Uncertainty Approaches for Spatial Data Modeling and Processing

Download Uncertainty Approaches for Spatial Data Modeling and Processing PDF Online Free

Author :
Publisher : Springer Science & Business Media
ISBN 13 : 3642106625
Total Pages : 202 pages
Book Rating : 4.6/5 (421 download)

DOWNLOAD NOW!


Book Synopsis Uncertainty Approaches for Spatial Data Modeling and Processing by : Janusz Kacprzyk

Download or read book Uncertainty Approaches for Spatial Data Modeling and Processing written by Janusz Kacprzyk and published by Springer Science & Business Media. This book was released on 2010-02-22 with total page 202 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume is dedicated to the memory of Professor Ashley Morris who passed away some two years ago. Ashley was a close friend of all of us, the editors of this volume, and was also a Ph.D. student of one of us. We all had a chance to not only fully appreciate, and be inspired by his contributions, which have had a considerable impact on the entire research community. Due to our personal relations with Ashley, we also had an opportunity to get familiar with his deep thinking about the areas of his expertise and interests. Ashley has been involved since the very beginning of his professional career in database research and practice. Notably, he introduced first some novel solution in database management systems that could handle imprecise and uncertain data, and flexible queries based on imprecisely specified user interests. He proposed to use for that purpose fuzzy logic as an effective and efficient tool. Later the interests of Ashley moved to ways of how to represent and manipulate more complicated databases involving spatial or temporal objects. In this research he discovered and pursued the power of Geographic Information Systems (GISs). These two main lines of Ashley’s research interests and contributions are reflected in the composition of this volume. Basically, we collected some significant papers by well known researchers and scholars on the above mentioned topics. The particular contributions will now be briefly summarized to help the reader get a view of the topics covered and the contents of the particular contributions.

Uncertainty Approaches for Spatial Data Modeling and Processing

Download Uncertainty Approaches for Spatial Data Modeling and Processing PDF Online Free

Author :
Publisher :
ISBN 13 : 9783642106668
Total Pages : pages
Book Rating : 4.1/5 (66 download)

DOWNLOAD NOW!


Book Synopsis Uncertainty Approaches for Spatial Data Modeling and Processing by : Frederick E. Petry

Download or read book Uncertainty Approaches for Spatial Data Modeling and Processing written by Frederick E. Petry and published by . This book was released on 2010 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume is dedicated to the memory of Professor Ashley Morris who passed away some two years ago. Ashley was a close friend of all of us, the editors of this volume, and was also a Ph.D. student of one of us. We all had a chance to not only fully appreciate, and be inspired by his contributions, which have had a considerable impact on the entire research community. Due to our personal relations with Ashley, we also had an opportunity to get familiar with his deep thinking about the areas of his expertise and interests. Ashley has been involved since the very beginning of his professional career in database research and practice. Notably, he introduced first some novel solution in database management systems that could handle imprecise and uncertain data, and flexible queries based on imprecisely specified user interests. He proposed to use for that purpose fuzzy logic as an effective and efficient tool. Later the interests of Ashley moved to ways of how to represent and manipulate more complicated databases involving spatial or temporal objects. In this research he discovered and pursued the power of Geographic Information Systems (GISs). These two main lines of Ashley's research interests and contributions are reflected in the composition of this volume. Basically, we collected some significant papers by well known researchers and scholars on the above mentioned topics. The particular contributions will now be briefly summarized to help the reader get a view of the topics covered and the contents of the particular contributions.

Principles of Modeling Uncertainties in Spatial Data and Spatial Analyses

Download Principles of Modeling Uncertainties in Spatial Data and Spatial Analyses PDF Online Free

Author :
Publisher : CRC Press
ISBN 13 : 1420059289
Total Pages : 456 pages
Book Rating : 4.4/5 (2 download)

DOWNLOAD NOW!


