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An Efficient Parallel Method for Mining Frequent Closed Sequential Patterns

open access: goldIEEE Access, 2017
Mining frequent closed sequential pattern (FCSPs) has attracted a great deal of research attention, because it is an important task in sequences mining.
Bao Huynh, Bay Vo, Vaclav Snasel
doaj   +7 more sources

CCPM: A Scalable and Noise-Resistant Closed Contiguous Sequential Patterns Mining Algorithm [PDF]

open access: greenKnowledge-Based Systems, 2017
International audienceMining closed contiguous sequential patterns has been addressed in the literature only recently, through the CCSpan algorithm.
Brun, Armelle   +5 more
core   +6 more sources

Discovery of closed spatio-temporal sequential patterns from event data

open access: diamondProcedia Computer Science, 2019
In the paper, we first thoroughly examine and prove properties of the participation index of spatio-temporal sequential patterns. Then, we introduce notions of a closure of a spatio-temporal sequential pattern and a closed spatio-temporal sequential ...
Piotr S Maciag   +2 more
exaly   +4 more sources

APPLYING THE ATTRIBUTED PREFIX TREE FOR MINING CLOSED SEQUENTIAL PATTERNS

open access: diamondVietnam Journal of Science and Technology, 2018
Mining closed sequential patterns is one of important tasks in data mining. It is proposed to resolve difficult problems in mining sequential pattern such as mining long frequent sequences that contain a combinatorial number of frequent subsequences or ...
Thiet, Pham Thi
core   +5 more sources

Using patterns co-occurrence matrix for cleaning closed sequential patterns for text mining [PDF]

open access: green2012 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology, 2012
With the overwhelming increase in the amount of texts on the web, it is almost impossible for people to keep abreast of up-to-date information. Text mining is a process by which interesting information is derived from text through the discovery of ...
Abdulmohsen Algarni   +5 more
core   +5 more sources

An Efficient Method for Mining Top-K Closed Sequential Patterns [PDF]

open access: goldIEEE Access, 2020
The problem of exploiting Closed Sequential Patterns (CSPs) is an essential task in data mining, with many different applications. It is used to resolve the situations of huge databases or low minimum support (minsup) thresholds in mining sequential ...
Thi-Thiet Pham   +4 more
doaj   +3 more sources

SeqStream: Mining Closed Sequential Patterns over Stream Sliding Windows

open access: yes2008 Eighth IEEE International Conference on Data Mining, 2008
Previous studies have shown mining closed patterns provides more benefits than mining the complete set of frequent patterns, since closed pattern mining leads to more compact results and more efficient algorithms.
Lei Chang, Hua Luan
exaly   +4 more sources

C3Ro: An efficient mining algorithm of extended-closed contiguous robust sequential patterns in noisy data

open access: bronzeExpert systems with applications, 2019
International audienceSequential pattern mining has been the focus of many works, but still faces a tough challenge in the mining of large databases for both efficiency and apprehensibility of its resulting set.
Brun, Armelle, Abboud, Y, Boyer, Anne
core   +4 more sources

RCA-Seq: An original approach for enhancing the analysis of sequential data based on hierarchies of multilevel closed partially-ordered patterns

open access: greenDiscrete Applied Mathematics, 2020
International audienceMethods for analysing sequential data generally produce a huge number of sequential patterns that have then to be evaluated and interpreted by domain experts.
Cristina Nica   +2 more
exaly   +5 more sources

Transportation Service Quality Improvement through Closed Sequential Pattern Mining Approach [PDF]

open access: diamondCybernetics and Information Technologies, 2016
With the improvement of people’s living quality, more attention has been paid in food safety and quality. This is especially true for perishable agricultural and dairy products.
Huang Haisong   +2 more
doaj   +2 more sources

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