Mining urban land-use patterns from volunteered geographic information by means of genetic algorithms and artificial neural networks

No abstract is available for this paper.

• Publication year

  2012

• Venue

  International Journal of Geographical Information Science

• Publication date

  2012-06-01

• Fields of study

  Geography, Computer Science, Engineering, Environmental Science

• Identifiers
  DOI 10.1080/13658816.2011.619501
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar

• No claims are published for this paper.

• No concepts are published for this paper.

• An introduction to neural networks

  2018cited by this paper
• The Modifiable Areal Unit Problem

  2014cited by this paper
• Neural networks for regional employment forecasts: are the parameters relevant?

  2011cited by this paper
• OSMatrix – Grid-based Analysis and Visualiza- tion of OpenStreetMap

  2011cited by this paper
• The Area and Population of Cities : New Insights from a Different Perspective on Cities

  2011cited by this paper
• Generating web-based 3D City Models from OpenStreetMap: The current situation in Germany

  2010cited by this paper
• Quality Assessment of the French OpenStreetMap Dataset

  2010influential reference
• A Comparative Study of Proprietary Geodata and Volunteered Geographic Information for Germany

  2010cited by this paper
• The Area and Population of Cities: New Insights from a Different Perspective on Cities

  2010cited by this paper
• How Many Volunteers Does it Take to Map an Area Well? The Validity of Linus’ Law to Volunteered Geographic Information

  2010influential reference
• Visual Analytics of Urban Environments using High-Resolution Geographic Data

  2010cited by this paper
• Thirty Years of Research on Spatial Data Quality: Achievements, Failures, and Opportunities

  2010cited by this paper
• How Good is Volunteered Geographical Information? A Comparative Study of OpenStreetMap and Ordnance Survey Datasets

  2010influential reference
• Postsuburban Spatial Evolution of Vienna's Urban Fringe: Evidence from Point Process Modeling

  2010cited by this paper
• Zipf's law for all the natural cities in the United States: a geospatial perspective

  2010cited by this paper
• On the Imprecision of Boundaries

  2010cited by this paper
• Quality Components, Standards, and Metadata

  2010cited by this paper
• Towards quality metrics for OpenStreetMap

  2010cited by this paper
• Volunteered Geographic Information: the nature and motivation of produsers

  2009cited by this paper
• Spatial Analysis of the Urban-to-Rural Migration Determinants in the Viennese Metropolitan Area. A Transition from Suburbia to Postsuburbia?

  2009cited by this paper
• The wikification of GIS and its consequences: Or Angelina Jolie's new tattoo and the future of GIS

  2008cited by this paper
• Volunteered geographic information: key questions, concepts and methods to guide emerging research and practice

  2008cited by this paper
• Modifiable Areal Unit Problem

  2008cited by this paper
• Statistical Data Analysis Explained

  2008cited by this paper
• Spatial Accuracy 2.0

  2008cited by this paper
• OpenStreetMap: User-Generated Street Maps

  2008cited by this paper
• Statistical data analysis explained : applied environmental statics with R

  2008cited by this paper
• Spatial Data Quality

  2008cited by this paper
• The Urban Atlas Concept

  2007cited by this paper
• Citizens as sensors: the world of volunteered geography

  2007cited by this paper
• What is web 2.0?

  2006influential reference
• Spatial data quality: from description to application

  2006cited by this paper
• Toward integrating feature selection algorithms for classification and clustering

  2005cited by this paper
• International Journal of Geographical Information Science

  2005cited by this paper
• A discretization algorithm based on a heterogeneity criterion

  2005cited by this paper
• ISO Standards for Geographic Information

  2004cited by this paper
• An accurate comparison of methods for quantifying variable importance in artificial neural networks using simulated data

  2004cited by this paper
• Modelling deforestation using GIS and artificial neural networks

  2004cited by this paper
• Selection of Streets from a Network Using Self‐Organizing Maps

  2004cited by this paper
• Is inductive machine learning just another wild goose (or might it lay the golden egg)?

  2003cited by this paper
• Review and comparison of methods to study the contribution of variables in artificial neural network models

  2003cited by this paper
• Using neural networks and GIS to forecast land use changes: a Land Transformation Model

  2002cited by this paper
• Data Preparation for Data Mining

  1999cited by this paper
• Computational Neural Networks: A New Paradigm for Spatial Analysis

  1998cited by this paper
• Comments on "Theoretical analysis of evolutionary algorithms with an infinite population size in continuous space. I. Basic properties of selection and mutation" [and reply]

  1998cited by this paper
• Feature Subset Selection Using a Genetic Algorithm

  1998cited by this paper
• Artificial intelligence in geography

  1997cited by this paper
• A Simple Positional Accuracy Measure for Linear Features

  1997cited by this paper
• Elements of spatial data quality

  1997cited by this paper
• An Introduction to Genetic Algorithms.

