Edge Architecture for Dynamic Data Stream Analysis and Manipulation

2020 ◽  
pp. 33-49
Author(s):  
Orpaz Goldstein ◽  
Anant Shah ◽  
Derek Shiell ◽  
Mehrdad Arshad Rad ◽  
William Pressly ◽  
...  
Keyword(s):  
Data Stream ◽  
Dynamic Data ◽  
Data Stream Analysis

Real-time dynamic data desensitization method based on data stream

2019 ◽  
Author(s):  
Bing Tian ◽  
Shuqing Lv ◽  
Qilin Yin ◽  
Ning Li ◽  
Yue Zhang ◽  
...  
Keyword(s):  
Real Time ◽  
Data Stream ◽  
Dynamic Data ◽  
Time Dynamic

Improving Geospatial Big Data Analytics Approaches

2021 ◽  
pp. 82-90
Author(s):  
Sana Rekik
Keyword(s):  
Big Data ◽  
Data Stream ◽  
Web Search ◽  
Big Data Analytics ◽  
Future Events ◽  
Data Stream Analysis ◽  
Analysis System ◽  
Changes Over Time ◽  
Time Systems

The advent of geospatial big data has led to a paradigm shift where most related applications became data driven, and therefore intensive in both data and computation. This revolution has covered most domains, namely the real-time systems such as web search engines, social networks, and tracking systems. These later are linked to the high-velocity feature, which characterizes the dynamism, the fast changing and moving data streams. Therefore, the response time and speed of such queries, along with the space complexity, are among data stream analysis system requirements, which still require improvements using sophisticated algorithms. In this vein, this chapter discusses new approaches that can reduce the complexity and costs in time and space while improving the efficiency and quality of responses of geospatial big data stream analysis to efficiently detect changes over time, conclude, and predict future events.

Data Stream Analysis

2022 ◽  
pp. 305-333
Author(s):  
Yong Shi
Keyword(s):  
Data Stream ◽  
Data Stream Analysis
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