Survival Analysis in Land Change Science
Integrating with GIScience to Address Temporal Complexities
Bibliographic Data
| ID | 8375931 |
|---|---|
| Authors | Li An (0000-0002-7933-5174, San Diego State University), David G Brown (0000-0001-6023-5950, Michigan Department of Natural Resources), Daniel G Brown |
| Year | 2008 |
| Volume | 98 |
| Issue | 2 |
| Pages | 323-344 |
| Publication date | 2008-04-15 |
| Peer Reviewed | Yes |
| Open Access | No |
| Type | ARTICLE |
| Venue | Annals of the Association of American Geographers (JOURNAL) |
| Journal identifiers | ISSN: 0004-5608 • E-ISSN: 1467-8306 |
| Publisher | Informa UK Limited (PUBLISHER • GB) |
| DOI | 10.1080/00045600701879045 |
| OpenAlex | W2102577064 |
| Language | EN |
| Citations received | 12 |
| References cited | 42 |
Although land changes are characterized by dimensionality in both space and time, and a multitude of methods and techniques have been developed to model them, the temporal dimension has seldom been adequately addressed by commonly used methods. In the context of temporal complexities represented in different space– time data models, this study aims to establish a framework for applying survival analysis theory and techniques to geographical land change modeling. Our efforts focus on (1) introducing basic concepts in survival analysis and their connections to space–time data commonly used in land change analysis, (2) using survival metrics to describe temporal patterns that are not easily detected by other methods, and (3) applying survival analysis methods to disclose effects of varying temporal patterns and uncertainties. Our findings suggest that survival analysis, coupled with geographic information systems (GIS) and remote sensing data, can effectively disclose relationships in land changes, and in many instances excel in shedding light on the temporal patterns of land changes. Key Words: geographic information systems, land change modeling, remote sensing, survival analysis, temporal complexity
Archaeology · Cartography · Context (archaeology) · Curse of dimensionality · Dimension (graph theory) · Focus (optics) · Geography · Physics · Artificial Intelligence · Computer Science · demographic modeling and climate adaptation · Land Use and Ecosystem Services · Mathematics · Spatial and Panel Data Analysis
Archetypical pathways of direct and indirect land-use change caused by Cambodia's economic land concessions
Archetype analysis in sustainability research
Spatiotemporal Analysis
Viewscape change highlights shifting drivers of exurban development over time
Why simulate cities
The effects of land use planning on housing spread
Prices, policies, and place
The emergence of zoning policy games in exurban jurisdictions
A Century of Physical Geography Research in the Annals
A Spatial-Temporal Modeling Approach to Reconstructing Land-Cover Change Trajectories from Multi-temporal Satellite Imagery
Space–Time Analysis
A Century of Method-Oriented Scholarship in the Annals
The Statistical Analysis of Failure Time Data
Modeling the Drivers of Urban Land Use Change in the Pearl River Delta, China
Rural Land-Use Trends in the Conterminous United States, 1950–2000
Changing Jobs and Changing Houses
Effects of Exurban Development on Biodiversity
Theory, data, methods
Regression Models and Life-Tables
Analysis of Panel Data
Tropical forests and shifting cultivation
The value of remoteness
A Framework For Temporal Geographic Information
Interacting agents, spatial externalities and the evolution of residential land use patterns
Impact of Macroeconomic Change on Deforestation in South Cameroon
Exurbia from the bottom-up
Land-Cover-Change Trajectories in Southern Cameroon
| Unique citing works | 12 |
|---|---|
| Citations per year | 0,71 |
| Citation span | 2009 - 2023 (15) |
| Citation velocity | historical |
| Highly cited | No |
| Citation types | Neutral: 10 |