  1997cited by this paper
• CHAPTER FIVE – Completeness

  1995cited by this paper
• Muiltiobjective Optimization Using Nondominated Sorting in Genetic Algorithms

  1994cited by this paper
• Theoretical analysis of evolutionary algorithms with an infinite population size in continuous space. Part I: Basic properties of selection and mutation

  1994cited by this paper
• ARTIFICIAL NEURAL NETWORKS: A NEW APPROACH TO MODELING INTERREGIONAL TELECOMMUNICATION FLOWS*

  1994cited by this paper
• Representing Data Quality

  1993cited by this paper
• Neural Networks for Pattern Recognition

  1993influential reference
• Adaptation in Natural and Artificial Systems: An Introductory Analysis with Applications to Biology, Control, and Artificial Intelligence

  1992cited by this paper
• Multi-Layer Feed-Forward Networks

  1991cited by this paper
• The Modifiable Areal Unit Problem in Multivariate Statistical Analysis

  1991cited by this paper
• FEED FORWARD NETWORKS ARE UNIVERSAL APPROXIMATORS

  1989cited by this paper
• Multilayer feedforward networks are universal approximators

  1989cited by this paper
• A note on genetic algorithms for large-scale feature selection

  1989cited by this paper
• Genetic Algorithms in Search Optimization and Machine Learning

  1988cited by this paper
• A draft proposed standard for digital cartographic data

  1987cited by this paper
• Learning representations by back-propagating errors

  1986cited by this paper
• ARTIFICIAL INTELLIGENCE AND ITS APPLICABILITY TO GEOGRAPHICAL PROBLEM SOLVING

  1984cited by this paper
• Part 2: Issues and Problems Relating to Cartographic Data Use, Exchange and Transfer: The Role Of Quality Information In The Long-Term Functioning Of A Geographic Information System

  1984cited by this paper
• On the centrality in a graph.

  1974cited by this paper
• A Computer Movie Simulating Urban Growth in the Detroit Region

  1970cited by this paper
• The centrality of a graph.

  1966cited by this paper

• A Deep Dive into OpenStreetMap Research Since its Inception (2008-2024): Contributors, Topics, and Future Trends

  2026cites this paper
• The spatiotemporal influence of socioeconomic factors on the number of OpenStreetMap contributors in China

  2026cites this paper
• Using Geospatial Information Tools to Plan Green Infrastructures in Response to Climate Changes: Examples from Bucharest, Romania and Chisinau, Moldova

  2025cites this paper
• Spatiotemporal evolution analysis of OpenStreetMap buildings in the Yangtze River Delta of China based on Tree-like model

  2024cites this paper
• Coupling coordination analysis of production, living, and ecological spaces in wetlands: A case study of Xianghai Wetland nature reserve, China

  2024cites this paper
• On the role of digital terrain topography and land use dynamics in flood hazard assessment of urban floodplain

  2024cites this paper
• 'Green or short: choose one' - A comparison of walking accessibility and greenery in 43 European cities

  2024cites this paper
• A review of crowdsourced geographic information for land-use and land-cover mapping: current progress and challenges

  2024cites this paper
• Comparison of Land Cover Categorical Data Stored in OSM and Authoritative Topographic Data

  2023cites this paper
• Enhancing DSS Exploitation Based on VGI Quality Assessment: Conceptual Framework and Experimental Evaluation

  2023cites this paper
• A Partitioned and Heterogeneous Land-Use Simulation Model by Integrating CA and Markov Model

  2023cites this paper
• Improving OpenStreetMap missing building detection using few‐shot transfer learning in sub‐Saharan Africa

  2022cites this paper
• Identifying and Classifying Urban Data Sources for Machine Learning-Based Sustainable Urban Planning and Decision Support Systems Development

  2022cites this paper
• Artificial Intelligence Based Methods for Smart and Sustainable Urban Planning: A Systematic Survey

  2022cites this paper
• Multi-scenario based urban growth modeling and prediction using earth observation datasets towards urban policy improvement

  2022cites this paper
• A Risk-Based Approach for Enhancing the Fitness of Use of VGI

  2022cites this paper
• High Resolution On-Road Air Pollution Using a Large Taxi-Based Mobile Sensor Network

  2022cites this paper
• Integrating ANNs and Cellular Automata–Markov Chain to Simulate Urban Expansion with Annual Land Use Data

