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Mining data streams

open access: yesACM SIGMOD Record, 2005
The recent advances in hardware and software have enabled the capture of different measurements of data in a wide range of fields. These measurements are generated continuously and in a very high fluctuating data rates. Examples include sensor networks, web logs, and computer network traffic.
Mohamed Medhat Gaber   +2 more
openaire   +3 more sources

Introduction to stream: An Extensible Framework for Data Stream Clustering Research with R

open access: yesJournal of Statistical Software, 2017
In recent years, data streams have become an increasingly important area of research for the computer science, database and statistics communities. Data streams are ordered and potentially unbounded sequences of data points created by a typically non ...
Michael Hahsler   +2 more
doaj   +1 more source

Mapping the Big Data Landscape: Technologies, Platforms and Paradigms for Real-Time Analytics of Data Streams

open access: yesIEEE Access, 2021
The `Big Data' of yesterday is the `data' of today. As technology progresses, new challenges arise and new solutions are developed. Due to the emergence of Internet of Things applications within the last decade, the field of Data Mining has been faced ...
Timothee Dubuc   +2 more
doaj   +1 more source

Fast and Accurate Terrain Image Classification for ASTER Remote Sensing by Data Stream Mining and Evolutionary-EAC Instance-Learning-Based Algorithm

open access: yesRemote Sensing, 2021
Remote sensing streams continuous data feed from the satellite to ground station for data analysis. Often the data analytics involves analyzing data in real-time, such as emergency control, surveillance of military operations or scenarios that change ...
Shimin Hu   +6 more
doaj   +1 more source

Noval Stream Data Mining Framework under the Background of Big Data

open access: yesCybernetics and Information Technologies, 2016
Stream data mining has been a hot topic for research in the data mining research area in recent years, as it has an extensive application prospect in big data ages.
Yi Wenquan, Teng Fei, Xu Jianfeng
doaj   +1 more source

AIS-Clus: A Bio-Inspired Method for Textual Data Stream Clustering [PDF]

open access: yesVietnam Journal of Computer Science, 2019
The spread of real-time applications has led to a huge amount of data shared between users. This vast volume of data rapidly evolving over time is referred to as data stream.
Amal Abid   +2 more
doaj   +1 more source

Multivariate Spatial Condition Mapping Using Subtractive Fuzzy Cluster Means

open access: yesSensors, 2014
Wireless sensor networks are usually deployed for monitoring given physical phenomena taking place in a specific space and over a specific duration of time.
Hakilo Sabit, Adnan Al-Anbuky
doaj   +1 more source

A survey on data analysis on large-Scale wireless networks: online stream processing, trends, and challenges

open access: yesJournal of Internet Services and Applications, 2020
In this paper we focus on knowledge extraction from large-scale wireless networks through stream processing. We present the primary methods for sampling, data collection, and monitoring of wireless networks and we characterize knowledge extraction as a ...
Dianne S. V. Medeiros   +7 more
doaj   +1 more source

Process-Oriented Stream Classification Pipeline: A Literature Review

open access: yesApplied Sciences, 2022
Due to the rise of continuous data-generating applications, analyzing data streams has gained increasing attention over the past decades. A core research area in stream data is stream classification, which categorizes or detects data points within an ...
Lena Clever   +4 more
doaj   +1 more source

Mining Developer Communication Data Streams

open access: yesComputer Science & Information Technology ( CS & IT ), 2014
This paper explores the concepts of modelling a software development project as a process that results in the creation of a continuous stream of data. In terms of the Jazz repository used in this research, one aspect of that stream of data would be developer communication.
Andy M. Connor   +2 more
openaire   +3 more sources

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