Book Synopsis Principles of Modeling Uncertainties in Spatial Data and Spatial Analyses by : Wenzhong Shi

Download or read book Principles of Modeling Uncertainties in Spatial Data and Spatial Analyses written by Wenzhong Shi and published by CRC Press. This book was released on 2009-09-30 with total page 456 pages. Available in PDF, EPUB and Kindle. Book excerpt: When compared to classical sciences such as math, with roots in prehistory, and physics, with roots in antiquity, geographical information science (GISci) is the new kid on the block. Its theoretical foundations are therefore still developing and data quality and uncertainty modeling for spatial data and spatial analysis is an important branch of t

Uncertainty Modelling and Quality Control for Spatial Data

Download Uncertainty Modelling and Quality Control for Spatial Data PDF Online Free

Author :
Publisher : CRC Press
ISBN 13 : 1498733344
Total Pages : 294 pages
Book Rating : 4.4/5 (987 download)

DOWNLOAD NOW!


Book Synopsis Uncertainty Modelling and Quality Control for Spatial Data by : Shi Wenzhong

Download or read book Uncertainty Modelling and Quality Control for Spatial Data written by Shi Wenzhong and published by CRC Press. This book was released on 2015-11-04 with total page 294 pages. Available in PDF, EPUB and Kindle. Book excerpt: Offers New Insight on Uncertainty Modelling Focused on major research relative to spatial information, Uncertainty Modelling and Quality Control for Spatial Data introduces methods for managing uncertainties—such as data of questionable quality—in geographic information science (GIS) applications. By using original research, current advancement, and emerging developments in the field, the authors compile various aspects of spatial data quality control. From multidimensional and multi-scale data integration to uncertainties in spatial data mining, this book launches into areas that are rarely addressed. Topics covered include: New developments of uncertainty modelling, quality control of spatial data, and related research issues in spatial analysis Spatial statistical solutions in spatial data quality Eliminating systematic error in the analytical results of GIS applications A data quality perspective for GIS function workflow design Data quality in multi-dimensional integration Research challenges on data quality in the integration and analysis of data from multiple sources A new approach for imprecision management in the qualitative data warehouse A multi-dimensional quality assessment of photogrammetric and LiDAR datasets based on a vector approach An analysis on the uncertainty of multi-scale representation for street-block settlement Uncertainty Modelling and Quality Control for Spatial Data serves university students, researchers and professionals in GIS, and investigates the uncertainty modelling and quality control in multi-dimensional data integration, multi-scale data representation, national or regional spatial data products, and new spatial data mining methods.

Uncertainty in Geographical Information

Download Uncertainty in Geographical Information PDF Online Free

Author :
Publisher : CRC Press
ISBN 13 : 0203471326
Total Pages : 277 pages
Book Rating : 4.2/5 (34 download)

DOWNLOAD NOW!


Book Synopsis Uncertainty in Geographical Information by : Jingxiong Zhang

Download or read book Uncertainty in Geographical Information written by Jingxiong Zhang and published by CRC Press. This book was released on 2002-03-29 with total page 277 pages. Available in PDF, EPUB and Kindle. Book excerpt: As Geographic Information Systems (GIS) develop, there is a need to demystify the complex geographical world to facilitate computerization in GIS by the inaccuracies that emerge from man-machine interactions in data acquisition and by error propagation in geoprocessing. Users need to be aware of the impacts of uncertainties in spatial analysis and decision-making. Uncertainty in Geographical Information discusses theoretical and practical aspects of spatial data processing and uncertainties, and covers a wide range of types of errors and fuzziness and emphasizes description and modeling. High level GIS professionals, researchers and graduate students will find this a constructive book.

Methods for Handling Imperfect Spatial Information

Download Methods for Handling Imperfect Spatial Information PDF Online Free

Author :
Publisher : Springer
ISBN 13 : 3642147550
Total Pages : 380 pages
Book Rating : 4.6/5 (421 download)

DOWNLOAD NOW!


Book Synopsis Methods for Handling Imperfect Spatial Information by : Robert Jeansoulin

