Frequent pattern mining in data streams

VE Lee, R Jin, G Agrawal - Frequent pattern mining, 2014 - Springer
As the volume of digital commerce and communication has exploded, the demand for data
mining of streaming data has likewise grown. One of the fundamental data mining tasks, for …

GM-Tree: An efficient frequent pattern mining technique for dynamic database

RK Roul, I Bansal - … on Industrial and Information Systems (ICIIS …, 2014 - ieeexplore.ieee.org
Since its inception, mining frequent patterns have become an imperative issue in data
mining. The main problem in this area is to find out the association rule that identifies the …

[PDF][PDF] A comprehensive survey of frequent item set mining methods

P Rupayla, K Patidar - IJETAE, ISSN, 2014 - Citeseer
In this paper, we are presenting an overview of existing frequent item set mining algorithms.
Nowadays frequent item set mining is a very popular and computationally expensive task …

iPARAS: incremental construction of parameter space for online association mining

X Qin, R Ahsan, X Lin… - Proceedings of the …, 2014 - proceedings.mlr.press
Association rule mining is known to be computationally intensive, yet real-time decision-
making applications are increasingly intolerant to delays. The state-of-the-art PARAS …

Parallel and distributed approach for mining closed regular patterns on incremental databases at user thresholds

M Sreedevi, GV Kumar - … of the 2014 International Conference on …, 2014 - dl.acm.org
Pattern mining is a challenging problem in data mining research due to large amounts of
records and dimensions are increasing in accessible databases. Number of parallel and …

A scalable algorithm for constructing Frequent pattern Tree

Z Abdullah, T Herawan, A Noraziah… - International Journal of …, 2014 - igi-global.com
Abstract Frequent Pattern Tree (FP-Tree) is a compact data structure of representing
frequent itemsets. The construction of FP-Tree is very important prior to frequent patterns …

[PDF][PDF] A Prime Number based framework for Frequent Pattern Mining

S Patel, K Kotecha - 2014 - csjournals.com
One of the most popular data mining techniques is association rule mining. Frequent Pattern
Mining is part of that. Plentiful literature dedicated to this research and remarkable progress …

[PDF][PDF] Incremental and Parallel Association Mining for Evolving Spatial Data: A Less Iterative Approach on MapReduce

JS Yoo, D Boulware, D Kimmey - Proceedings of ASE International …, 2014 - Citeseer
Spatial association mining has been used for discovering frequent spatial relationship
patterns from a large spatial database. When the database is constantly updated with fresh …

[PDF][PDF] Fast Determination of Items Support Technique from Enhanced Tree Data Structure

ZAZ Abdullah, THT Herawan, ANA Noraziah… - International Journal of …, 2014 - Citeseer
Abstract Frequent Pattern Tree (FP-Tree) is one of the famous data structure to keep
frequent itemsets. However when the content of transactional database is modified, FP-Tree …

[PDF][PDF] Frequent Pattern mining Using Novel FP-Growth Approach

S Patel, K Kotecha, V Patel, H Shukla, D Shah… - csjournals.com
With the advancement in technology, information is exponentially increasing day-by-day.
With such abundant information, methods are required to analyse the welter of information …