| 000 | 04544nam a22005175i 4500 | ||
|---|---|---|---|
| 001 | 978-3-031-02601-0 | ||
| 003 | DE-He213 | ||
| 005 | 20240730164010.0 | ||
| 007 | cr nn 008mamaa | ||
| 008 | 220601s2016 sz | s |||| 0|eng d | ||
| 020 |
_a9783031026010 _9978-3-031-02601-0 |
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| 024 | 7 |
_a10.1007/978-3-031-02601-0 _2doi |
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| 050 | 4 | _aQA76.9.I52 | |
| 072 | 7 |
_aUYZF _2bicssc |
|
| 072 | 7 |
_aMAT013000 _2bisacsh |
|
| 072 | 7 |
_aUYZF _2thema |
|
| 082 | 0 | 4 |
_a001.4226 _223 |
| 100 | 1 |
_aHurter, Christophe. _eauthor. _4aut _4http://id.loc.gov/vocabulary/relators/aut _981581 |
|
| 245 | 1 | 0 |
_aImage-Based Visualization _h[electronic resource] : _bInteractive Multidimensional Data Exploration / _cby Christophe Hurter. |
| 250 | _a1st ed. 2016. | ||
| 264 | 1 |
_aCham : _bSpringer International Publishing : _bImprint: Springer, _c2016. |
|
| 300 |
_aXVIII, 111 p. _bonline resource. |
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| 336 |
_atext _btxt _2rdacontent |
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| 337 |
_acomputer _bc _2rdamedia |
||
| 338 |
_aonline resource _bcr _2rdacarrier |
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| 347 |
_atext file _bPDF _2rda |
||
| 490 | 1 |
_aSynthesis Lectures on Visualization, _x2159-5178 |
|
| 505 | 0 | _aIntroduction -- Motivating Example -- Data Density Maps -- Edge Bundling -- Animation with Large Datasets -- Research Outlook and Vision -- Bibliography -- Author Biography. | |
| 520 | _aOur society has entered a data-driven era, one in which not only are enormous amounts of data being generated daily but there are also growing expectations placed on the analysis of this data. Some data have become simply too large to be displayed and some have too short a lifespan to be handled properly with classical visualization or analysis methods. In order to address these issues, this book explores the potential solutions where we not only visualize data, but also allow users to be able to interact with it. Therefore, this book will focus on two main topics: large dataset visualization and interaction. Graphic cards and their image processing power can leverage large data visualization but they can also be of great interest to support interaction. Therefore, this book will show how to take advantage of graphic card computation power with techniques called GPGPUs (general-purpose computing on graphics processing units). As specific examples, this book details GPGPU usages to produce fast enough visualization to be interactive with improved brushing techniques, fast animations between different data representations, and view simplifications (i.e. static and dynamic bundling techniques). Since data storage and memory limitation is less and less of an issue, we will also present techniques to reduce computation time by using memory as a new tool to solve computationally challenging problems. We will investigate innovative data processing techniques: while classical algorithms are expressed in data space (e.g. computation on geographic locations), we will express them in graphic space (e.g., raster map like a screen composed of pixels). This consists of two steps: (1) a data representation is built using straightforward visualization techniques; and (2) the resulting image undergoes purely graphical transformations using image processing techniques. This type of technique is called image-based visualization. The goal of this book is to explore new computing techniques using image-based techniques to provide efficient visualizations and user interfaces for the exploration of large datasets. This book concentrates on the areas of information visualization, visual analytics, computer graphics, and human-computer interaction. This book opens up a whole field of study, including the scientific validation of these techniques, their limitations, and their generalizations to different types of datasets. | ||
| 650 | 0 |
_aInformation visualization. _914255 |
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| 650 | 0 |
_aData structures (Computer science). _98188 |
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| 650 | 0 |
_aInformation theory. _914256 |
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| 650 | 0 |
_aData mining. _93907 |
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| 650 | 1 | 4 |
_aData and Information Visualization. _933848 |
| 650 | 2 | 4 |
_aData Structures and Information Theory. _931923 |
| 650 | 2 | 4 |
_aData Mining and Knowledge Discovery. _981582 |
| 710 | 2 |
_aSpringerLink (Online service) _981583 |
|
| 773 | 0 | _tSpringer Nature eBook | |
| 776 | 0 | 8 |
_iPrinted edition: _z9783031014734 |
| 776 | 0 | 8 |
_iPrinted edition: _z9783031037290 |
| 830 | 0 |
_aSynthesis Lectures on Visualization, _x2159-5178 _981584 |
|
| 856 | 4 | 0 | _uhttps://doi.org/10.1007/978-3-031-02601-0 |
| 912 | _aZDB-2-SXSC | ||
| 942 | _cEBK | ||
| 999 |
_c85203 _d85203 |
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