Mathematical Foundations of Scientific Visualization, Computer Graphics, and Massive Data Exploration

Mathematical Foundations of Scientific Visualization, Computer Graphics, and Massive Data Exploration

Author: Torsten Möller

Publisher: Springer Science & Business Media

Published: 2009-06-12

Total Pages: 348

ISBN-13: 3540499261

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The goal of visualization is the accurate, interactive, and intuitive presentation of data. Complex numerical simulations, high-resolution imaging devices and incre- ingly common environment-embedded sensors are the primary generators of m- sive data sets. Being able to derive scienti?c insight from data increasingly depends on having mathematical and perceptual models to provide the necessary foundation for effective data analysis and comprehension. The peer-reviewed state-of-the-art research papers included in this book focus on continuous data models, such as is common in medical imaging or computational modeling. From the viewpoint of a visualization scientist, we typically collaborate with an application scientist or engineer who needs to visually explore or study an object which is given by a set of sample points, which originally may or may not have been connected by a mesh. At some point, one generally employs low-order piecewise polynomial approximationsof an object, using one or several dependent functions. In order to have an understanding of a higher-dimensional geometrical “object” or function, ef?cient algorithms supporting real-time analysis and manipulation (- tation, zooming) are needed. Often, the data represents 3D or even time-varying 3D phenomena (such as medical data), and the access to different layers (slices) and structures (the underlying topology) comprising such data is needed.


Hadoop: The Definitive Guide

Hadoop: The Definitive Guide

Author: Tom White

Publisher: "O'Reilly Media, Inc."

Published: 2012-05-10

Total Pages: 687

ISBN-13: 1449338771

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Ready to unlock the power of your data? With this comprehensive guide, you’ll learn how to build and maintain reliable, scalable, distributed systems with Apache Hadoop. This book is ideal for programmers looking to analyze datasets of any size, and for administrators who want to set up and run Hadoop clusters. You’ll find illuminating case studies that demonstrate how Hadoop is used to solve specific problems. This third edition covers recent changes to Hadoop, including material on the new MapReduce API, as well as MapReduce 2 and its more flexible execution model (YARN). Store large datasets with the Hadoop Distributed File System (HDFS) Run distributed computations with MapReduce Use Hadoop’s data and I/O building blocks for compression, data integrity, serialization (including Avro), and persistence Discover common pitfalls and advanced features for writing real-world MapReduce programs Design, build, and administer a dedicated Hadoop cluster—or run Hadoop in the cloud Load data from relational databases into HDFS, using Sqoop Perform large-scale data processing with the Pig query language Analyze datasets with Hive, Hadoop’s data warehousing system Take advantage of HBase for structured and semi-structured data, and ZooKeeper for building distributed systems


High Performance Computing

High Performance Computing

Author: Julian M. Kunkel

Publisher: Springer

Published: 2016-06-15

Total Pages: 506

ISBN-13: 9783319413204

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This book constitutes the refereed proceedings of the 31st International Conference, ISC High Performance 2016 [formerly known as the International Supercomputing Conference] held in Frankfurt, Germany, in June 2016. The 25 revised full papers presented in this book were carefully reviewed and selected from 60 submissions. The papers cover the following topics: Autotuning and Thread Mapping; Data Locality and Decomposition; Scalable Applications; Machine Learning; Datacenters andCloud; Communication Runtime; Intel Xeon Phi; Manycore Architectures; Extreme-scale Computations; and Resilience.


Human-Centered Data Science

Human-Centered Data Science

Author: Cecilia Aragon

Publisher: MIT Press

Published: 2022-03-01

Total Pages: 201

ISBN-13: 0262367599

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Best practices for addressing the bias and inequality that may result from the automated collection, analysis, and distribution of large datasets. Human-centered data science is a new interdisciplinary field that draws from human-computer interaction, social science, statistics, and computational techniques. This book, written by founders of the field, introduces best practices for addressing the bias and inequality that may result from the automated collection, analysis, and distribution of very large datasets. It offers a brief and accessible overview of many common statistical and algorithmic data science techniques, explains human-centered approaches to data science problems, and presents practical guidelines and real-world case studies to help readers apply these methods. The authors explain how data scientists’ choices are involved at every stage of the data science workflow—and show how a human-centered approach can enhance each one, by making the process more transparent, asking questions, and considering the social context of the data. They describe how tools from social science might be incorporated into data science practices, discuss different types of collaboration, and consider data storytelling through visualization. The book shows that data science practitioners can build rigorous and ethical algorithms and design projects that use cutting-edge computational tools and address social concerns.


Visualization and Processing of Tensor Fields

Visualization and Processing of Tensor Fields

Author: David H. Laidlaw

Publisher: Springer Science & Business Media

Published: 2009-03-30

Total Pages: 379

ISBN-13: 3540883789

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This book provides researchers an inspirational look at how to process and visualize complicated 2D and 3D images known as tensor fields. With numerous color figures, it details both the underlying mathematics and the applications of tensor fields.


