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- BIRCH abstract "BIRCH (balanced iterative reducing and clustering using hierarchies) is an unsupervised data mining algorithm used to perform hierarchical clustering over particularly large data-sets. An advantage of BIRCH is its ability to incrementally and dynamically cluster incoming, multi-dimensional metric data points in an attempt to produce the best quality clustering for a given set of resources (memory and time constraints). In most cases, BIRCH only requires a single scan of the database.Its inventors claim BIRCH to be the \"first clustering algorithm proposed in the database area to handle 'noise' (data points that are not part of the underlying pattern) effectively\", beating DBSCAN by two months. The algorithm received the SIGMOD 10 year test of time award in 2006.".
- BIRCH wikiPageID "22114276".
- BIRCH wikiPageLength "5441".
- BIRCH wikiPageOutDegree "14".
- BIRCH wikiPageRevisionID "678433432".
- BIRCH wikiPageWikiLink Branching_factor.
- BIRCH wikiPageWikiLink Category:Data_clustering_algorithms.
- BIRCH wikiPageWikiLink Cluster_analysis.
- BIRCH wikiPageWikiLink Computer_data_storage.
- BIRCH wikiPageWikiLink DBSCAN.
- BIRCH wikiPageWikiLink Data_mining.
- BIRCH wikiPageWikiLink Data_point.
- BIRCH wikiPageWikiLink Data_set.
- BIRCH wikiPageWikiLink Feature_vector.
- BIRCH wikiPageWikiLink Performance_tuning.
- BIRCH wikiPageWikiLink Time_constraint.
- BIRCH wikiPageWikiLink Tree_(data_structure).
- BIRCH wikiPageWikiLinkText "BIRCH".
- BIRCH date "December 2014".
- BIRCH reason "Are these parameters set in advance?".
- BIRCH wikiPageUsesTemplate Template:About.
- BIRCH wikiPageUsesTemplate Template:Clarification_needed.
- BIRCH wikiPageUsesTemplate Template:Machine_learning_bar.
- BIRCH wikiPageUsesTemplate Template:Mvar.
- BIRCH wikiPageUsesTemplate Template:Reflist.
- BIRCH subject Category:Data_clustering_algorithms.
- BIRCH hypernym Algorithm.
- BIRCH type Software.
- BIRCH type Algorithm.
- BIRCH type Datum.
- BIRCH type Redirect.
- BIRCH comment "BIRCH (balanced iterative reducing and clustering using hierarchies) is an unsupervised data mining algorithm used to perform hierarchical clustering over particularly large data-sets. An advantage of BIRCH is its ability to incrementally and dynamically cluster incoming, multi-dimensional metric data points in an attempt to produce the best quality clustering for a given set of resources (memory and time constraints).".
- BIRCH label "BIRCH".
- BIRCH sameAs Q4835721.
- BIRCH sameAs BIRCH.
- BIRCH sameAs m.05p2lyn.
- BIRCH sameAs Q4835721.
- BIRCH wasDerivedFrom BIRCH?oldid=678433432.
- BIRCH isPrimaryTopicOf BIRCH.