Download or read book Methods for Handling Imperfect Spatial Information written by Robert Jeansoulin and published by Springer. This book was released on 2010-10-02 with total page 380 pages. Available in PDF, EPUB and Kindle. Book excerpt: Spatial information is pervaded by uncertainty. Indeed, geographical data is often obtained by an imperfect interpretation of remote sensing images, while people attach ill-defined or ambiguous labels to places and their properties. As another example, medical images are often the result of measurements by imprecise sensors (e.g. MRI scans). Moreover, by processing spatial information in real-world applications, additional uncertainty is introduced, e.g. due to the use of interpolation/extrapolation techniques or to conflicts that are detected in an information fusion step. To the best of our knowledge, this book presents the first overview of spatial uncertainty which goes beyond the setting of geographical information systems. Uncertainty issues are especially addressed from a representation and reasoning point of view. In particular, the book consists of 14 chapters, which are clustered around three central topics. The first of these topics is about the uncertainty in meaning of linguistic descriptions of spatial scenes. Second, the issue of reasoning about spatial relations and dealing with inconsistency in information merging is studied. Finally, interpolation and prediction of spatial phenomena are investigated, both at the methodological level and from an application-oriented perspective. The concept of uncertainty by itself is understood in a broad sense, including both quantitative and more qualitative approaches, dealing with variability, epistemic uncertainty, as well as with vagueness of terms.

From Maps to Models

Download From Maps to Models PDF Online Free

Author :
Publisher : National Academies Press
ISBN 13 : 0309449944
Total Pages : 135 pages
Book Rating : 4.3/5 (94 download)

DOWNLOAD NOW!


Book Synopsis From Maps to Models by : National Academies of Sciences, Engineering, and Medicine

Download or read book From Maps to Models written by National Academies of Sciences, Engineering, and Medicine and published by National Academies Press. This book was released on 2016-10-31 with total page 135 pages. Available in PDF, EPUB and Kindle. Book excerpt: The United States faces numerous, varied, and evolving threats to national security, including terrorism, scarcity and disruption of food and water supplies, extreme weather events, and regional conflicts around the world. Effectively managing these threats requires intelligence that not only assesses what is happening now, but that also anticipates potential future threats. The National Geospatial-Intelligence Agency (NGA) is responsible for providing geospatial intelligence on other countriesâ€"assessing where exactly something is, what it is, and why it is importantâ€"in support of national security, disaster response, and humanitarian assistance. NGA's approach today relies heavily on imagery analysis and mapping, which provide an assessment of current and past conditions. However, augmenting that approach with a strong modeling capability would enable NGA to also anticipate and explore future outcomes. A model is a simplified representation of a real-world system that is used to extract explainable insights about the system, predict future outcomes, or explore what might happen under plausible what-if scenarios. Such models use data and/or theory to specify inputs (e.g., initial conditions, boundary conditions, and model parameters) to produce an output. From Maps to Models: Augmenting the Nation's Geospatial Intelligence Capabilities describes the types of models and analytical methods used to understand real-world systems, discusses what would be required to make these models and methods useful for geospatial intelligence, and identifies supporting research and development for NGA. This report provides examples of models that have been used to help answer the sorts of questions NGA might ask, describes how to go about a model-based investigation, and discusses models and methods that are relevant to NGA's mission.

Dynamics in GIscience

Download Dynamics in GIscience PDF Online Free

Author :
Publisher : Springer
ISBN 13 : 3319612972
Total Pages : 424 pages
Book Rating : 4.3/5 (196 download)

DOWNLOAD NOW!


Book Synopsis Dynamics in GIscience by : Igor Ivan

Download or read book Dynamics in GIscience written by Igor Ivan and published by Springer. This book was released on 2017-08-23 with total page 424 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is intended for researchers, practitioners and students who are interested in the current trends and want to make their GI applications and research dynamic. Time is the key element of contemporary GIS: mobile and wearable electronics, sensor networks, UAVs and other mobile snoopers, the IoT and many other resources produce a massive amount of data every minute, which is naturally located in space as well as in time. Time series data is transformed into almost (from the human perspective) continuous data streams, which require changes to the concept of spatial data recording, storage and manipulation. This book collects the latest innovative research presented at the GIS Ostrava 2017 conference held in 2017 in Ostrava, Czech Republic, under the auspices of EuroSDR and EuroGEO. The accepted papers cover various aspects of dynamics in GIscience, including spatiotemporal data analysis and modelling; spatial mobility data and trajectories; real-time geodata and real-time applications; dynamics in land use, land cover and urban development; visualisation of dynamics; open spatiotemporal data; crowdsourcing for spatiotemporal data and big spatiotemporal data.

Modeling Fuzzy Spatiotemporal Data with XML

Download Modeling Fuzzy Spatiotemporal Data with XML PDF Online Free

Author :
Publisher : Springer Nature
ISBN 13 : 3030419991
Total Pages : 208 pages
Book Rating : 4.0/5 (34 download)

DOWNLOAD NOW!


