An overview of emerging pattern mining in supervised descriptive rule discovery: taxonomy, empirical study, trends, and prospects
Emerging pattern mining is a data mining task that aims to discover discriminative patterns,
which can describe emerging behavior with respect to a property of interest. In recent years …
which can describe emerging behavior with respect to a property of interest. In recent years …
A review of supervised classification based on contrast patterns: Applications, trends, and challenges
O Loyola-González, MA Medina-Pérez… - Journal of grid …, 2020 - Springer
Supervised classification based on Contrast Patterns (CP) is a trending topic in the pattern
recognition literature, partly because it contains an important family of both understandable …
recognition literature, partly because it contains an important family of both understandable …
A distributed evolutionary fuzzy system-based method for the fusion of descriptive emerging patterns in data streams
Nowadays the amount of networks of devices and sensors, such as smart homes or smart
cities, is rapidly increasing. Each of these devices generates massive amounts of data on a …
cities, is rapidly increasing. Each of these devices generates massive amounts of data on a …
MOEA-EFEP: Multi-objective evolutionary algorithm for extracting fuzzy emerging patterns
ÁM García-Vico, CJ Carmona… - … on Fuzzy Systems, 2018 - ieeexplore.ieee.org
Emerging pattern mining is a data mining task that belongs to the supervized descriptive rule
discovery framework. Its objective is to find rules that describe emerging behavior or …
discovery framework. Its objective is to find rules that describe emerging behavior or …
Contrast pattern mining: a survey
Contrast pattern mining (CPM) is an important and popular subfield of data mining.
Traditional sequential patterns cannot describe the contrast information between different …
Traditional sequential patterns cannot describe the contrast information between different …
A big data approach for the extraction of fuzzy emerging patterns
Nowadays, the growth of available data, known as big data, and machine learning
techniques are changing our lives. The extraction of insights related to the underlying …
techniques are changing our lives. The extraction of insights related to the underlying …
Medical Opinions Analysis about the Decrease of Autopsies Using Emerging Pattern Mining
I Machorro-Cano, IA Ríos-Méndez, JA Palet-Guzmán… - Data, 2023 - mdpi.com
An autopsy is a widely recognized procedure to guarantee ongoing enhancements in
medicine. It finds extensive application in legal, scientific, medical, and research domains …
medicine. It finds extensive application in legal, scientific, medical, and research domains …
A first approach to handle fuzzy emerging patterns mining on big data problems: The EvAEFP-spark algorithm
AM García-Vico, P González… - … on Fuzzy Systems …, 2017 - ieeexplore.ieee.org
Internet and the new technologies are generating new scenarios with and a significant
increase of data volumes. The treatment of this huge quantity of information is impossible …
increase of data volumes. The treatment of this huge quantity of information is impossible …
A cellular-based evolutionary approach for the extraction of emerging patterns in massive data streams
Today, the number of existing devices generates immense amounts of data on a continuous
basis that must be processed by new distributed data stream mining approaches. In this …
basis that must be processed by new distributed data stream mining approaches. In this …