkability Measurement for Urban Communities7 cited
2023How to develop the walking environment for its ‘consumers’? A conjoint answer derived from people's perception of link and network7 cited
2022Quantifying walking capability: a novel aggregated index based on spatial perspective and analyses6 cited
2025Assessing walkability with deep CNNs by integrating objective and subjective urban qualities: The case of ‘Cittaslow’ neighborhoods5 cited