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Books > Computing & IT > Applications of computing > Artificial intelligence > Machine learning
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Data Science for Economics and Finance - Methodologies and Applications (Paperback, 1st ed. 2021)
Loot Price: R1,454
Discovery Miles 14 540
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Data Science for Economics and Finance - Methodologies and Applications (Paperback, 1st ed. 2021)
Expected to ship within 10 - 15 working days
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This open access book covers the use of data science, including
advanced machine learning, big data analytics, Semantic Web
technologies, natural language processing, social media analysis,
time series analysis, among others, for applications in economics
and finance. In addition, it shows some successful applications of
advanced data science solutions used to extract new knowledge from
data in order to improve economic forecasting models. The book
starts with an introduction on the use of data science technologies
in economics and finance and is followed by thirteen chapters
showing success stories of the application of specific data science
methodologies, touching on particular topics related to novel big
data sources and technologies for economic analysis (e.g. social
media and news); big data models leveraging on
supervised/unsupervised (deep) machine learning; natural language
processing to build economic and financial indicators; and
forecasting and nowcasting of economic variables through time
series analysis. This book is relevant to all stakeholders involved
in digital and data-intensive research in economics and finance,
helping them to understand the main opportunities and challenges,
become familiar with the latest methodological findings, and learn
how to use and evaluate the performances of novel tools and
frameworks. It primarily targets data scientists and business
analysts exploiting data science technologies, and it will also be
a useful resource to research students in disciplines and courses
related to these topics. Overall, readers will learn modern and
effective data science solutions to create tangible innovations for
economic and financial applications.
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