FR-Tree: A novel rare association rule for big data problem

MA Mahdi, KM Hosny, I Elhenawy - Expert Systems with Applications, 2022 - Elsevier
In some situations, finding the rare association rule is of higher importance than the frequent
itemset. Unique rules represent rare cases, activities, or events in real-world applications. It …

A novel approach for finding rare items based on multiple minimum support framework

U Bhatt, P Patel - Procedia Computer Science, 2015 - Elsevier
Pattern mining methods describe valuable and advantageous items from a large amount of
records stored in the corporate datasets and repositories. While mining, literature has almost …

An improved frequent pattern-growth approach to discover rare association rules

RU Kiran, PK Reddy - International Conference on Knowledge …, 2009 - scitepress.org
In this paper we have proposed an improved approach to extract rare association rules. The
association rules which involve rare items are called rare association rules. Mining rare …

Rare association rule mining from incremental databases

A Borah, B Nath - Pattern Analysis and Applications, 2020 - Springer
Rare association rule mining is an imperative field of data mining that attempts to identify
rare correlations among the items in a database. Although numerous attempts pertaining to …

Mining rare association rules in the datasets with widely varying items' frequencies

RU Kiran, PK Reddy - Database Systems for Advanced Applications: 15th …, 2010 - Springer
Rare association rule is an association rule consisting of rare items. It is difficult to mine rare
association rules with a single minimum support (minsup) constraint because low minsup …

Generating rare association rules using the minimal rare itemsets family

L Szathmary, P Valtchev, A Napoli - International Journal of …, 2010 - inria.hal.science
Rare association rules correspond to rare, or infrequent, itemsets, as opposed to frequent
ones that are targeted by conventional pattern miners. Rare rules reflect regularities of local …

Finding interesting rare association rules using rare pattern tree

S Tsang, YS Koh, G Dobbie - Transactions on Large-Scale Data-and …, 2013 - Springer
Most association rule mining techniques concentrate on finding frequent rules. However,
rare association rules are in some cases more interesting than frequent association rules …

An efficient approach on rare association rule mining

N Hoque, B Nath, DK Bhattacharyya - Proceedings of Seventh …, 2013 - Springer
Traditional association mining techniques are based on support-confidence framework,
which enable us to generate frequent rules based on frequent itemsets identified on a …

[PDF][PDF] Mining rare itemset with automated support thresholds

KSC Sadhasivam, T Angamuthu - Journal of Computer Science, 2011 - Citeseer
Problem statement: Frequent itemset mining is an important task in data mining to discover
the hidden, interesting associations between items in the database based on the user …

[PDF][PDF] A new approach on rare association rule mining

N Hoque, B Nath, DK Bhattacharyya - International Journal of …, 2012 - academia.edu
Association rule mining is the process of finding some relations among the
attributes/attribute values of huge database based on support value. Most existing …