This book contains 16 chapters by researchers working in various
fields of data science. They focus on theory and applications in
language technologies, optimization, computational thinking,
intelligent decision support systems, decomposition of signals,
model-driven development methodologies, interoperability of
enterprise applications, anomaly detection in financial markets, 3D
virtual reality, monitoring of environmental data, convolutional
neural networks, knowledge storage, data stream classification, and
security in social networking. The respective papers highlight a
wealth of issues in, and applications of, data science. Modern
technologies allow us to store and transfer large amounts of data
quickly. They can be very diverse - images, numbers, streaming,
related to human behavior and physiological parameters, etc.
Whether the data is just raw numbers, crude images, or will help
solve current problems and predict future developments, depends on
whether we can effectively process and analyze it. Data science is
evolving rapidly. However, it is still a very young field. In
particular, data science is concerned with visualizations,
statistics, pattern recognition, neurocomputing, image analysis,
machine learning, artificial intelligence, databases and data
processing, data mining, big data analytics, and knowledge
discovery in databases. It also has many interfaces with
optimization, block chaining, cyber-social and cyber-physical
systems, Internet of Things (IoT), social computing,
high-performance computing, in-memory key-value stores, cloud
computing, social computing, data feeds, overlay networks,
cognitive computing, crowdsource analysis, log analysis,
container-based virtualization, and lifetime value modeling. Again,
all of these areas are highly interrelated. In addition, data
science is now expanding to new fields of application: chemical
engineering, biotechnology, building energy management, materials
microscopy, geographic research, learning analytics, radiology,
metal design, ecosystem homeostasis investigation, and many others.
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