High Performance Visualization

High Performance Visualization

Author: E. Wes Bethel

Publisher: CRC Press

Published: 2012-10-25

Total Pages: 514

ISBN-13: 1439875731

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Visualization and analysis tools, techniques, and algorithms have undergone a rapid evolution in recent decades to accommodate explosive growth in data size and complexity and to exploit emerging multi- and many-core computational platforms. High Performance Visualization: Enabling Extreme-Scale Scientific Insight focuses on the subset of scientifi


Visualization Handbook

Visualization Handbook

Author: Charles D. Hansen

Publisher: Elsevier

Published: 2011-08-30

Total Pages: 1061

ISBN-13: 0080481647

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The Visualization Handbook provides an overview of the field of visualization by presenting the basic concepts, providing a snapshot of current visualization software systems, and examining research topics that are advancing the field. This text is intended for a broad audience, including not only the visualization expert seeking advanced methods to solve a particular problem, but also the novice looking for general background information on visualization topics. The largest collection of state-of-the-art visualization research yet gathered in a single volume, this book includes articles by a "who's who of international scientific visualization researchers covering every aspect of the discipline, including:·Virtual environments for visualization·Basic visualization algorithms·Large-scale data visualization·Scalar data isosurface methods·Visualization software and frameworks·Scalar data volume rendering·Perceptual issues in visualization·Various application topics, including information visualization.* Edited by two of the best known people in the world on the subject; chapter authors are authoritative experts in their own fields;* Covers a wide range of topics, in 47 chapters, representing the state-of-the-art of scientific visualization.


Flying Free

Flying Free

Author: Cecilia Aragon

Publisher: Blackstone Publishing

Published: 2020-09-22

Total Pages: 272

ISBN-13: 1982642483

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The daughter of a Chilean father and a Filipina mother, Cecilia Rodriguez Aragon grew up as a shy, timid child in a small midwestern town during the 1960s. Targeted by school bullies and dismissed by many of her teachers, she worried that people would find out the truth: that she was INTF. Incompetent. Nerd. Terrified. Failure. This feeling stayed with her well into her twenties when she was told that “girls can’t do science” or “women just don’t know how to handle machines.” Yet in the span of just six years, Cecilia became the first Latina pilot to secure a place on the United States Unlimited Aerobatic Team and earn the right to represent her country at the Olympics of aviation, the World Aerobatic Championships. How did she do it? Using mathematical techniques to overcome her fear, Cecilia performed at air shows in front of millions of people. She jumped out of airplanes and taught others how to fly. She learned how to fund-raise and earn money to compete at the world level. She worked as a test pilot and contributed to the design of experimental airplanes, crafting curves of metal and fabric that shaped air to lift inanimate objects high above the earth. And best of all, she surprised everyone by overcoming the prejudices people held about her because of her race and her gender. Flying Free is the story of how Cecilia Aragon broke free from expectations and rose above her own limits by combining her passion for flying with math and logic in unexpected ways. You don’t have to be a math whiz or a science geek to learn from her story. You just have to want to soar.


Writers in the Secret Garden

Writers in the Secret Garden

Author: Cecilia Aragon

Publisher: MIT Press

Published: 2019-08-20

Total Pages: 167

ISBN-13: 026253780X

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An in-depth examination of the novel ways young people support and learn from each other though participation in online fanfiction communities. Over the past twenty years, amateur fanfiction writers have published an astonishing amount of fiction in online repositories. More than 1.5 million enthusiastic fanfiction writers—primarily young people in their teens and twenties—have contributed nearly seven million stories and more than 176 million reviews to a single online site, Fanfiction.net. In this book, Cecilia Aragon and Katie Davis provide an in-depth examination of fanfiction writers and fanfiction repositories, finding that these sites are not shallow agglomerations and regurgitations of pop culture but rather online spaces for sophisticated and informal learning. Through their participation in online fanfiction communities, young people find ways to support and learn from one another. Aragon and Davis term this novel system of interactive advice and instruction distributed mentoring, and describe its seven attributes, each of which is supported by an aspect of networked technologies: aggregation, accretion, acceleration, abundance, availability, asynchronicity, and affect. Employing an innovative combination of qualitative and quantitative analyses, they provide an in-depth ethnography, reporting on a nine-month study of three fanfiction sites, and offer a quantitative analysis of lexical diversity in the 61.5 billion words on the Fanfiction.net site. Going beyond fandom, Aragon and Davis consider how distributed mentoring could improve not only other online learning platforms but also formal writing instruction in schools.


A Power Plant Primer for District Energy Systems

A Power Plant Primer for District Energy Systems

Author: Randal W. Collins

Publisher: Lulu.com

Published: 2015-12-04

Total Pages: 274

ISBN-13: 1329725581

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This is an introduction to Central Utility Systems concepts, theories, components and some operations practices. In addition to introducing plant operators to the very basic level of knowledge needed to understand the plant, the best fit for this book may be for those who have some duties in and around the plant and could benefit from some of the basic terms and definitions supplied here. The book focuses on District Energy Systems, but applies to virtually any boiler or steam plant and the systems they use to operate safely and efficiently. The strongest value that this book will bring is a common language as every reader will have the ability to understand the terms and phrases used in and about the plant.