5. Hybrid approaches

Deep relational machines

Authors: Huma Lodhi
Venue: ICONIP
Year: 2013
Paper
Code


Discriminative Gaifman models

Authors: Mathias Niepert
Venue: NIPS
Year: 2016
Paper
Code


Column Networks for Collective Classification

Authors: Trang Pham, Truyen Tran, Dinh Phung, Svetha Venkatesh
Venue: AAAI
Year: 2017
Paper
Code


Deep Dynamic Relational Classifiers

Authors: Hogun Park, John Moore and Jennifer Neville
Venue: MAISoN- WSDM Workshop
Year: 2017
Paper
Code


Deep Collective Inference

Authors: John Moore, Jennifer Neville
Venue: AAAI
Year: 2017
Paper
Code


TensorLog: A Differentiable Deductive Database

Authors: William W. Cohen
Venue: -
Year: -
Paper
Code


Differentiable Learning of Logical Rules for Knowledge Base Completion

Authors: Fan Yang, Zhilin Yang, William W. Cohen
Venue: -
Year: -
Paper
Code


Next chapter: 6. Related approaches