scholarly journals A Review on Big Data Stream Processing Applications: Contributions, Benefits, and Limitations

2021 ◽  
Vol 5 (4) ◽  
pp. 456
Author(s):  
Shaimaa Safaa Ahmed Alwaisi ◽  
Maan Nawaf Abbood ◽  
Luma Fayeq Jalil ◽  
Shahreen Kasim ◽  
Mohd Farhan Mohd Fudzee ◽  
...  

The amount of data in our world has been rapidly keep growing from time to time.  In the era of big data, the efficient processing and analysis of big data using machine learning algorithm is highly required, especially when the data comes in form of streams. There is no doubt that big data has become an important source of information and knowledge in making decision process. Nevertheless, dealing with this kind of data comes with great difficulties; thus, several techniques have been used in analyzing the data in the form of streams. Many techniques have been proposed and studied to handle big data and give decisions based on off-line batch analysis. Today, we need to make a constructive decision based on online streaming data analysis. Many researchers in recent years proposed some different kind of frameworks for processing the big data streaming. In this work, we explore and present in detail some of the recent achievements in big data streaming in term of contributions, benefits, and limitations. As well as some of recent platforms suitable to be used for big data streaming analytics. Moreover, we also highlight several issues that will be faced in big data stream processing. In conclusion, it is hoped that this study will assist the researchers in choosing the best and suitable framework for big data streaming projects.

2020 ◽  
Vol 8 (4) ◽  
pp. 63-73
Author(s):  
Sikha Bagui ◽  
Katie Jin

This survey performs a thorough enumeration and analysis of existing methods for data stream processing. It is a survey of the challenges facing streaming data. The challenges addressed are preprocessing of streaming data, detection and dealing with concept drifts in streaming data, data reduction in the face of data streams, approximate queries and blocking operations in streaming data.


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