skip to content
Data mining and knowledge discovery handbook Preview this item
ClosePreview this item
Checking...

Data mining and knowledge discovery handbook

Author: Oded Maimon; Lior Rokach
Publisher: New York : Springer, ©2010.
Edition/Format:   Print book : English : 2nd edView all editions and formats
Summary:

Updated and revised, Data Mining and Knowledge Discovery Handbook, 2nd Edition, presents the concepts, theories, challenges and applications of data mining (DM) and knowledge discovery in databases  Read more...

Rating:

(not yet rated) 0 with reviews - Be the first.

Subjects
More like this

 

Find a copy in the library

&AllPage.SpinnerRetrieving; Finding libraries that hold this item...

Details

Genre/Form: Handbooks and manuals
Handbooks, manuals, etc
Material Type: Internet resource
Document Type: Book, Internet Resource
All Authors / Contributors: Oded Maimon; Lior Rokach
ISBN: 9780387098227 0387098224
OCLC Number: 640079542
Description: xx, 1285 pages : illustrations ; 25 cm
Contents: Introduction to knowledge discovery and data mining --
Part I. Preprocessing methods. Data cleansing: a prelude to knowledge discovery --
Handling missing attribute values --
Geometric methods for feature extraction and dimensional reduction --
a guided tour --
Dimension reduction and feature selection --
Discretization methods --
Outlier detection --
Part II. Supervised methods. Supervised learning --
Classification trees --
Bayesian networks --
Data mining within a regression framework --
Support vector machines --
Rule induction. Part III. Unsupervised methods. A survey of clustering algorithms --
Association rules --
Frequent set mining --
Constraint-based data mining --
Link analysis --
Part IV. Soft computing methods. A review of evolutionary algorithms for data mining --
A review of reinforcement learning methods --
Neural networks for data mining --
Granular computing and rought sets --
an incremental development --
Pattern clustering using a swarm intelligence approach --
Using Fuzzy logic in data mining --
Part V. Supporting methods. Statistical methods for data mining --
Logics for data mining --
Wavelet methods in data mining --
Fractal mining --
self similarity-based clustering and its applications --
Visual analysis of sequences using fractal geometry --
Interestingness measures --
on determining what is interesting --
Quality assessment approaches in data mining --
Data mining model comparison --
Data mining query languages. Part VI. Advanced methods. Mining multi-label data --
Privacy in data mining --
Meta-learning --
concepts and techniques --
Bias vs variance decomposition for regression and classification --
Mining with rare cases --
Data stream mining --
Mining concept-drifting data streams --
Mining high-dimensional data --
Text mining and information extraction --
Spatial data mining --
Spatio-temporal clustering --
Data mining for imbalanced datasets: an overview --
Relational data mining --
Web mining --
A review of web document clustering approaches --
Causal discovery --
Ensemble methods in supervised learning --
Data mining using decomposition methods --
Information fusion --
methods and aggregation operators --
Parallel and grid-based data mining --
algorithms, models and systems for high-performance KDD --
Collaborative data mining --
Organizational data mining --
Mining time series data. Part VII. Applications. Multimedia data mining --
Data mining in medicine --
Learning information patterns in biological databases --
stochastic data mining --
Data mining for financial applications --
Data mining for intrusion detection --
Data mining for CRM --
Data mining for target marketing --
NHECD --
Nano health and environmental commented database --
Part VIII. Software. Commercial data mining software --
Weka-A machine learning workbench for data mining.
Responsibility: Oded Maimon and Lior Rokach, editors.
More information:

Reviews

Editorial reviews

Publisher Synopsis

From the reviews of the second edition:"This handbook provides an excellent guide in every aspect of the discovery process. ... Contributors are drawn from noted academic institutions and companies Read more...

 
User-contributed reviews
Retrieving GoodReads reviews...
Retrieving DOGObooks reviews...

Tags

Be the first.
Confirm this request

You may have already requested this item. Please select Ok if you would like to proceed with this request anyway.

Linked Data


Primary Entity

<http://www.worldcat.org/oclc/640079542> # Data mining and knowledge discovery handbook
    a schema:CreativeWork, schema:Book ;
   library:oclcnum "640079542" ;
   library:placeOfPublication <http://dbpedia.org/resource/New_York_City> ; # New York
   library:placeOfPublication <http://id.loc.gov/vocabulary/countries/nyu> ;
   schema:about <http://id.worldcat.org/fast/887946> ; # Data mining
   schema:about <http://dewey.info/class/006.312/e22/> ;
   schema:about <http://id.loc.gov/authorities/subjects/sh97002073> ; # Data mining
   schema:about <http://experiment.worldcat.org/entity/work/data/1039040006#Topic/wissensextraktion> ; # Wissensextraktion
   schema:about <http://experiment.worldcat.org/entity/work/data/1039040006#Topic/data_mining> ; # Data Mining
   schema:about <http://id.worldcat.org/fast/988182> ; # Knowledge acquisition (Expert systems)
   schema:bookEdition "2nd ed." ;
   schema:bookFormat bgn:PrintBook ;
   schema:contributor <http://viaf.org/viaf/310106> ; # Oded Maimon
   schema:contributor <http://viaf.org/viaf/61849195> ; # Lior Rokach
   schema:copyrightYear "2010" ;
   schema:datePublished "2010" ;
   schema:exampleOfWork <http://worldcat.org/entity/work/id/1039040006> ;
   schema:genre "Handbooks and manuals"@en ;
   schema:inLanguage "en" ;
   schema:name "Data mining and knowledge discovery handbook"@en ;
   schema:productID "640079542" ;
   schema:publication <http://www.worldcat.org/title/-/oclc/640079542#PublicationEvent/new_york_springer_2010> ;
   schema:publisher <http://experiment.worldcat.org/entity/work/data/1039040006#Agent/springer> ; # Springer
   schema:url <http://catdir.loc.gov/catdir/enhancements/fy1316/2010931143-t.html> ;
   schema:workExample <http://worldcat.org/isbn/9780387098227> ;
   umbel:isLike <http://bnb.data.bl.uk/id/resource/GBB069916> ;
   wdrs:describedby <http://www.worldcat.org/title/-/oclc/640079542> ;
    .


Related Entities

<http://dbpedia.org/resource/New_York_City> # New York
    a schema:Place ;
   schema:name "New York" ;
    .

<http://id.loc.gov/authorities/subjects/sh97002073> # Data mining
    a schema:Intangible ;
   schema:name "Data mining"@en ;
    .

<http://id.worldcat.org/fast/887946> # Data mining
    a schema:Intangible ;
   schema:name "Data mining"@en ;
    .

<http://id.worldcat.org/fast/988182> # Knowledge acquisition (Expert systems)
    a schema:Intangible ;
   schema:name "Knowledge acquisition (Expert systems)"@en ;
    .

<http://viaf.org/viaf/310106> # Oded Maimon
    a schema:Person ;
   schema:familyName "Maimon" ;
   schema:givenName "Oded" ;
   schema:name "Oded Maimon" ;
    .

<http://viaf.org/viaf/61849195> # Lior Rokach
    a schema:Person ;
   schema:familyName "Rokach" ;
   schema:givenName "Lior" ;
   schema:name "Lior Rokach" ;
    .

<http://worldcat.org/isbn/9780387098227>
    a schema:ProductModel ;
   schema:isbn "0387098224" ;
   schema:isbn "9780387098227" ;
    .


Content-negotiable representations

Close Window

Please sign in to WorldCat 

Don't have an account? You can easily create a free account.