Book Synopsis Modeling Fuzzy Spatiotemporal Data with XML by : Zongmin Ma

Download or read book Modeling Fuzzy Spatiotemporal Data with XML written by Zongmin Ma and published by Springer Nature. This book was released on 2020-03-04 with total page 208 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book offers in-depth insights into the rapidly growing topic of technologies and approaches to modeling fuzzy spatiotemporal data with XML. The topics covered include representation of fuzzy spatiotemporal XML data, topological relationship determination for fuzzy spatiotemporal XML data, mapping between the fuzzy spatiotemporal relational database model and fuzzy spatiotemporal XML data model, and consistencies in fuzzy spatiotemporal XML data updating. Offering a comprehensive guide to the latest research on fuzzy spatiotemporal XML data management, the book is intended to provide state-of-the-art information for researchers, practitioners, and graduate students of Web intelligence, as well as data and knowledge engineering professionals confronted with non-traditional applications that make the use of conventional approaches difficult or impossible.

Advances and Trends in Geodesy, Cartography and Geoinformatics

Download Advances and Trends in Geodesy, Cartography and Geoinformatics PDF Online Free

Author :
Publisher : CRC Press
ISBN 13 : 0429012896
Total Pages : 204 pages
Book Rating : 4.4/5 (29 download)

DOWNLOAD NOW!


Book Synopsis Advances and Trends in Geodesy, Cartography and Geoinformatics by : Soňa Molčíková

Download or read book Advances and Trends in Geodesy, Cartography and Geoinformatics written by Soňa Molčíková and published by CRC Press. This book was released on 2018-04-17 with total page 204 pages. Available in PDF, EPUB and Kindle. Book excerpt: The International Scientific and Professional Conference on Geodesy, Cartography and Geoinformatics 2017 (GCG 2017) was organized under the auspices of the Faculty of Mining, Ecology, Process Control and Geotechnologies, Technical University of Košice (SK), Pavol Jozef Šafárik University in Košice (SK), Faculty of Civil Engineering, STU Bratislava (SK), Faculty of Civil Engineering, CTU Prague (CZ), University of Technology, Kielce (PL), AGH University of Science and Technology, Krakow (PL), Upper Nitra Mines Prievidza, plc. (SK) and the Slovakian Mining Society (SK). The conference was held from October 10 - 13, 2017, in Low Tatras, Slovakia. The purpose of the conference was to provide a forum for prominent scientists, researchers and professionals from Slovakia, Poland and the Czech Republic to present novel and fundamental advances in the fields of geodesy, cartography and geoinformatics. Conference participants had the opportunity to exchange and share their experiences, research and results solved within scientific research projects with other colleagues. The conference focused on a wide spectrum of actual topics and subject areas in Surveying and Mine Surveying, Geodetic Control and Geodynamics, and Cartography and Geoinformatics and collected in this proceedings volume.

GeoComputational Analysis and Modeling of Regional Systems

Download GeoComputational Analysis and Modeling of Regional Systems PDF Online Free

Author :
Publisher : Springer
ISBN 13 : 3319595113
Total Pages : 410 pages
Book Rating : 4.3/5 (195 download)

DOWNLOAD NOW!


Book Synopsis GeoComputational Analysis and Modeling of Regional Systems by : Jean-Claude Thill

Download or read book GeoComputational Analysis and Modeling of Regional Systems written by Jean-Claude Thill and published by Springer. This book was released on 2017-07-28 with total page 410 pages. Available in PDF, EPUB and Kindle. Book excerpt: The contributed volume collects cutting-edge research in GeoComputational Analysis of Regional Systems. The contributions emphasize methodological innovations or substantive breakthroughs on many facets of the socio-economic and environmental reality of regional contexts.

Modelling Spatial and Spatial-Temporal Data: A Bayesian Approach

Download Modelling Spatial and Spatial-Temporal Data: A Bayesian Approach PDF Online Free

Author :
Publisher : CRC Press
ISBN 13 : 1482237431
Total Pages : 641 pages
Book Rating : 4.4/5 (822 download)

DOWNLOAD NOW!


