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A survey on machine learning for data fusion

Published in Information Fusion (2020-05-01)
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  • TL;DR
  • Abstract
  • Authors
  • Datasets
  • References
TL

TL;DR

This paper offers a detailed introduction to the background of data fusion and machine learning in terms of definitions, applications, architectures, processes, and typical techniques, and proposes a number of requirements to review and evaluate the performance of existing fusion methods based on machine learning.

Abstract

Authors

Tong Meng

1 Paper

Xuyang Jing

2 Papers

Zheng Yan

2 Papers

W. Pedrycz

2 Papers

References78 items

1

A survey of machine learning for big data processing

2

Some Studies in Machine Learning Using the Game of Checkers

3

Predict Pairwise Trust Based on Machine Learning in Online Social Networks: A Survey

4

Fusing and mining opinions for reputation generation

5

Security Data Collection and Data Analytics in the Internet: A Survey

6

Research Impact

437

Citations

78

References

0

Datasets

4

A Survey on Deep Learning in Big Data

7

A survey on deep learning for big data

8

Multisensor data fusion: A review of the state-of-the-art

9

NB-CNN: Deep Learning-Based Crack Detection Using Convolutional Neural Network and Naïve Bayes Data Fusion

10

Network traffic fusion and analysis against DDoS flooding attacks with a novel reversible sketch

11

A survey on data fusion in internet of things: Towards secure and privacy-preserving fusion

12

A reversible sketch-based method for detecting and mitigating amplification attacks

13

Detection of Application-Layer Tunnels with Rules and Machine Learning

14

Data Fusion for Network Intrusion Detection: A Review

15

Big data fusion in Internet of Things

16

Multisensor data fusion using Elman neural networks

17

Machine Learning-Based Malicious Application Detection of Android

18

An efficient algorithm for multisensory data fusion under uncertainty condition

19

Data Fusion and IoT for Smart Ubiquitous Environments: A Survey

20

A deep learning-based multi-sensor data fusion method for degradation monitoring of ball screws

21

From Data Acquisition to Data Fusion: A Comprehensive Review and a Roadmap for the Identification of Activities of Daily Living Using Mobile Devices

22

Data fusion architectures: A survey and comparison

23

Context-based Information Fusion: A survey and discussion

24

Trustworthy data fusion and mining in Internet of Things

25

Context-based Unsupervised Data Fusion for Decision Making

26

WSN data fusion approach based on improved BP algorithm and clustering protocol

27

An Anomaly Detection Based on Data Fusion Algorithm in Wireless Sensor Networks

28

Fusion - An aide to data mining in Internet of Things

29

An approach to rank reviews by fusing and mining opinions based on review pertinence

30

A decision fusion method based on multiple support vector machine system for fusion of hyperspectral and LIDAR data

31

Machine learning for science and society

32

A Review of Data Fusion Techniques

33

Multi-sensor data fusion using support vector machine for motor fault detection

34

Information fusion in data privacy: A survey

35

Data mining techniques and applications - A decade review from 2000 to 2011

36

Machine learning methods in data fusion systems

37

SVM Selective Fusion (SELF) for Multi-Source Classification of Structurally Complex Tropical Rainforest

38

A Clustering Data Fusion Method for Intrusion Detection System

39

Accelerometer Based Gesture Recognition Using Fusion Features and SVM

40

High Resolution Radar Data Fusion Based on Clustering Algorithm

41

A ranking SVM based fusion model for cross-media meta-search engine

42

A Clustering Hierarchy Based on Data Fusion in Wireless Sensor Networks

43

Information fusion for computer security: State of the art and open issues

44

Embedded realtime feature fusion based on ANN, SVM and NBC

45

Challenges for IF performance evaluation in practice

46

Web information fusion: A review of the state of the art

47

Alert Fusion Based on Cluster and Correlation Analysis

48

Biometric Fusion Using Enhanced SVM Classification

49

The study of self-organizing clustering neural networks and applications in data fusion

50

The Application of Cell-Based Clustering Algorithm Dealing with Radar Data Fusion

51

Multi-rada Data Fusion Algorithm Based on K-Central Clustering

52

A Review on System Architectures for Sensor Fusion Applications

53

A Study on Model of Multisensor Information Fusion and its Application

54

Clustering intrusion detection alarms to support root cause analysis

55

Fusion of multiple classifiers for intrusion detection in computer networks

56

Multisensor fusion and integration: approaches, applications, and future research directions

57

A universal image quality index

58

Distributed data fusion using support vector machines

59

An Efficient k-Means Clustering Algorithm: Analysis and Implementation

60

Revisions to the JDL data fusion model

61

Data Fusion Lexicon

62

Multisensor Integration And Fusion: Issues And Approaches

63

Sensor data fusion

64

Multisensor fusion of target attributes and kinematics

65

Data fusion in heterogeneous networks

66

On Context Awareness for Multisensor Data Fusion in IoT

67

WSN Data Fusion Scheme Based on Improved BP Neural Network

68

An algorithm based on hierarchical clustering for multi-target tracking of multi-sensor data fusion

69

Data aggregation for improved honeycomb detection in concrete using machine Learning – based algorithms

70

A data fusion using un-even clustering for WSN

71

Data fusion in intelligent transportation systems: Progress and challenges - A survey

72

Intrusion detection in computer networks by a modular ensemble of one-class classifiers

73

Estimation of tool wear during CNC milling using neural network-based sensor fusion

74

New quality measures for image fusion

75

On Approximate Geometric k -Clustering

76

Sensor fusion potential exploitation-innovative architectures and illustrative applications

77

An introduction to multisensor data fusion

78

An improved fusion method of fuzzy logic based on K-means clustering in WSN

Authors

Field of Study

Computer Science

Journal Information

Name

Inf. Fusion

Volume

57

Venue Information

Name

Information Fusion

Type

journal

URL

https://www.journals.elsevier.com/information-fusion

Alternate Names

  • Inf Fusion