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» Finding frequent items in data streams
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ICDM
2010
IEEE
164views Data Mining» more  ICDM 2010»
13 years 2 months ago
On Finding Similar Items in a Stream of Transactions
While there has been a lot of work on finding frequent itemsets in transaction data streams, none of these solve the problem of finding similar pairs according to standard similar...
Andrea Campagna, Rasmus Pagh
IDA
2008
Springer
13 years 4 months ago
Mining frequent items in a stream using flexible windows
We study the problem of finding frequent items in a continuous stream of itemsets. A new frequency measure is introduced, based on a flexible window length. For a given item, its ...
Toon Calders, Nele Dexters, Bart Goethals
SSDBM
2008
IEEE
95views Database» more  SSDBM 2008»
13 years 11 months ago
Finding Frequent Items over General Update Streams
Abstract. We present novel space and time-efficient algorithms for finding frequent items over general update streams. Our algorithms are based on a novel adaptation of the popula...
Sumit Ganguly, Abhayendra N. Singh, Satyam Shankar
KDD
2010
ACM
300views Data Mining» more  KDD 2010»
13 years 8 months ago
Mining top-k frequent items in a data stream with flexible sliding windows
We study the problem of finding the k most frequent items in a stream of items for the recently proposed max-frequency measure. Based on the properties of an item, the maxfrequen...
Hoang Thanh Lam, Toon Calders
CIKM
2003
Springer
13 years 10 months ago
Dynamically maintaining frequent items over a data stream
Cheqing Jin, Weining Qian, Chaofeng Sha, Jeffrey X...