Big data stream analysis: a systematic literature review

Abstract Recently, big data streams have become ubiquitous due to the fact that a number of applications generate a huge amount of data at a great velocity. This made it difficult for existing data mining tools, technologies, methods, and techniques to be applied directly on big data streams due to...

Full description

Bibliographic Details
Published in:	Journal of Big Data
Main Authors:	Taiwo Kolajo, Olawande Daramola, Ayodele Adebiyi
Format:	Article
Language:	English
Published:	SpringerOpen 2019-06-01
Subjects:	Big data stream analysis Stream computing Big data streaming tools and technologies
Online Access:	http://link.springer.com/article/10.1186/s40537-019-0210-7

Similar Items

Real-time processing technology,platform and application of streaming big data
by: Chun CHEN
Published: (2017-07-01)

Big Data Streaming Platforms: A Review
by: Harish Kumar, et al.
Published: (2022-04-01)

Performance Evaluation Analysis of Spark Streaming Backpressure for Data-Intensive Pipelines
by: Kassiano J. Matteussi, et al.
Published: (2022-06-01)

A distributed real-time recommender system for big data streams
by: Heidy Hazem, et al.
Published: (2023-08-01)

A Review on Big Data Stream Processing Applications: Contributions, Benefits, and Limitations
by: Shaimaa Safaa Ahmed Alwaisi, et al.
Published: (2021-12-01)

Cleaning Big Data Streams: A Systematic Literature Review
by: Obaid Alotaibi, et al.
Published: (2023-07-01)

Streaming feature selection algorithms for big data: A survey
by: Noura AlNuaimi, et al.
Published: (2022-03-01)

The Evolution and Challenges of Real-Time Big Data: A Review
by: Ikram Lefhal Lalaoui, et al.
Published: (2025-07-01)

Process-Oriented Stream Classification Pipeline: A Literature Review
by: Lena Clever, et al.
Published: (2022-09-01)

How big is Big Data? A comprehensive survey of data production, storage, and streaming in science and industry
by: Luca Clissa, et al.
Published: (2023-10-01)

Streaming Database System for Deaf People
by: Ammar Thaher Yaseen Taha Al Abd Alazeez
Published: (2022-09-01)

More on Pipelined Dynamic Scheduling of Big Data Streams
by: Stavros Souravlas, et al.
Published: (2020-12-01)

A Systematic Literature Review of Skyline Query Processing Over Data Stream
by: Mudathir Ahmed Mohamud, et al.
Published: (2023-01-01)

Deterministic Coresets for <em>k</em>-Means of Big Sparse Data
by: Artem Barger, et al.
Published: (2020-04-01)

Big Data Stream Computing:Features and Challenges
by: Dawei Sun
Published: (2015-06-01)

Real-time event detection in social media streams through semantic analysis of noisy terms
by: Taiwo Kolajo, et al.
Published: (2022-07-01)

A STUDY ON DATA STREAMING IN FOG COMPUTING ENVIRONMENT
by: Shymaa Jameel
Published: (2019-05-01)

Bayesian quantile regression for streaming data
by: Zixuan Tian, et al.
Published: (2024-09-01)

ChemLotUS: A Benchmark Data Set of Lotic Chemistry Across US River Networks
by: N. Fernandez, et al.
Published: (2025-05-01)

Signaling collection and monitoring technology based on FKS
by: Baoyou WANG, et al.
Published: (2018-03-01)

Signaling collection and monitoring technology based on FKS
by: Baoyou WANG, et al.
Published: (2018-03-01)

A stream processing abstraction framework
by: Ilaria Bartolini, et al.
Published: (2023-10-01)

EnviroStream: A Stream Reasoning Benchmark for Environmental and Climate Monitoring
by: Elena Mastria, et al.
Published: (2023-07-01)

Real-Time Tweet Analytics Using Hybrid Hashtags on Twitter Big Data Streams
by: Vibhuti Gupta, et al.
Published: (2020-06-01)

A Quality Control Methodology for Heterogeneous Vehicular Data Streams
by: Konstantina Remoundou, et al.
Published: (2022-02-01)

A Big Data Stream-Driven Risk Recognition Approach for Hospital Accounting Management Systems
by: Yining Wang, et al.
Published: (2023-01-01)

Reviewing Big Data Computation from a System Perspective
by: Weiming Zheng
Published: (2015-05-01)

The Qualitative Face of Big Data
by: Alexander Nicolai Wendt
Published: (2020-12-01)

S-RASTER: contraction clustering for evolving data streams
by: Gregor Ulm, et al.
Published: (2020-08-01)

Steam Computing Analysis and Application on Operator Real-time Signal Big Data Processing
by: Bin Dong, et al.
Published: (2015-10-01)

Steam Computing Analysis and Application on Operator Real-time Signal Big Data Processing
by: Bin Dong, et al.
Published: (2015-10-01)

Fast Storage System for Time-series Big Data Streams Based on Waterwheel Model
by: LU Mingchen, LYU Yanqi, LIU Ruicheng, JIN Peiquan
Published: (2023-01-01)

The Metamorphosis (of RAM<sup>3</sup>S)
by: Ilaria Bartolini, et al.
Published: (2021-12-01)

HPPD: A Hybrid Parallel Framework of Partition-based and Density-based Clustering Algorithms in Data Streams
by: Ammar Abd Alazeez
Published: (2020-05-01)

A Unified Vendor-Agnostic Solution for Big Data Stream Processing in a Multi-Cloud Environment
by: Thalita Vergilio, et al.
Published: (2023-11-01)

Dynamic heatmap pyramid computation for massive high-parallel spatial streaming in urban environments
by: Qi Xu, et al.
Published: (2024-12-01)

On Evaluation of Data Stream Clustering Algorithms: A Survey
by: Christian Nordahl, et al.
Published: (2025-01-01)

DHSDJArch: An Efficient Design of Distributed Heterogeneous Stream-Disk Join Architecture
by: Erum Mehmood, et al.
Published: (2023-01-01)

Key technology of power big data for global real-time analysis
by: Guoliang ZHOU, et al.
Published: (2016-04-01)

Key technology of power big data for global real-time analysis
by: Guoliang ZHOU, et al.
Published: (2016-04-01)