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Author:

Zhang, Jinli (Zhang, Jinli.) | Li, Tong (Li, Tong.) | Jiang, Zongli (Jiang, Zongli.) (Scholars:蒋宗礼) | Hu, Xiaohua (Hu, Xiaohua.) | Jazayeri, Ali (Jazayeri, Ali.)

Indexed by:

Scopus SCIE

Abstract:

There has been increasing interest in the analysis and mining of Heterogeneous Information Networks (HINs) and the classification of their components in recent years. However, there are multiple challenges associated with distinguishing different types of objects in HINs in real-world applications. In this paper, a novel framework is proposed for the weighted Meta graph-based Classification of Heterogeneous Information Networks (MCHIN) to address these challenges. The proposed framework has several appealing properties. In contrast to other proposed approaches, MCHIN can fully compute the weights of different meta graphs and mine the latent structural features of different nodes by using these weighted meta graphs. Moreover, MCHIN significantly enlarges the training sets by introducing the concept of Extension Meta Graphs in HINs. The extension meta graphs are used to augment the semantic relationship among the source objects. Finally, based on the ranking distribution of objects, MCHIN groups the objects into pre-specified classes. We verify the performance of MCHIN on three real-world datasets. As is shown and discussed in the results section, the proposed framework can effectively outperform the baselines algorithms.

Keyword:

meta path meta graph classification heterogeneous information networks

Author Community:

  • [ 1 ] [Zhang, Jinli]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 2 ] [Li, Tong]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 3 ] [Jiang, Zongli]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 4 ] [Zhang, Jinli]Drexel Univ, Coll Comp & Informat, Philadelphia, PA 19104 USA
  • [ 5 ] [Hu, Xiaohua]Drexel Univ, Coll Comp & Informat, Philadelphia, PA 19104 USA
  • [ 6 ] [Jazayeri, Ali]Drexel Univ, Coll Comp & Informat, Philadelphia, PA 19104 USA

Reprint Author's Address:

  • [Li, Tong]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China

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Source :

APPLIED SCIENCES-BASEL

Year: 2020

Issue: 5

Volume: 10

2 . 7 0 0

JCR@2022

ESI Discipline: ENGINEERING;

ESI HC Threshold:115

Cited Count:

WoS CC Cited Count: 2

SCOPUS Cited Count: 2

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 9

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