Abstract
Inspired by the advancements of representation learning for natural language processing, learning continuous feature representations of nodes in networks has recently gained attention. Similar to word embeddings, node embeddings have been shown to capture certain semantics of the network structure. Combining both research directions into a joint representation learning of network structure and document content seems a promising direction to increase the quality of the learned representations. However, research is typically focused on either word or network embeddings and few approaches that learn a joint representation have been proposed. We present an overview of that field, starting at word representations, moving over document and network node representations to joint representations. We make the connections between the different models explicit and introduce a novel model for learning a joint representation. We present different methods for the novel model and compare the presented approaches in an evaluation. This paper explains how the different models recently proposed in the literature relate to each other and compares their performance.
Original language | English |
---|---|
Title of host publication | Machine Learning and Knowledge Extraction |
Subtitle of host publication | First IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference, CD-MAKE 2017, Reggio, Italy, August 29 – September 1, 2017, Proceedings |
Editors | Andreas Holzinger, Peter Kieseberg, A. Min Tjoa, Edgar Weippl |
Publisher | Springer |
Pages | 237-251 |
ISBN (Electronic) | 978-3-319-66808-6 |
ISBN (Print) | 978-3-319-66807-9 |
DOIs | |
Publication status | Published - 2017 |
Event | 1st International IFIP Cross Domain Conference for Machine Learning & Knowledge Extraction 2017 - Reggio di Calabria, Italy Duration: 29 Aug 2017 → 1 Sep 2017 Conference number: 1 https://cd-make.net/archive2017/call-for-papers/index.html |
Publication series
Name | Lecture notes in computer science |
---|---|
Publisher | Springer |
Volume | 10410 |
Conference
Conference | 1st International IFIP Cross Domain Conference for Machine Learning & Knowledge Extraction 2017 |
---|---|
Abbreviated title | CD-MAKE 2017 |
Country | Italy |
City | Reggio di Calabria |
Period | 29/08/17 → 1/09/17 |
Internet address |