Book Synopsis Modelling Spatial and Spatial-Temporal Data: A Bayesian Approach by : Robert P. Haining

Download or read book Modelling Spatial and Spatial-Temporal Data: A Bayesian Approach written by Robert P. Haining and published by CRC Press. This book was released on 2020-01-27 with total page 641 pages. Available in PDF, EPUB and Kindle. Book excerpt: Modelling Spatial and Spatial-Temporal Data: A Bayesian Approach is aimed at statisticians and quantitative social, economic and public health students and researchers who work with spatial and spatial-temporal data. It assumes a grounding in statistical theory up to the standard linear regression model. The book compares both hierarchical and spatial econometric modelling, providing both a reference and a teaching text with exercises in each chapter. The book provides a fully Bayesian, self-contained, treatment of the underlying statistical theory, with chapters dedicated to substantive applications. The book includes WinBUGS code and R code and all datasets are available online. Part I covers fundamental issues arising when modelling spatial and spatial-temporal data. Part II focuses on modelling cross-sectional spatial data and begins by describing exploratory methods that help guide the modelling process. There are then two theoretical chapters on Bayesian models and a chapter of applications. Two chapters follow on spatial econometric modelling, one describing different models, the other substantive applications. Part III discusses modelling spatial-temporal data, first introducing models for time series data. Exploratory methods for detecting different types of space-time interaction are presented followed by two chapters on the theory of space-time separable (without space-time interaction) and inseparable (with space-time interaction) models. An applications chapter includes: the evaluation of a policy intervention; analysing the temporal dynamics of crime hotspots; chronic disease surveillance; and testing for evidence of spatial spillovers in the spread of an infectious disease. A final chapter suggests some future directions and challenges.

Flexible Query Answering Systems

Download Flexible Query Answering Systems PDF Online Free

Author :
Publisher : Springer Nature
ISBN 13 : 3030869679
Total Pages : 245 pages
Book Rating : 4.0/5 (38 download)

DOWNLOAD NOW!


Book Synopsis Flexible Query Answering Systems by : Troels Andreasen

Download or read book Flexible Query Answering Systems written by Troels Andreasen and published by Springer Nature. This book was released on 2021-09-15 with total page 245 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 14th International Conference on Flexible Query Answering Systems, FQAS 2021, held virtually and in Bratislava, Slovakia, in September 2021. The 16 full papers and 1 perspective papers presented were carefully reviewed and selected from 17 submissions. They are organized in the following topical sections: model-based flexible query answering approaches and data-driven approaches.

Quality Issues in the Management of Web Information

Download Quality Issues in the Management of Web Information PDF Online Free

Author :
Publisher : Springer Science & Business Media
ISBN 13 : 3642376886
Total Pages : 210 pages
Book Rating : 4.6/5 (423 download)

DOWNLOAD NOW!


Book Synopsis Quality Issues in the Management of Web Information by : Gabriella Pasi

Download or read book Quality Issues in the Management of Web Information written by Gabriella Pasi and published by Springer Science & Business Media. This book was released on 2013-04-17 with total page 210 pages. Available in PDF, EPUB and Kindle. Book excerpt: This research volume presents a sample of recent contributions related to the issue of quality-assessment for Web Based information in the context of information access, retrieval, and filtering systems. The advent of the Web and the uncontrolled process of documents' generation have raised the problem of declining quality assessment to information on the Web, by considering both the nature of documents (texts, images, video, sounds, and so on), the genre of documents ( news, geographic information, ontologies, medical records, products records, and so on), the reputation of information sources and sites, and, last but not least the actions performed on documents (content indexing, retrieval and ranking, collaborative filtering, and so on). The volume constitutes a compendium of both heterogeneous approaches and sample applications focusing specific aspects of the quality assessment for Web-based information for researchers, PhD students and practitioners carrying out their research activity in the field of Web information retrieval and filtering, Web information mining, information quality representation and management.

Fuzzy Hybrid Computing in Construction Engineering and Management

Download Fuzzy Hybrid Computing in Construction Engineering and Management PDF Online Free

Author :
Publisher : Emerald Group Publishing
ISBN 13 : 1787438686
Total Pages : 536 pages
Book Rating : 4.7/5 (874 download)

DOWNLOAD NOW!


