Reflecting Human Knowledge of Place and Route-choice Behavior Using Big Data

Reflecting Human Knowledge of Place and Route-choice Behavior Using Big Data
Title Reflecting Human Knowledge of Place and Route-choice Behavior Using Big Data PDF eBook
Author Jiaoli Chen
Publisher
Pages 110
Release 2017
Genre Geographic information systems
ISBN

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Exploring human knowledge of geographical space and related behavior not only helps in understanding human-environment interactions and dynamic geographic processes, but also advances Geographic Information Systems (GIS) toward a human-centric paradigm to make daily life more efficient. Today's relatively easy acquisition of various big data provides an unprecedented opportunity for geographers to answer research questions that previously could not be adequately addressed. However, new challenges also arise regarding data quality and bias as well as change in methodology for dealing with big data that are different from traditional data types. Representing people's perception of place and studying driver's route-choice behavior are two of the many applications of big data in answering research questions about human knowledge and behavior in the fields of GIS and transportation. Incorporating three papers, this dissertation focuses on these two different applications to achieve the following objectives: 1) examine the degree to which a geographic place's spatial extent can be estimated from human-generated geotagged photos; 2) address the challenge of geotagged photos' uneven spatial distribution in place estimation and explore an approach that can better derive a place's spatial extent; 3) develop a method that can properly estimate the spatial extent of a place that has multiple disjoint regions while considering geotagged photos' uneven distribution; 4) explore useful spatiotemporal patterns of taxi drivers' route-choice behavior in a dynamic urban environment. This dissertation makes three major contributions to big data applications' systematic theory: 1) proposes an effective approach to handling the uneven spatial distribution problem of geotagged photos as a type of volunteered geographic data by modeling their representativeness; 2) develops methods that can properly derive the vague spatial extent of a place with or without disjoint regions; and 3) explores taxi drivers' route-choice patterns in different situations that can inform future transportation decisions and policy-making processes.

Route Choice: Wayfinding in Transport Networks

Route Choice: Wayfinding in Transport Networks
Title Route Choice: Wayfinding in Transport Networks PDF eBook
Author P.H. Bovy
Publisher Springer
Pages 328
Release 2011-09-20
Genre Social Science
ISBN 9789401067720

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With the ever increasing number of opportunities, in every aspect of modem life, making choices becomes part of our daily routine. It is thus only natural that social scientists have started to study human choice behavior. Early efforts focused on modeling aggregate choice patterns of home buyers, shoppers, travelers, and others. Later studies, aiming to achieve more realistic results, have concentrated on simula ting disaggregate behavior. The most recent approach in choice research is the so-called Discrete Choice Modeling. It is a front-line area mainly in contemporary transportation, geography, and behavioral research. It focuses on individuals' decision-making processes regarding the choice of destinations, modes, departure times, and routes. Considerable research has been done on identifying and quantify ing the general rules governing the individuals' choice behavior, but to the best of our knowledge there is no single book that solely deals with route choice. The study of travelers' route choice in networks is primarily oriented towards gaining insight into their spatial choice behavior. How do people choose routes in a network, what do they know, what do they look for, which road characteristics playa role? On the basis of this information it is possible to design quantitative models aimed at predicting the use of routes dependent on the characteristics of the routes, those of the surrounding environment, and those of the travelers. In this way, traffic flows in the network can be calculated and the network performance can be evaluated.

The Oxford Handbook of Human Motivation

The Oxford Handbook of Human Motivation
Title The Oxford Handbook of Human Motivation PDF eBook
Author Richard Ryan
Publisher Oxford Library of Psychology
Pages 561
Release 2019
Genre Psychology
ISBN 0190666455

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Revised edition of The Oxford handbook of human motivation, c2012.

Privacy, Big Data, and the Public Good

Privacy, Big Data, and the Public Good
Title Privacy, Big Data, and the Public Good PDF eBook
Author Julia Lane
Publisher Cambridge University Press
Pages 343
Release 2014-06-09
Genre Mathematics
ISBN 1316094456

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Massive amounts of data on human beings can now be analyzed. Pragmatic purposes abound, including selling goods and services, winning political campaigns, and identifying possible terrorists. Yet 'big data' can also be harnessed to serve the public good: scientists can use big data to do research that improves the lives of human beings, improves government services, and reduces taxpayer costs. In order to achieve this goal, researchers must have access to this data - raising important privacy questions. What are the ethical and legal requirements? What are the rules of engagement? What are the best ways to provide access while also protecting confidentiality? Are there reasonable mechanisms to compensate citizens for privacy loss? The goal of this book is to answer some of these questions. The book's authors paint an intellectual landscape that includes legal, economic, and statistical frameworks. The authors also identify new practical approaches that simultaneously maximize the utility of data access while minimizing information risk.

Agent-Based Modelling and Geographical Information Systems

Agent-Based Modelling and Geographical Information Systems
Title Agent-Based Modelling and Geographical Information Systems PDF eBook
Author Andrew Crooks
Publisher SAGE
Pages 486
Release 2018-12-13
Genre Social Science
ISBN 1526454181

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This is the era of Big Data and computational social science. It is an era that requires tools which can do more than visualise data but also model the complex relation between data and human action, and interaction. Agent-Based Models (ABM) - computational models which simulate human action and interaction – do just that. This textbook explains how to design and build ABM and how to link the models to Geographical Information Systems. It guides you from the basics through to constructing more complex models which work with data and human behaviour in a spatial context. All of the fundamental concepts are explained and related to practical examples to facilitate learning (with models developed in NetLogo with all code examples available on the accompanying website). You will be able to use these models to develop your own applications and link, where appropriate, to Geographical Information Systems. All of the key ideas and methods are explained in detail: geographical modelling; an introduction to ABM; the fundamentals of Geographical Information Science; why ABM and GIS; using QGIS; designing and building an ABM; calibration and validation; modelling human behavior. An applied primer, that provides fundamental knowledge and practical skills, it will provide you with the skills to build and run your own models, and to begin your own research projects.

Bulletin of the Atomic Scientists

Bulletin of the Atomic Scientists
Title Bulletin of the Atomic Scientists PDF eBook
Author
Publisher
Pages 116
Release 1970-06
Genre
ISBN

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The Bulletin of the Atomic Scientists is the premier public resource on scientific and technological developments that impact global security. Founded by Manhattan Project Scientists, the Bulletin's iconic "Doomsday Clock" stimulates solutions for a safer world.

Special Report

Special Report
Title Special Report PDF eBook
Author
Publisher
Pages 180
Release 1981
Genre Agriculture
ISBN

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