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Data Science for Economics and Finance
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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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Keywords
- artificial intelligence
- big data
- Big Data/Analytics
- Business & management
- Business Information Systems
- Business mathematics & systems
- Computer and Information Systems Applications
- Computer Appl. in Administrative Data Processing
- Computer science
- Computing & information technology
- Data Analytics
- Data mining
- Data Mining and Knowledge Discovery
- Data warehousing
- Databases
- Decision support systems
- Economics, finance, business & management
- Expert systems / knowledge-based systems
- Information retrieval
- Information Storage and Retrieval
- Information technology: general issues
- IT in Business
- Machine learning
- open access
- Politics & government
- Public administration
- Semantics and Reasoning
- Society & Social Sciences
- thema EDItEUR::J Society and Social Sciences::JP Politics and government::JPP Public administration
- thema EDItEUR::K Economics, Finance, Business and Management::KJ Business and Management::KJQ Business mathematics and systems
- thema EDItEUR::U Computing and Information Technology::UN Databases::UNF Data mining
- thema EDItEUR::U Computing and Information Technology::UN Databases::UNH Information retrieval
- thema EDItEUR::U Computing and Information Technology::UY Computer science::UYQ Artificial intelligence::UYQM Machine learning
Links
DOI: 10.1007/978-3-030-66891-4Editions