arXiv Open Access 2021

Path Based Hierarchical Clustering on Knowledge Graphs

Marcin Pietrasik Marek Reformat
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Abstrak

Knowledge graphs have emerged as a widely adopted medium for storing relational data, making methods for automatically reasoning with them highly desirable. In this paper, we present a novel approach for inducing a hierarchy of subject clusters, building upon our earlier work done in taxonomy induction. Our method first constructs a tag hierarchy before assigning subjects to clusters on this hierarchy. We quantitatively demonstrate our method's ability to induce a coherent cluster hierarchy on three real-world datasets.

Topik & Kata Kunci

Penulis (2)

M

Marcin Pietrasik

M

Marek Reformat

Format Sitasi

Pietrasik, M., Reformat, M. (2021). Path Based Hierarchical Clustering on Knowledge Graphs. https://arxiv.org/abs/2109.13178

Akses Cepat

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Informasi Jurnal
Tahun Terbit
2021
Bahasa
en
Sumber Database
arXiv
Akses
Open Access ✓