Complex Mining from Uncertain Big Data in Distributed Environments: Problems, Definitions, and Two Effective and Efficient Algorithms
298Big data refer to a wide variety of valuable data of different veracities that are generated
or collected at a high velocity with volumes beyond the ability of commonly used software to …
or collected at a high velocity with volumes beyond the ability of commonly used software to …
Mining frequent patterns from uncertain data with MapReduce for big data analytics
CKS Leung, Y Hayduk - … Conference on Database Systems for Advanced …, 2013 - Springer
Frequent pattern mining is commonly used in many real-life applications. Since its
introduction, the mining of frequent patterns from precise data has drawn attention of many …
introduction, the mining of frequent patterns from precise data has drawn attention of many …
A data analytic algorithm for managing, querying, and processing uncertain big data in cloud environments
Big data are everywhere as high volumes of varieties of valuable precise and uncertain data
can be easily collected or generated at high velocity in various real-life applications …
can be easily collected or generated at high velocity in various real-life applications …
Finding efficiencies in frequent pattern mining from big uncertain data
Many existing data mining algorithms search interesting patterns from transactional
databases of precise data. However, there are situations in which data are uncertain. Items …
databases of precise data. However, there are situations in which data are uncertain. Items …
BigSAM: mining interesting patterns from probabilistic databases of uncertain big data
Nowadays, high volumes of valuable uncertain data can be easily collected or generated at
high velocity in many real-life applications. Mining these uncertain Big data is …
high velocity in many real-life applications. Mining these uncertain Big data is …
[图书][B] Mining frequent patterns from uncertain data with MapReduce
Y Hayduk - 2012 - search.proquest.com
Frequent pattern mining from uncertain data allows data analysts to mine frequent patterns
from probabilistic databases, within which each item is associated with an existential …
from probabilistic databases, within which each item is associated with an existential …
Uncertainty handling in big data analytics: Survey, opportunities and challenges.
P Nagargoje, M Baviskar - International Journal of Computer …, 2021 - sdbindex.com
Big Data analysis and processing is a popular tool for Artificial Intelligence and Data
Science to extract applicable solution from data across a broad range of application …
Science to extract applicable solution from data across a broad range of application …
A critical evaluation of handling uncertainty in Big Data processing
E Upadhyay - Advances in Engineering Software, 2022 - Elsevier
Big Data is a modern economic and social transformation driver all over the world. The
selection has reached a tipping point in terms of big technological advancements that could …
selection has reached a tipping point in terms of big technological advancements that could …
Frequent itemset mining for a combination of certain and uncertain databases
Modern industries and business firms are widely using data mining applications in which the
problem of Frequent Itemset Mining (FIM) has a major role. FIM problem can be solved by …
problem of Frequent Itemset Mining (FIM) has a major role. FIM problem can be solved by …
Probabilistic maximal frequent itemset mining methods over uncertain databases
H Li, M Hai, N Zhang, J Zhu, Y Wang… - Intelligent Data …, 2019 - content.iospress.com
Uncertain data are data accompanied with probability, which makes frequent itemset mining
more challenging. This paper focuses on the problem of mining probabilistic maximal …
more challenging. This paper focuses on the problem of mining probabilistic maximal …