The quantity, diversity and availability of transport data is
increasing rapidly, requiring new skills in the management and
interrogation of data and databases. Recent years have seen a new
wave of 'big data', 'Data Science', and 'smart cities' changing
the world, with the Harvard Business Review describing Data Science
as the "sexiest job of the 21st century". Transportation
professionals and researchers need to be able to use data and
databases in order to establish quantitative, empirical facts, and to
validate and challenge their mathematical models, whose axioms have
traditionally often been assumed rather than rigorously tested
against data. This book takes a highly practical approach to learning
about Data Science tools and their application to
investigating transport issues. The focus is principally on
practical, professional work with real data and tools, including
business and ethical issues. "Transport modeling practice was
developed in a data poor world, and many of our current techniques and
skills are building on that sparsity. In a new data rich world, the
required tools are different and the ethical questions around data and
privacy are definitely different. I am not sure whether current
professionals have these skills; and I am certainly not convinced that
our current transport modeling tools will survive in a data rich
environment. This is an exciting time to be a data scientist in the
transport field. We are trying to get to grips with the opportunities
that big data sources offer; but at the same time such data skills
need to be fused with an understanding of transport, and of transport
modeling. Those with these combined skills can be instrumental at
providing better, faster, cheaper data for transport decision- making;
and ultimately contribute to innovative, efficient, data driven
modeling techniques of the future. It is not surprising that this
course, this book, has been authored by the Institute for Transport
Studies. To do this well, you need a blend of academic rigor and
practical pragmatism. There are few educational or research
establishments better equipped to do that than ITS Leeds". - Tom van
Vuren, Divisional Director, Mott MacDonald "WSP is proud to be a
thought leader in the world of transport modelling, planning and
economics, and has a wide range of opportunities for people with
skills in these areas. The evidence base and forecasts we deliver to
effectively implement strategies and schemes are ever more data and
technology focused a trend we have helped shape since the 1970's, but
with particular disruption and opportunity in recent years. As a
result of these trends, and to suitably skill the next generation of
transport modellers, we asked the world-leading Institute for
Transport Studies, to boost skills in these areas, and they have
responded with a new MSc programme which you toocan now study via this
book." - Leighton Cardwell, Technical Director, WSP. "From
processing and analysing large datasets, to automation of
modelling tasks sometimes requiring different software packages to
"talk" to each other, to data visualization, SYSTRA employs a range
of techniques and tools to provide our clients with deeper insights
and effective solutions. This book does an excellent job in giving
you the skills to manage, interrogate and analyse databases, and
develop powerful presentations. Another important publication from
ITS Leeds." - Fitsum Teklu, Associate Director (Modelling &
Appraisal) SYSTRA Ltd "Urban planning has relied for decades on
statistical and computational practices that have little to do with
mainstream data science. Information is still often used as evidence
on the impact of new infrastructure even when it hardly contains any
valid evidence. This book is an extremely welcome effort to provide
young professionals with the skills needed to analyse how cities and
transport networks actually work. The book is also highly relevant to
anyone who will later want to build digital solutions to optimise
urban travel based on emerging data sources". - Yaron Hollander,
author of "Transport Modelling for a Complete Beginner"
Les mer
A Self-Study Guide with Computer Exercises
Produktdetaljer
ISBN
9783319729534
Publisert
2018
Utgiver
Vendor
Springer
Språk
Product language
Engelsk
Format
Product format
Digital bok
Forfatter