000 | 03884nam a22005175i 4500 | ||
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001 | 978-3-031-01898-5 | ||
003 | DE-He213 | ||
005 | 20240730163745.0 | ||
007 | cr nn 008mamaa | ||
008 | 220601s2009 sz | s |||| 0|eng d | ||
020 |
_a9783031018985 _9978-3-031-01898-5 |
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024 | 7 |
_a10.1007/978-3-031-01898-5 _2doi |
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050 | 4 | _aQA76.9.D343 | |
072 | 7 |
_aUNF _2bicssc |
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072 | 7 |
_aUYQE _2bicssc |
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_aCOM021030 _2bisacsh |
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_aUNF _2thema |
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_aUYQE _2thema |
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082 | 0 | 4 |
_a006.312 _223 |
100 | 1 |
_aAgarwal, Nitin. _eauthor. _4aut _4http://id.loc.gov/vocabulary/relators/aut _980403 |
|
245 | 1 | 0 |
_aModeling and Data Mining in Blogosphere _h[electronic resource] / _cby Nitin Agarwal, Huan Liu. |
250 | _a1st ed. 2009. | ||
264 | 1 |
_aCham : _bSpringer International Publishing : _bImprint: Springer, _c2009. |
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300 |
_aIX, 127 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 |
_aSynthesis Lectures on Data Mining and Knowledge Discovery, _x2151-0075 |
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505 | 0 | _aModeling Blogosphere -- Blog Clustering and Community Discovery -- Influence and Trust -- Spam Filtering in Blogosphere -- Data Collection and Evaluation. | |
520 | _aThis book offers a comprehensive overview of the various concepts and research issues about blogs or weblogs. It introduces techniques and approaches, tools and applications, and evaluation methodologies with examples and case studies. Blogs allow people to express their thoughts, voice their opinions, and share their experiences and ideas. Blogs also facilitate interactions among individuals creating a network with unique characteristics. Through the interactions individuals experience a sense of community. We elaborate on approaches that extract communities and cluster blogs based on information of the bloggers. Open standards and low barrier to publication in Blogosphere have transformed information consumers to producers, generating an overwhelming amount of ever-increasing knowledge about the members, their environment and symbiosis. We elaborate on approaches that sift through humongous blog data sources to identify influential and trustworthy bloggers leveraging content and network information. Spam blogs or "splogs" are an increasing concern in Blogosphere and are discussed in detail with the approaches leveraging supervised machine learning algorithms and interaction patterns. We elaborate on data collection procedures, provide resources for blog data repositories, mention various visualization and analysis tools in Blogosphere, and explain conventional and novel evaluation methodologies, to help perform research in the Blogosphere. The book is supported by additional material, including lecture slides as well as the complete set of figures used in the book, and the reader is encouraged to visit the book website for the latest information. Table of Contents: Modeling Blogosphere / Blog Clustering and Community Discovery / Influence and Trust / Spam Filtering in Blogosphere / Data Collection and Evaluation. | ||
650 | 0 |
_aData mining. _93907 |
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650 | 0 |
_aStatisticsĀ . _931616 |
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650 | 1 | 4 |
_aData Mining and Knowledge Discovery. _980404 |
650 | 2 | 4 |
_aStatistics. _914134 |
700 | 1 |
_aLiu, Huan. _eauthor. _4aut _4http://id.loc.gov/vocabulary/relators/aut _980405 |
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710 | 2 |
_aSpringerLink (Online service) _980406 |
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773 | 0 | _tSpringer Nature eBook | |
776 | 0 | 8 |
_iPrinted edition: _z9783031007705 |
776 | 0 | 8 |
_iPrinted edition: _z9783031030260 |
830 | 0 |
_aSynthesis Lectures on Data Mining and Knowledge Discovery, _x2151-0075 _980407 |
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856 | 4 | 0 | _uhttps://doi.org/10.1007/978-3-031-01898-5 |
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