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A Systematic Analysis of Link Prediction in Complex Network

Publication ,  Journal Article
Gul, H; Amin, A; Adnan, A; Huang, K
Published in: IEEE Access
January 1, 2021

Link mining is an important task in the field of data mining and has numerous applications in informal community. Suppose a real-world complex network, the responsibility of this function is to anticipate those links which are not occurred yet in the given real-world network. Holding the significance of LP, the link mining or expectation job has gotten generous consideration from scientists in differing exercise. In this manner, countless strategies for taking care of this issue have been proposed in the late decades. Various articles of link prediction are accessible, however, these are antiquated as multiples new methodologies introduced. In this paper, give a precise assessment of prevail link mining approaches. The investigation is through, it consist the soonest scoring-based approaches and reaches out to the latest strategies which confide on different link prediction strategies. We additionally order link prediction strategies because of their specialized methodology and discussion about the quality and weaknesses of various techniques. Additionally, we compared and expounded various top link prediction techniques. The experimental results of these techniques, over twelve data-sets are ordered here based on performance, RA, 0.7411 > AA, 0.7285 > PA, 0.7202 > Katz, 0.7141 > CN, 0.6951 > HP, 0.6924 > LHN, 0.6017 > PD, 0.3978.

Duke Scholars

Published In

IEEE Access

DOI

EISSN

2169-3536

Publication Date

January 1, 2021

Related Subject Headings

  • 46 Information and computing sciences
  • 40 Engineering
  • 10 Technology
  • 09 Engineering
  • 08 Information and Computing Sciences
 

Citation

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Gul, H., Amin, A., Adnan, A., & Huang, K. (2021). A Systematic Analysis of Link Prediction in Complex Network. IEEE Access. https://doi.org/10.1109/ACCESS.2021.3053995
Gul, H., A. Amin, A. Adnan, and K. Huang. “A Systematic Analysis of Link Prediction in Complex Network.” IEEE Access, January 1, 2021. https://doi.org/10.1109/ACCESS.2021.3053995.
Gul H, Amin A, Adnan A, Huang K. A Systematic Analysis of Link Prediction in Complex Network. IEEE Access. 2021 Jan 1;
Gul, H., et al. “A Systematic Analysis of Link Prediction in Complex Network.” IEEE Access, Jan. 2021. Scopus, doi:10.1109/ACCESS.2021.3053995.
Gul H, Amin A, Adnan A, Huang K. A Systematic Analysis of Link Prediction in Complex Network. IEEE Access. 2021 Jan 1;

Published In

IEEE Access

DOI

EISSN

2169-3536

Publication Date

January 1, 2021

Related Subject Headings

  • 46 Information and computing sciences
  • 40 Engineering
  • 10 Technology
  • 09 Engineering
  • 08 Information and Computing Sciences