Mining sequential patterns with itemset constraints

T Van, B Vo, B Le - Knowledge and Information Systems, 2018 - Springer
Mining sequential patterns is used to discover all the frequent sequences in a sequence
database. However, the mining may return a huge number of patterns, while the users are …

Mining inter-sequence patterns with Itemset constraints

A Nguyen, NT Nguyen, LTT Nguyen, B Vo - Applied Intelligence, 2023 - Springer
Nowadays, raw data is rarely used directly. In real world applications, data is often
processed, and the necessary knowledge extracted, depending on the purpose of the user …

An efficient pruning method for mining inter-sequence patterns based on pseudo-IDList

A Nguyen, NT Nguyen, LTT Nguyen, B Vo - Expert Systems with …, 2024 - Elsevier
Mining inter-sequence patterns represents a relatively novel research direction, yielding
significant contributions to the field of data mining research since its inception. Its versatile …

An efficient method for mining non-redundant sequential rules using attributed prefix-trees

TT Pham, J Luo, TP Hong, B Vo - Engineering Applications of Artificial …, 2014 - Elsevier
Mining sequential generator patterns and mining closed sequential patterns are important to
sequence mining. They address difficulties in the mining of sequential patterns by reducing …

Mining constrained inter-sequence patterns: a novel approach to cope with item constraints

T Le, A Nguyen, B Huynh, B Vo, W Pedrycz - Applied Intelligence, 2018 - Springer
Data mining has become increasingly important in the Internet era. The problem of mining
inter-sequence pattern is a sub-task in data mining with several algorithms in the recent …

Mining frequent intra-sequence and inter-sequence patterns using bitmap with a maximal span

L Wenzhe, W Qian, Y Luqun, R Jiadong… - 2017 14th Web …, 2017 - ieeexplore.ieee.org
Frequent intra-sequence pattern mining and inter-sequence pattern mining are both
important ways of association rule mining for different applications. However, most …

Mining Frequent Patterns for Item-Oriented and Customer-Oriented Analysis

L Wenzhe, W Qian, W Yu, R Jiadong… - 2017 14th Web …, 2017 - ieeexplore.ieee.org
Frequent pattern mining can well extract insight from transaction patterns, and it is a desired
capability for fully understanding the customer's purchase behavior. However, most of the …

[PDF][PDF] Parallel Methods for Mining Frequent Sequential Patterns

QB Huynh - 2017 - core.ac.uk
The explosive growth of data and the rapid progress of technology have led to a huge
amount of data that is collected every day. In that data volume contains much valuable …