Otdielka kvartir E-books > Data Mining > Advances in K-means Clustering: A Data Mining Thinking by Junjie Wu PDF

Advances in K-means Clustering: A Data Mining Thinking by Junjie Wu PDF

By Junjie Wu

Nearly we all know K-means set of rules within the fields of information mining and enterprise intelligence. however the ever-emerging information with tremendous complex features deliver new demanding situations to this "old" set of rules. This booklet addresses those demanding situations and makes novel contributions in constructing theoretical frameworks for K-means distances and K-means established consensus clustering, opting for the "dangerous" uniform influence and zero-value quandary of K-means, adapting correct measures for cluster validity, and integrating K-means with SVMs for infrequent category research. This booklet not just enriches the clustering and optimization theories, but in addition presents solid suggestions for the sensible use of K-means, in particular for vital projects similar to community intrusion detection and credits fraud prediction. The thesis on which this booklet relies has received the "2010 nationwide first-class Doctoral Dissertation Award", the top honor for no more than a hundred PhD theses consistent with yr in China.

Show description

Read or Download Advances in K-means Clustering: A Data Mining Thinking (Springer Theses) PDF

Best data mining books

Download PDF by Russell Bradberry,Eric Lubow: Practical Cassandra: A Developer's Approach (Addison-Wesley

”Eric and Russell have been early adopters of Cassandra at SimpleReach. In sensible Cassandra, you reap the benefits of their event within the trenches administering Cassandra, constructing opposed to it, and development one of many first CQL drivers. while you're deploying Cassandra quickly, otherwise you inherited a Cassandra cluster to have a tendency, spend a while with the deployment, functionality tuning, and upkeep chapters… while you're new to Cassandra, I hugely suggest the chapters on info modeling and CQL.

Download PDF by Paolo Ciuccarelli,Giorgia Lupi,Luca Simeone: Visualizing the Data City: Social Media as a Source of

This ebook investigates novel equipment and applied sciences for the gathering, research and illustration of real-time user-generated facts on the city scale with a view to discover capability eventualities for extra participatory layout, making plans and administration tactics. For this function, the authors current a collection of experiments carried out in collaboration with city stakeholders at quite a few degrees (including voters, urban directors, city planners, neighborhood industries and NGOs) in Milan and manhattan in 2012.

Get Recent Developments and New Direction in Soft-Computing PDF

This e-book studies on advancedtheories and state of the art functions within the box of soppy computing. Theindividual chapters, written via best researchers, are in response to contributionspresented throughout the 4th global convention on delicate Computing, held may perhaps 25-27,2014, in Berkeley. The booklet covers a wealth of key subject matters in smooth computing,focusing on either primary facets and purposes.

Download e-book for kindle: Cassandra High Performance Cookbook - Second Edition by Gurashish Brar

Key FeaturesOver 2 hundred hands-on recipes that will help you successfully administer, layout, and optimize large-scale Apache Cassandra ClustersFrom a pro writer, methods to organize, use, and troubleshoot globally dispensed large-scale databasesDiscover the way to create effective information types and entry patternsBook DescriptionApache Cassandra is a fault-tolerant, disbursed info shop, which deals linear scalability permitting it to be a garage platform for giant excessive quantity web content.

Extra info for Advances in K-means Clustering: A Data Mining Thinking (Springer Theses)

Sample text

Download PDF sample

Advances in K-means Clustering: A Data Mining Thinking (Springer Theses) by Junjie Wu


by Mark
4.5

Rated 4.44 of 5 – based on 34 votes