  2022cites this paper
• Mechanisms of Change in Urban Green Infrastructure—Evidence from Romania and Poland

  2022cites this paper
• Mining spatiotemporal growth pattern of volunteered data using a contributor-based approach

  2021cites this paper
• Identifying urban land use social functional units: a case study using OSM data

  2021cites this paper
• Dynamics of Open Green Areas in Polish and Romanian Cities during 2006-2018: Insights for Spatial Planners

  2021cites this paper
• Identification and Optimization of Production-Living-Ecological Space in an Ecological Foundation Area in the Upper Reaches of the Yangtze River: A Case Study of Jiangjin District of Chongqing, China

  2021cites this paper
• Recent land cover and use in Romania: A conservation perspective

  2021cites this paper
• Machine Learning of Spatial Data

  2021cites this paper
• Mapping essential urban land use categories (EULUC) using geospatial big data: Progress, challenges, and opportunities

  2021cites this paper
• The Application of Genetic Algorithm in Land Use Optimization Research: A Review

  2021cites this paper
• Semi-automatic mapping of pre-census enumeration areas and population sampling frames

  2021cites this paper
• Centaur VGI: A Hybrid Human–Machine Approach to Address Global Inequalities in Map Coverage

  2020cites this paper
• Mapping Gated Communities

  2020cites this paper
• Degradation of Coastlines under the Pressure of Urbanization and Tourism: Evidence on the Change of Land Systems from Europe, Asia and Africa

  2020cites this paper
• Incorporating Planning Intelligence into Deep Learning: A Planning Support Tool for Street Network Design

  2020cites this paper
• Urban Crime Risk Prediction Using Point of Interest Data

  2020cites this paper
• Defining the Boundaries of Urban Built-up Area Based on Taxi Trajectories: a Case Study of Beijing

  2020cites this paper
• Volunteered geographic information research in the first decade: a narrative review of selected journal articles in GIScience

  2020cites this paper
• Using OpenStreetMap to inventory bicycle infrastructure: A comparison with open data from cities

  2019cites this paper
• Traditional vs. Machine-Learning Techniques for OSM Quality Assessment

  2019cites this paper
• Assessing the performance of 38 machine learning models: the case of land consumption rates in Bavaria, Germany

  2019cites this paper
• Assessing the Horizontal Positional Accuracy in OpenStreetMap: A Big Data Approach

  2019cites this paper
• Simulation of urban expansion via integrating artificial neural network with Markov chain – cellular automata

  2019cites this paper
• Turkey OpenStreetMap Dataset - Spatial Analysis of Development and Growth Proxies

  2019cites this paper
• The Potential of Open Geodata for Automated Large-Scale Land Use and Land Cover Classification

  2019cites this paper
• An approach for establishing correspondence between OpenStreetMap and reference datasets for land use and land cover mapping

  2019cites this paper
• The State of Mapillary: An Exploratory Analysis

  2019cites this paper
• Kentsel Sorunların Yönetimi için Bir Gönüllü Coğrafi Bilgi Mobil Uygulaması Geliştirilmesi

  2018cites this paper
• On the rules of continuity and symmetry for the data quality of street networks

  2018cites this paper
• Employing Incremental Outlines for OpenStreetMap Data Updating

  2018cites this paper
• Location of Things (LoT): A Review and Taxonomy of Sensors Localization in IoT Infrastructure

  2018cites this paper
• Develop A Virtual System Using Traffic Flow Model For Intelligent Transportation in Smart City

  2018cites this paper
• Network-scape metric analysis: a new approach for the pattern analysis of urban road networks

  2018cites this paper
• A Hybrid CA-ANN-Fuzzy Model for Simulating Coastal Changing Patterns

  2018cites this paper
• Updating authoritative spatial data from timely sources: A multiple representation approach

  2018cites this paper
• Using Open Street Map Data in Environmental Exposure Assessment Studies: Eastern Massachusetts, Bern Region, and South Israel as a Case Study

  2018cites this paper
• Volunteered geographic information quality assessment using trust and reputation modelling in land administration systems in developing countries

  2018cites this paper
• Quality based approach for updating geographic authoritative datasets from crowdsourced GPS traces

  2018cites this paper
• Güneş Enerji Santrali (GES) Geliştirme: Uşak Örneği

  2018cites this paper
• Assessing OpenStreetMap Data Using Intrinsic Quality Indicators: An Extension to the QGIS Processing Toolbox

  2017cites this paper
• Rethinking the Buffering Approach for Assessing OpenStreetMap Positional Accuracy

  2017cites this paper
• Using Latent Semantic Analysis to Identify Research Trends in OpenStreetMap

