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Neural Embeddings of Urban Big Data Reveal Emergent Structures in Cities
16 references·0 citing·54 second hopsampled
Neural Embeddings of Urban Big Data Reveal Emergent Structures in Cities (2021)Neural Embeddings of Urban Big Data Revea…Urban function classification at road segment level using taxi trajectory data: A graph convolutional neural network approach (2021)Urban function classification…Mobility patterns are associated with experienced income segregation in large US cities (2021)Mobility patterns are associa…Hierarchical organization of urban mobility and its connection with city livability (2019)Hierarchical organization of …Sequences of purchases in credit card data reveal lifestyles in urban populations (2018)Sequences of purchases in cre…Analyzing housing prices in Shanghai with open data: Amenity, accessibility and urban structure (2018)Analyzing housing prices in S…Universal model of individual and population mobility on diverse spatial scales (2017)Universal model of individual…The economic performance of urban structure: From the perspective of Polycentricity and Monocentricity (2017)The economic performance of u…Revealing centrality in the spatial structure of cities from human activity patterns (2015)Revealing centrality in the s…Predicting commuter flows in spatial networks using a radiation model based on temporal ranges (2014)Predicting commuter flows in …Urban characteristics attributable to density-driven tie formation (2013)Urban characteristics attribu…Natural amenities in urban space – A geographically weighted regression approach (2013)Natural amenities in urban sp…Urban Centrality: A Simple Index (2012)Urban Centrality: A Simple In…A Tale of Many Cities: Universal Patterns in Human Urban Mobility (2012)A Tale of Many Cities: Univer…Form Follows Function? Linking Morphological and Functional Polycentricity (2011)Form Follows Function? Linkin…Modelling the scaling properties of human mobility (2010)Modelling the scaling propert…The location of European industry (2004)The location of European indu…Understanding individual human mobility patterns (2008)Power-Law Distributions in Empirical Data (2009)A survey of results on mobile phone datasets analysis (2015)Understanding Human Mobility from Twitter (2015)The promises of big data and small data for travel behavior (aka human mobility) analysis (2016)Power-law distributions in empirical data (2018)The Strength of Weak Ties (1973)Geographic Localization of Knowledge Spillovers as Evidenced by Patent Citations (1993)Structural Holes: The Social Structure of Competition (1995)Co-invention networks and inventive productivity in US cities (2016)Scaling and universality in urban economic diversification (2016)Urban scaling in Europe (2016)International Trade Theory: The Evidence (1994)Expansion of Markets and the Geographic Distribution of Economic Activities: The Trends in U. S. Regional Manufacturing Structure, 1860-1987 (1995)The Geographic Concentration of Industry: Does Natural Advantage Explain Agglomeration? (1999)The Intellectual Origins of Modern Economic Growth (2005)Innovation patterns and location of European low- and medium-technology industries (2008)The effect of clusters on the survival and performance of new firms (2008)AN OUTLINE OF GENERAL SYSTEM THEORY (1950)The Economy of Cities (1969)Consumer city (2001)Assessing Polycentric Urban Systems in the OECD: Country, Regional and Metropolitan Perspectives (2014)Stretching the concept of ‘borrowed size’ (2015)How polycentric is urban China and why? A case study of 318 cities (2016)The scaling laws of human travel (2006)Limits of Predictability in Human Mobility (2010)Origin–destination trips by purpose and time of day inferred from mobile phone data (2015)Human mobility: Models and applications (2018)The Death and Life of Great American Cities (1962)Location and Land Use: Toward a General Theory of Land Rent (1964)Travel demand and the 3Ds: Density, diversity, and design (1997)Identifying urban spatial structure and urban vibrancy in highly dense cities using georeferenced social media data (2019)The statistical physics of cities (2019)Introduction to Urban Science (2021)Friendship and mobility (2011)A universal distribution law of network detour ratios (2018)Modeling real-time human mobility based on mobile phone and transportation data fusion (2018)Urban Human Mobility (2019)On the Choice of Funtional Form for Hedonic Price Functions (1988)Measuring the benefits of air quality improvement: a spatial hedonic approach (2003)China's Emerging Neoliberal Urbanism: Perspectives from Urban Redevelopment (2009)Amenity effects of urban facilities on housing prices in China: Accessibility, scarcity, and urban spaces (2019)The impacts of urban vitality and urban density on innovation: Evidence from China's Greater Bay Area (2021)Housing price prediction incorporating spatio-temporal dependency into machine learning algorithms (2022)Central Places in Southern Germany (1967)A universal model for mobility and migration patterns (2012)A city of cities: Measuring how 15-minutes urban accessibility shapes human mobility in Barcelona (2021)Uncovering the socioeconomic facets of human mobility (2021)Green technology innovation spillover effect and urban eco-efficiency convergence: Evidence from Chinese cities (2022)Dynamic models of segregation† (1971)Bowling Alone: America's Declining Social Capital (1995)Estimating experienced racial segregation in US cities using large-scale GPS data (2021)Human mobility networks reveal increased segregation in large cities (2023)The 15-minute city quantified using human mobility data (2024)
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References

  • 2010Modelling the scaling properties of human mobility1,286 cited
  • 2012A Tale of Many Cities: Universal Patterns in Human Urban Mobility628 cited
  • 2011Form Follows Function? Linking Morphological and Functional Polycentricity482 cited
  • 2004The location of European industry317 cited
  • 2018Analyzing housing prices in Shanghai with open data: Amenity, accessibility and urban structure306 cited
  • 2021Mobility patterns are associated with experienced income segregation in large US cities260 cited
  • 2017Universal model of individual and population mobility on diverse spatial scales250 cited
  • 2013Urban characteristics attributable to density-driven tie formation218 cited
  • 2019Hierarchical organization of urban mobility and its connection with city livability208 cited
  • 2015Revealing centrality in the spatial structure of cities from human activity patterns191 cited
  • 2014Predicting commuter flows in spatial networks using a radiation model based on temporal ranges177 cited
  • 2021Urban function classification at road segment level using taxi trajectory data: A graph convolutional neural network approach162 cited
  • 2017The economic performance of urban structure: From the perspective of Polycentricity and Monocentricity138 cited
  • 2012Urban Centrality: A Simple Index115 cited

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  • 2013Natural amenities in urban space – A geographically weighted regression approach106 cited
  • 2018Sequences of purchases in credit card data reveal lifestyles in urban populations105 cited
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