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Data-Intensive Computing: Architectures, Algorithms, and Applications

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The world is awash with digital data from social networks, blogs, business, science, and engineering. Data-intensive computing facilitates understanding of complex problems that must process massive amounts of data. Through the development of new classes of software, algorithms, and hardware, data-intensive applications can provide timely and meaningful analytical results in response to exponentially growing data complexity and associated analysis requirements. This emerging area brings many challenges that are different from traditional high-performance computing. This reference for computing professionals and researchers describes the dimensions of the field, the key challenges, the state of the art, and the characteristics of likely approaches that future data-intensive problems will require. Chapters cover general principles and methods for designing such systems and for managing and analyzing the big data sets of today that live in the cloud, and describe example applications in bioinformatics and cybersecurity that illustrate these principles in practice.

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A First Course in Mathematical Modeling
A First Course in Mathematical Modeling

Offering a solid introduction to the entire modeling process, A FIRST COURSE IN MATHEMATICAL MODELING, 5th Edition delivers an excellent balance of theory and practice, and gives you relevant, hands-on experience developing and sharpening your modeling skills. Throughout, the book emphasizes key facets of modeling, including creative and...

Essential Algorithms: A Practical Approach to Computer Algorithms
Essential Algorithms: A Practical Approach to Computer Algorithms

A friendly and accessible introduction to the most useful algorithms

Computer algorithms are the basic recipes for programming. Professional programmers need to know how to use algorithms to solve difficult programming problems. Written in simple, intuitive English, this book describes how and when to use the most practical...

Data Mining: The Textbook
Data Mining: The Textbook

This textbook explores the different aspects of data mining from the fundamentals to the complex data types and their applications, capturing the wide diversity of problem domains for data mining issues. It goes beyond the traditional focus on data mining problems to introduce advanced data types such as text, time series, discrete sequences,...


Applied Predictive Analytics: Principles and Techniques for the Professional Data Analyst
Applied Predictive Analytics: Principles and Techniques for the Professional Data Analyst

Learn the art and science of predictive analytics — techniques that get results

Predictive analytics is what translates big data into meaningful, usable business information. Written by a leading expert in the field, this guide examines the science of the underlying algorithms as well as the principles and best...

Applied Mathematics for Science and Engineering
Applied Mathematics for Science and Engineering

Prepare students for success in using applied mathematics for engineering practice and post-graduate studies

• moves from one mathematical method to the next sustaining reader interest and easing the application of the techniques
• Uses different examples from chemical, civil, mechanical and various
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An Introduction to the Mathematics of Finance, Second Edition: A Deterministic Approach
An Introduction to the Mathematics of Finance, Second Edition: A Deterministic Approach

An Introduction to the Mathematics of Finance: A Deterministic Approach, 2e, offers a highly illustrated introduction to mathematical finance, with a special emphasis on interest rates. This revision of the McCutcheon-Scott classic follows the core subjects covered by the first professional exam required of UK actuaries,...

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