Count-Min Sketch

GPTKB entity

Statements (30)
Predicate Object
gptkbp:instanceOf probabilistic data structure
gptkbp:application natural language processing
data mining
database systems
network traffic measurement
gptkbp:citation Cormode, G., & Muthukrishnan, S. (2005). An improved data stream summary: the Count-Min Sketch and its applications. Journal of Algorithms, 55(1), 58-75.
gptkbp:error_bound εN with probability 1-δ
https://www.w3.org/2000/01/rdf-schema#label Count-Min Sketch
gptkbp:introduced gptkb:Graham_Cormode
gptkb:S._Muthukrishnan
2005
gptkbp:limitation no deletion support
overestimates counts
gptkbp:numberOfLocations integer counters
gptkbp:parameter depth (d)
width (w)
gptkbp:publishedIn gptkb:Journal_of_Algorithms
gptkbp:query_type point query
range query
gptkbp:relatedTo gptkb:Bloom_filter
Count Sketch
gptkbp:spaceComplexity O(w × d)
gptkbp:time_complexity_(query) O(d)
gptkbp:time_complexity_(update) O(d)
gptkbp:usedFor stream processing
approximate counting
frequency estimation
gptkbp:uses hash functions
gptkbp:bfsParent gptkb:Graham_Cormode
gptkbp:bfsLayer 7