Title :
Notice of Retraction
Improved Decaying Bloom Filter for duplicate detection in data streams over sliding windows
Author :
Xiujun Wang ; Hong Shen
Author_Institution :
Dept. of Comput. Sci., Univ. of Sci. & Technol. of China, Hefei, China
Abstract :
Notice of Retraction
After careful and considered review of the content of this paper by a duly constituted expert committee, this paper has been found to be in violation of IEEE´s Publication Principles.
We hereby retract the content of this paper. Reasonable effort should be made to remove all past references to this paper.
The presenting author of this paper has the option to appeal this decision by contacting TPII@ieee.org.
Approximate duplicate detection based on the Decaying Bloom Filter (DBF) for data streams over sliding windows (DDMDBF) is an effective technique, but may have a large false positive rate. Because it simply takes a querying element to be duplicated when the counters that this element is hashed to are non-zero, while neglects the actual values of the counters. In this paper, we propose a new data structure, Flag Decaying Bloom Filter (FDBF), which can maintain duplicate information more accurately by extending DBF with one additional flag bit for each integer counter. Then we propose an efficient approximate duplicate detection method (DDMFDBF) based on FDBF that reduces the false positive rate (FPR) p (0 <; p <; 1)of DDMDBF by a factor of p1-√(2) for approximately same bit space. Experimental results on synthetic data validate the analytical results on the efficiency and accuracy of our method.
Keywords :
data mining; data structures; query processing; FDBF; approximate duplicate detection method; data streams duplicate detection; false positive rate; flag decaying bloom filter; integer counter; querying element; sliding windows; Radiation detectors; Counting Bloom Filter; Decay Bloom Filter; Duplicate Detection; False Positive; Flag Deacying Bloom Filter;
Conference_Titel :
Computer Science and Information Technology (ICCSIT), 2010 3rd IEEE International Conference on
Conference_Location :
Chengdu
Print_ISBN :
978-1-4244-5537-9
DOI :
10.1109/ICCSIT.2010.5564586