Book Synopsis Fuzzy Hybrid Computing in Construction Engineering and Management by : Aminah Robinson Fayek

Download or read book Fuzzy Hybrid Computing in Construction Engineering and Management written by Aminah Robinson Fayek and published by Emerald Group Publishing. This book was released on 2018-10-05 with total page 536 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is a guide for students, researchers, and practitioners to the latest developments in fuzzy hybrid computing in construction engineering and management. It discusses basic theory related to fuzzy logic and fuzzy hybrid computing, their application in a range of practical construction problems, and emerging and future research trends.

Knowledge-Free and Learning-Based Methods in Intelligent Game Playing

Download Knowledge-Free and Learning-Based Methods in Intelligent Game Playing PDF Online Free

Author :
Publisher : Springer
ISBN 13 : 3642116787
Total Pages : 254 pages
Book Rating : 4.6/5 (421 download)

DOWNLOAD NOW!


Book Synopsis Knowledge-Free and Learning-Based Methods in Intelligent Game Playing by : Jacek Mandziuk

Download or read book Knowledge-Free and Learning-Based Methods in Intelligent Game Playing written by Jacek Mandziuk and published by Springer. This book was released on 2010-03-14 with total page 254 pages. Available in PDF, EPUB and Kindle. Book excerpt: Humans and machines are very di?erent in their approaches to game pl- ing. Humans use intuition, perception mechanisms, selective search, creat- ity, abstraction, heuristic abilities and other cognitive skills to compensate their (comparably) slow information processing speed, relatively low m- ory capacity, and limited search abilities. Machines, on the other hand, are extremely fast and infallible in calculations, capable of e?ective brute-for- type search, use “unlimited” memory resources, but at the same time are poor at using reasoning-based approaches and abstraction-based methods. The above major discrepancies in the human and machine problem solving methods underlined the development of traditional machine game playing as being focused mainly on engineering advances rather than cognitive or psychological developments. In other words, as described by Winkler and F ̈ urnkranz [347, 348] with respect to chess, human and machine axes of game playing development are perpendicular, but the most interesting, most promising, and probably also most di?cult research area lies on the junction between human-compatible knowledge and machine compatible processing.I undoubtedly share this point of view and strongly believe that the future of machine game playing lies in implementation of human-type abilities (- straction,intuition,creativity,selectiveattention,andother)whilestilltaking advantage of intrinsic machine skills. Thebookisfocusedonthedevelopmentsandprospectivechallengingpr- lems in the area of mind gameplaying (i.e. playinggames that require mental skills) using Computational Intelligence (CI) methods, mainly neural n- works, genetic/evolutionary programming and reinforcement learning.

Geospatial Approaches to Energy Balance and Breast Cancer

Download Geospatial Approaches to Energy Balance and Breast Cancer PDF Online Free

Author :
Publisher : Springer
ISBN 13 : 3030184080
Total Pages : 440 pages
Book Rating : 4.0/5 (31 download)

DOWNLOAD NOW!


Book Synopsis Geospatial Approaches to Energy Balance and Breast Cancer by : David Berrigan

Download or read book Geospatial Approaches to Energy Balance and Breast Cancer written by David Berrigan and published by Springer. This book was released on 2019-07-15 with total page 440 pages. Available in PDF, EPUB and Kindle. Book excerpt: Cancer occurs in specific places and spaces, each of which have identifiable geographic coordinates, characterized by unique natural, built and social characteristics, all of which contribute significantly to cancer across the spectrum from etiology through diagnosis, treatment and outcomes. In the first volume of this series, published in 2010, a single chapter was focused on these geographic influences. Since then, the field of geospatial studies of cancer prevention and control has exploded in approaches and applications. Accordingly, this volume focuses on what has now become a very specific research endeavor, Geospatial Factors Impacting Breast Cancer. The book provides important insights into this relatively new and rapidly developing field. It should be of value to all students of the Energy Balance & Cancer Series and a wide-ranging introduction to problems in cancer prevention and control for geographers, demographers and other researchers with a geospatial perspective. Moreover, it provides important information for all oncologists, endocrinologists, and behavioral modification professionals to better understand their patients in the context of their environment. It should also provide important considerations for physicians, scientists, public health professionals and disparity investigator planning clinical trials, community interventions and community planning.