000 | 04843nam a22006375i 4500 | ||
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001 | 978-3-642-37574-3 | ||
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007 | cr nn 008mamaa | ||
008 | 130419s2013 gw | s |||| 0|eng d | ||
020 |
_a9783642375743 _9978-3-642-37574-3 |
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024 | 7 |
_a10.1007/978-3-642-37574-3 _2doi |
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_aTransactions on Large-Scale Data- and Knowledge-Centered Systems VIII _h[electronic resource] : _bSpecial Issue on Advances in Data Warehousing and Knowledge Discovery / _cedited by Abdelkader Hameurlain, Josef Küng, Roland Wagner, Alfredo Cuzzocrea, Umeshwar Dayal. |
250 | _a1st ed. 2013. | ||
264 | 1 |
_aBerlin, Heidelberg : _bSpringer Berlin Heidelberg : _bImprint: Springer, _c2013. |
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300 |
_aXII, 197 p. 99 illus. _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 |
_aTransactions on Large-Scale Data- and Knowledge-Centered Systems, _x2510-4942 ; _v7790 |
|
505 | 0 | _aETLMR: A Highly Scalable Dimensional ETL Framework Based on MapReduce -- The Planning OLAP Model - A Multidimensional Model with Planning Support -- Query Optimization for the NOX OLAP Algebra -- Finding Critical Thresholds for Defining Bursts in Event Logs -- Concurrent Semi-supervised Learning with Active Learning of Data Streams -- Efficient Single Pass Ordered Incremental Pattern Mining -- Finding Interesting Rare Association Rules Using Rare Pattern Tree -- Discovering Frequent Patterns from Uncertain Data Streams with Time-Fading and Landmark Models. | |
520 | _aThe LNCS journal Transactions on Large-Scale Data- and Knowledge-Centered Systems focuses on data management, knowledge discovery, and knowledge processing, which are core and hot topics in computer science. Since the 1990s, the Internet has become the main driving force behind application development in all domains. An increase in the demand for resource sharing across different sites connected through networks has led to an evolution of data- and knowledge-management systems from centralized systems to decentralized systems enabling large-scale distributed applications providing high scalability. Current decentralized systems still focus on data and knowledge as their main resource. Feasibility of these systems relies basically on P2P (peer-to-peer) techniques and the support of agent systems with scaling and decentralized control. Synergy between grids, P2P systems, and agent technologies is the key to data- and knowledge-centered systems in large-scale environments. This, the eighth issue of Transactions on Large-Scale Data- and Knowledge-Centered Systems, contains eight revised selected regular papers focusing on the following topics: scalable data warehousing via MapReduce, extended OLAP multidimensional models, naive OLAP engines and their optimization, advanced data stream processing and mining, semi-supervised learning of data streams, incremental pattern mining over data streams, association rule mining over data streams, frequent pattern discovery over data streams. | ||
650 | 0 |
_aData mining. _93907 |
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650 | 0 |
_aDatabase management. _93157 |
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650 | 0 |
_aInformation technology _xManagement. _95368 |
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650 | 0 |
_aInformation storage and retrieval systems. _922213 |
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650 | 1 | 4 |
_aData Mining and Knowledge Discovery. _9163183 |
650 | 2 | 4 |
_aDatabase Management. _93157 |
650 | 2 | 4 |
_aComputer Application in Administrative Data Processing. _931588 |
650 | 2 | 4 |
_aInformation Storage and Retrieval. _923927 |
700 | 1 |
_aHameurlain, Abdelkader. _eeditor. _4edt _4http://id.loc.gov/vocabulary/relators/edt _9163184 |
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700 | 1 |
_aKüng, Josef. _eeditor. _4edt _4http://id.loc.gov/vocabulary/relators/edt _9163185 |
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700 | 1 |
_aWagner, Roland. _eeditor. _4edt _4http://id.loc.gov/vocabulary/relators/edt _9163186 |
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700 | 1 |
_aCuzzocrea, Alfredo. _eeditor. _4edt _4http://id.loc.gov/vocabulary/relators/edt _9163187 |
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700 | 1 |
_aDayal, Umeshwar. _eeditor. _4edt _4http://id.loc.gov/vocabulary/relators/edt _9163188 |
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710 | 2 |
_aSpringerLink (Online service) _9163189 |
|
773 | 0 | _tSpringer Nature eBook | |
776 | 0 | 8 |
_iPrinted edition: _z9783642375736 |
776 | 0 | 8 |
_iPrinted edition: _z9783642375750 |
830 | 0 |
_aTransactions on Large-Scale Data- and Knowledge-Centered Systems, _x2510-4942 ; _v7790 _9163190 |
|
856 | 4 | 0 | _uhttps://doi.org/10.1007/978-3-642-37574-3 |
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