000 | 04537nam a22006135i 4500 | ||
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001 | 978-1-84628-284-3 | ||
003 | DE-He213 | ||
005 | 20170628033850.0 | ||
007 | cr nn 008mamaa | ||
008 | 100301s2005 xxk| s |||| 0|eng d | ||
020 |
_a9781846282843 _9978-1-84628-284-3 |
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024 | 7 |
_a10.1007/1-84628-284-5 _2doi |
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050 | 4 | _aQ334-342 | |
050 | 4 | _aTJ210.2-211.495 | |
072 | 7 |
_aUYQ _2bicssc |
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_aTJFM1 _2bicssc |
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072 | 7 |
_aCOM004000 _2bisacsh |
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082 | 0 | 4 |
_a006.3 _223 |
100 | 1 |
_aBandyopadhyay, Sanghamitra. _eauthor. |
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245 | 1 | 0 |
_aAdvanced Methods for Knowledge Discovery from Complex Data _h[electronic resource] / _cby Sanghamitra Bandyopadhyay, Ujjwal Maulik, Lawrence B. Holder, Diane J. Cook. |
264 | 1 |
_aLondon : _bSpringer London, _c2005. |
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300 |
_aXVIII, 369 p. _bonline resource. |
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336 |
_atext _btxt _2rdacontent |
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337 |
_acomputer _bc _2rdamedia |
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338 |
_aonline resource _bcr _2rdacarrier |
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347 |
_atext file _bPDF _2rda |
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490 | 1 | _aAdvanced Information and Knowledge Processing | |
505 | 0 | _aFoundations -- Knowledge Discovery and Data Mining -- Automatic Discovery of Class Hierarchies via Output Space Decomposition -- Graph-based Mining of Complex Data -- Predictive Graph Mining with Kernel Methods -- TreeMiner: An Efficient Algorithm for Mining Embedded Ordered Frequent Trees -- Sequence Data Mining -- Link-based Classification -- Applications -- Knowledge Discovery from Evolutionary Trees -- Ontology-Assisted Mining of RDF Documents -- Image Retrieval using Visual Features and Relevance Feedback -- Significant Feature Selection Using Computational Intelligent Techniques for Intrusion Detection -- On-board Mining of Data Streams in Sensor Networks -- Discovering an Evolutionary Classifier over a High-speed Nonstatic Stream. | |
520 | _aAdvanced Methods for Knowledge Discovery from Complex Data brings together research articles by active practitioners and leading researchers reporting recent advances in the field of knowledge discovery, where the information is mined from complex data, such as unstructured text from the world-wide web, databases naturally represented as graphs and trees, geoscientific data from satellites and visual images, multimedia data and bioinformatics data. An overview of the field, looking at the issues and challenges involved is followed by coverage of recent trends in data mining, including descriptions of some currently popular tools like genetic algorithms, neural networks and case-based reasoning. This provides the context for the subsequent chapters on methods and applications. Part I is devoted to the foundations of mining different types of complex data like trees, graphs, links and sequences. A knowledge discovery approach based on problem decomposition is also described. Part II presents important applications of advanced mining techniques to data in unconventional and complex domains, such as life sciences, world-wide web, image databases, cyber security and sensor networks. With a good balance of introductory material on the knowledge discovery process, advanced issues and state-of-the-art tools and techniques, as well as recent working applications this book provides a representative selection of the available methods and their evaluation in real domains. It will be useful to students at Masters and PhD level in Computer Science, as well as practitioners in the field. A website supports the book: http://www.cse.uta.edu/amkdcd. | ||
650 | 0 | _aComputer science. | |
650 | 0 | _aComputer software. | |
650 | 0 | _aDatabase management. | |
650 | 0 | _aInformation storage and retrieval systems. | |
650 | 0 | _aArtificial intelligence. | |
650 | 0 | _aComputer vision. | |
650 | 0 | _aOptical pattern recognition. | |
650 | 1 | 4 | _aComputer Science. |
650 | 2 | 4 | _aArtificial Intelligence (incl. Robotics). |
650 | 2 | 4 | _aDatabase Management. |
650 | 2 | 4 | _aInformation Storage and Retrieval. |
650 | 2 | 4 | _aPattern Recognition. |
650 | 2 | 4 | _aAlgorithm Analysis and Problem Complexity. |
650 | 2 | 4 | _aImage Processing and Computer Vision. |
700 | 1 |
_aMaulik, Ujjwal. _eauthor. |
|
700 | 1 |
_aHolder, Lawrence B. _eauthor. |
|
700 | 1 |
_aCook, Diane J. _eauthor. |
|
710 | 2 | _aSpringerLink (Online service) | |
773 | 0 | _tSpringer eBooks | |
776 | 0 | 8 |
_iPrinted edition: _z9781852339890 |
830 | 0 | _aAdvanced Information and Knowledge Processing | |
856 | 4 | 0 | _uhttp://dx.doi.org/10.1007/1-84628-284-5 |
912 | _aZDB-2-SCS | ||
999 |
_c17202 _d17202 |