  2017cites this paper
• 2006-2012 Land Cover and Use Changes in Romania – An Overall Assessment Based on Corine Data

  2017cites this paper
• Understanding MapSwipe: Analysing Data Quality of Crowdsourced Classifications on Human Settlements

  2017cites this paper
• The Combined Use of Remote Sensing and Social Sensing Data in Fine-Grained Urban Land Use Mapping: A Case Study in Beijing, China

  2017cites this paper
• The inevitability of calibration in VGI quality assessment

  2017cites this paper
• Transition index maps for urban growth simulation: application of artificial neural networks, weight of evidence and fuzzy multi-criteria evaluation

  2017influential citation
• Data mining of relationship in crowdsourcing projects and social activities of citizens

  2017cites this paper
• Automatic Tag Enrichment for Points-of-Interest in Open Street Map

  2017cites this paper
• Partizipative Methoden zur Erfassung und Verarbeitung von Geoinformationen

  2017cites this paper
• Sensitivity analysis and accuracy assessment of the land transformation model using cellular automata

  2017cites this paper
• Systematic Literature Review of Data Quality Within OpenStreetMap

  2017cites this paper
• Mapping and the Citizen Sensor

  2017cites this paper
• Sources of VGI for Mapping

  2017cites this paper
• Modeling space-time activities and places for a smart space —a semantic approach

  2017cites this paper
• A comparative study of machine learning classifiers for modeling travel mode choice

  2017cites this paper
• A polygon-based approach for matching OpenStreetMap road networks with regional transit authority data

  2016cites this paper
• Spatially varying coefficient models in real estate: Eigenvector spatial filtering and alternative approaches

  2016cites this paper
• Information from imagery: ISPRS scientific vision and research agenda

  2016influential citation
• Automated identification and characterization of parcels with OpenStreetMap and points of interest

  2016cites this paper
• Assessing the Fragmentation of the Green Infrastructure in Romanian Cities Using Fractal Models and Numerical Taxonomy

  2016cites this paper
• Integrating cellular automata, artificial neural network, and fuzzy set theory to simulate threatened orchards: application to Maragheh, Iran

  2016cites this paper
• OPEN STREET MAP DATA AS SOURCE FOR BUILT-UP AND URBAN AREAS ON GLOBAL SCALE

  2016cites this paper
• Effects of demand estimates on the evaluation and optimality of service centre locations

  2016cites this paper
• SPATIAL EVOLUTION OF OPENSTREETMAP DATASET IN TURKEY

  2016cites this paper
• Mapping Block-Level Urban Areas for All Chinese Cities

  2016cites this paper
• The emergence and evolution of OpenStreetMap: a cellular automata approach

  2015cites this paper
• Assessing Microscale Environmental Changes: CORINE Vs. The Urban Atlas

  2015influential citation
• DETECTING SPATIAL PATTERNS OF NATURAL HAZARDS FROM THE WIKIPEDIA KNOWLEDGE BASE

  2015cites this paper
• Automatic Improvement of Point-of-Interest Tags For OpenStreetMap Data

  2015cites this paper
• Density and diversity of OpenStreetMap road networks in China

  2015cites this paper
• User generated spatial content sources for land use/land cover validation purposes : suitability analysis and integration model

  2015cites this paper
• Artificial intelligence-based solution to estimate the spatial accuracy of volunteered geographic data

  2015influential citation
• OpenStreetMap in GIScience: experiences, research and applications, edited by Jamal Jokar Arsanjani, Alexander Zipf, Peter Mooney and Marco Helbich, Cham, Springer, 2015, 324 pp., US$179.00 (hardcover), ISBN 978-3-319-14279-1

  2015cites this paper
• Quality Assessment of the Contributed Land Use Information from OpenStreetMap Versus Authoritative Datasets

  2015cites this paper
• Investigating the Potential of OpenStreetMap for Land Use/Land Cover Production: A Case Study for Continental Portugal

  2015cites this paper
• Comparative Study of Approaches to Delineating Built‐Up Areas Using Road Network Data

  2015cites this paper
• Spatiotemporal variability of urban growth factors: A global and local perspective on the megacity of Mumbai

  2015cites this paper
• An Exploration of Future Patterns of the Contributions to OpenStreetMap and Development of a Contribution Index

  2015cites this paper
• Crowdsourced mapping of land use in urban dense environments: An assessment of Toronto

  2015cites this paper
• Understanding the potential relationship between the socio-economic variables and contributions to OpenStreetMap

  2015cites this paper
• Localization Challenges for the Emergence of the Smart World

  2015cites this paper
• An Introduction to OpenStreetMap in Geographic Information Science: Experiences, Research, and Applications

  2015cites this paper