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Data Analytics for Management, Banking and Finance - Theories and Application (1st ed. 2023)
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Data Analytics for Management, Banking and Finance - Theories and Application (1st ed. 2023)
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This book is a practical guide on the use of various data analytics
and visualization techniques and tools in the banking and financial
sectors. It focuses on how combining expertise from
interdisciplinary areas, such as machine learning and business
analytics, can bring forward a shared vision on the benefits of
data science from the research point of view to the evaluation of
policies. It highlights how data science is reshaping the business
sector. It includes examples of novel big data sources and some
successful applications on the use of advanced machine learning,
natural language processing, networks analysis, and time series
analysis and forecasting, among others, in the banking and finance.
It includes several case studies where innovative data science
models is used to analyse, test or model some crucial phenomena in
banking and finance. At the same time, the book is making an appeal
for a further adoption of these novel applications in the field of
economics and finance so that they can reach their full potential
and support policy-makers and the related stakeholders in the
transformational recovery of our societies. The book is for
stakeholders involved in research and innovation in the banking and
financial sectors, but also those in the fields of computing, IT
and managerial information systems, helping through this new theory
to better specify the new opportunities and challenges. The many
real cases addressed in this book also provide a detailed guide
allowing the reader to realize the latest methodological
discoveries and the use of the different Machine Learning
approaches (supervised, unsupervised, reinforcement, deep, etc.)
and to learn how to use and evaluate performance of new data
science tools and frameworks
General
Imprint: |
Springer International Publishing AG
|
Country of origin: |
Switzerland |
Release date: |
October 2023 |
Editors: |
Foued Saâdaoui
• Yichuan Zhao
• Hana Rabbouch
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Dimensions: |
235 x 155mm (L x W) |
Pages: |
292 |
Edition: |
1st ed. 2023 |
ISBN-13: |
978-3-03-136569-0 |
Categories: |
Books
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LSN: |
3-03-136569-0 |
Barcode: |
9783031365690 |
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