000 | 04653nam a22006135i 4500 | ||
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001 | 978-3-540-71080-6 | ||
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008 | 100301s2008 gw | s |||| 0|eng d | ||
020 |
_a9783540710806 _9978-3-540-71080-6 |
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_a10.1007/978-3-540-71080-6 _2doi |
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_aVisual Data Mining _h[electronic resource] : _bTheory, Techniques and Tools for Visual Analytics / _cedited by Simeon Simoff, Michael H. Böhlen, Arturas Mazeika. |
250 | _a1st ed. 2008. | ||
264 | 1 |
_aBerlin, Heidelberg : _bSpringer Berlin Heidelberg : _bImprint: Springer, _c2008. |
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300 |
_aX, 407 p. _bonline resource. |
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336 |
_atext _btxt _2rdacontent |
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337 |
_acomputer _bc _2rdamedia |
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_aonline resource _bcr _2rdacarrier |
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347 |
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490 | 1 |
_aInformation Systems and Applications, incl. Internet/Web, and HCI, _x2946-1642 ; _v4404 |
|
505 | 0 | _aVisual Data Mining: An Introduction and Overview -- Visual Data Mining: An Introduction and Overview -- 1 - Theory and Methodologies -- The 3DVDM Approach: A Case Study with Clickstream Data -- Form-Semantics-Function - A Framework for Designing Visual Data Representations for Visual Data Mining -- A Methodology for Exploring Association Models -- Visual Exploration of Frequent Itemsets and Association Rules -- Visual Analytics: Scope and Challenges -- 2 - Techniques -- Using Nested Surfaces for Visual Detection of Structures in Databases -- Visual Mining of Association Rules -- Interactive Decision Tree Construction for Interval and Taxonomical Data -- Visual Methods for Examining SVM Classifiers -- Text Visualization for Visual Text Analytics -- Visual Discovery of Network Patterns of Interaction between Attributes -- Mining Patterns for Visual Interpretation in a Multiple-Views Environment -- Using 2D Hierarchical Heavy Hitters to Investigate Binary Relationships -- Complementing Visual Data Mining with the Sound Dimension: Sonification of Time Dependent Data -- Context Visualization for Visual Data Mining -- Assisting Human Cognition in Visual Data Mining -- 3 - Tools and Applications -- Immersive Visual Data Mining: The 3DVDM Approach -- DataJewel: Integrating Visualization with Temporal Data Mining -- A Visual Data Mining Environment -- Integrative Visual Data Mining of Biomedical Data: Investigating Cases in Chronic Fatigue Syndrome and Acute Lymphoblastic Leukaemia -- Towards Effective Visual Data Mining with Cooperative Approaches. | |
520 | _aThe importance of visual data mining, as a strong sub-discipline of data mining, had already been recognized in the beginning of the decade. In 2005 a panel of renowned individuals met to address the shortcomings and drawbacks of the current state of visual information processing. The need for a systematic and methodological development of visual analytics was detected. This book aims at addressing this need. Through a collection of 21 contributions selected from more than 46 submissions, it offers a systematic presentation of the state of the art in the field. The volume is structured in three parts on theory and methodologies, techniques, and tools and applications. | ||
650 | 0 |
_aData mining. _93907 |
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650 | 0 |
_aComputer graphics. _94088 |
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650 | 0 |
_aDatabase management. _93157 |
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650 | 0 |
_aInformation storage and retrieval systems. _922213 |
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650 | 1 | 4 |
_aData Mining and Knowledge Discovery. _9135552 |
650 | 2 | 4 |
_aComputer Graphics. _94088 |
650 | 2 | 4 |
_aDatabase Management. _93157 |
650 | 2 | 4 |
_aInformation Storage and Retrieval. _923927 |
700 | 1 |
_aSimoff, Simeon. _eeditor. _4edt _4http://id.loc.gov/vocabulary/relators/edt _9135553 |
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700 | 1 |
_aBöhlen, Michael H. _eeditor. _4edt _4http://id.loc.gov/vocabulary/relators/edt _9135554 |
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700 | 1 |
_aMazeika, Arturas. _eeditor. _4edt _4http://id.loc.gov/vocabulary/relators/edt _9135555 |
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710 | 2 |
_aSpringerLink (Online service) _9135556 |
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773 | 0 | _tSpringer Nature eBook | |
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_iPrinted edition: _z9783540710790 |
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_iPrinted edition: _z9783540867517 |
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_aInformation Systems and Applications, incl. Internet/Web, and HCI, _x2946-1642 ; _v4404 _9135557 |
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856 | 4 | 0 | _uhttps://doi.org/10.1007/978-3-540-71080-6 |
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