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A Review of Relational Machine Learning for Knowledge Graphs

A Review of Relational Machine Learning for Knowledge Graphs

2 March 2015
Maximilian Nickel
Kevin Patrick Murphy
Volker Tresp
E. Gabrilovich
ArXivPDFHTML

Papers citing "A Review of Relational Machine Learning for Knowledge Graphs"

50 / 475 papers shown
Title
Towards a Continuous Knowledge Learning Engine for Chatbots
Towards a Continuous Knowledge Learning Engine for Chatbots
Sahisnu Mazumder
Nianzu Ma
Bing-Quan Liu
CLL
KELM
19
23
0
16 Feb 2018
Learning beyond datasets: Knowledge Graph Augmented Neural Networks for
  Natural language Processing
Learning beyond datasets: Knowledge Graph Augmented Neural Networks for Natural language Processing
K. Annervaz
Somnath Basu Roy Chowdhury
Ambedkar Dukkipati
GNN
40
71
0
16 Feb 2018
SimplE Embedding for Link Prediction in Knowledge Graphs
SimplE Embedding for Link Prediction in Knowledge Graphs
Seyed Mehran Kazemi
David Poole
47
704
0
13 Feb 2018
Tensor Comprehensions: Framework-Agnostic High-Performance Machine
  Learning Abstractions
Tensor Comprehensions: Framework-Agnostic High-Performance Machine Learning Abstractions
Nicolas Vasilache
O. Zinenko
Theodoros Theodoridis
Priya Goyal
Zach DeVito
William S. Moses
Sven Verdoolaege
Andrew Adams
Albert Cohen
40
432
0
13 Feb 2018
Incorporating Literals into Knowledge Graph Embeddings
Incorporating Literals into Knowledge Graph Embeddings
Agustinus Kristiadi
M. A. Khan
Denis Lukovnikov
Jens Lehmann
Asja Fischer
KELM
15
93
0
03 Feb 2018
Onto2Vec: joint vector-based representation of biological entities and
  their ontology-based annotations
Onto2Vec: joint vector-based representation of biological entities and their ontology-based annotations
F. Z. Smaili
Xin Gao
Robert Hoehndorf
24
114
0
31 Jan 2018
A Framework for Enriching Lexical Semantic Resources with Distributional
  Semantics
A Framework for Enriching Lexical Semantic Resources with Distributional Semantics
Chris Biemann
Stefano Faralli
Alexander Panchenko
Simone Paolo Ponzetto
25
14
0
23 Dec 2017
Context-aware Path Ranking for Knowledge Base Completion
Context-aware Path Ranking for Knowledge Base Completion
Sahisnu Mazumder
Bing-Quan Liu
16
34
0
20 Dec 2017
RelNN: A Deep Neural Model for Relational Learning
RelNN: A Deep Neural Model for Relational Learning
Seyed Mehran Kazemi
David Poole
NAI
GNN
15
55
0
07 Dec 2017
A Novel Embedding Model for Knowledge Base Completion Based on
  Convolutional Neural Network
A Novel Embedding Model for Knowledge Base Completion Based on Convolutional Neural Network
Dai Quoc Nguyen
T. Nguyen
Dat Quoc Nguyen
Dinh Q. Phung
3DV
42
699
0
06 Dec 2017
Tensor Decompositions for Modeling Inverse Dynamics
Tensor Decompositions for Modeling Inverse Dynamics
S. Baier
Volker Tresp
15
4
0
13 Nov 2017
KBGAN: Adversarial Learning for Knowledge Graph Embeddings
KBGAN: Adversarial Learning for Knowledge Graph Embeddings
Liwei Cai
William Yang Wang
GAN
38
276
0
11 Nov 2017
Open-World Knowledge Graph Completion
Open-World Knowledge Graph Completion
Baoxu Shi
Tim Weninger
37
286
0
09 Nov 2017
Convolutional Neural Knowledge Graph Learning
Feipeng Zhao
Martin Renqiang Min
Chen Shen
Amit Chakraborty
GNN
27
3
0
23 Oct 2017
Bringing Semantic Structures to User Intent Detection in Online Medical
  Queries
Bringing Semantic Structures to User Intent Detection in Online Medical Queries
Chenwei Zhang
Nan Du
Wei Fan
Yaliang Li
Chun-Ta Lu
Philip S. Yu
29
13
0
22 Oct 2017
Learning Graph Representations with Embedding Propagation
Learning Graph Representations with Embedding Propagation
Alberto García-Durán
Mathias Niepert
GNN
SSL
29
167
0
09 Oct 2017
Why PairDiff works? -- A Mathematical Analysis of Bilinear Relational
  Compositional Operators for Analogy Detection
Why PairDiff works? -- A Mathematical Analysis of Bilinear Relational Compositional Operators for Analogy Detection
Huda Hakami
Danushka Bollegala
K. Hayashi
CoGe
13
2
0
19 Sep 2017
On Inductive Abilities of Latent Factor Models for Relational Learning
On Inductive Abilities of Latent Factor Models for Relational Learning
Théo Trouillon
Éric Gaussier
C. Dance
Guillaume Bouchard
18
19
0
17 Sep 2017
Representation Learning on Graphs: Methods and Applications
Representation Learning on Graphs: Methods and Applications
William L. Hamilton
Rex Ying
J. Leskovec
GNN
58
1,967
0
17 Sep 2017
On Multi-Relational Link Prediction with Bilinear Models
On Multi-Relational Link Prediction with Bilinear Models
Yanjie Wang
Rainer Gemulla
Hui Li
16
68
0
14 Sep 2017
KBLRN : End-to-End Learning of Knowledge Base Representations with
  Latent, Relational, and Numerical Features
KBLRN : End-to-End Learning of Knowledge Base Representations with Latent, Relational, and Numerical Features
Alberto García-Durán
Mathias Niepert
BDL
14
104
0
14 Sep 2017
Answering Visual-Relational Queries in Web-Extracted Knowledge Graphs
Answering Visual-Relational Queries in Web-Extracted Knowledge Graphs
Daniel Oñoro-Rubio
Mathias Niepert
Alberto García-Durán
Roberto Gonzalez
Roberto J. López-Sastre
27
15
0
07 Sep 2017
Finding Streams in Knowledge Graphs to Support Fact Checking
Finding Streams in Knowledge Graphs to Support Fact Checking
Prashant Shiralkar
A. Flammini
Filippo Menczer
Giovanni Luca Ciampaglia
14
116
0
24 Aug 2017
Analysis of the Impact of Negative Sampling on Link Prediction in
  Knowledge Graphs
Analysis of the Impact of Negative Sampling on Link Prediction in Knowledge Graphs
Bhushan Kotnis
Vivi Nastase
20
80
0
22 Aug 2017
Multi-task Neural Network for Non-discrete Attribute Prediction in
  Knowledge Graphs
Multi-task Neural Network for Non-discrete Attribute Prediction in Knowledge Graphs
Yi Tay
Anh Tuan Luu
Minh C. Phan
S. Hui
3DH
24
46
0
16 Aug 2017
The Tensor Memory Hypothesis
The Tensor Memory Hypothesis
Volker Tresp
Yunpu Ma
23
10
0
09 Aug 2017
Retrofitting Distributional Embeddings to Knowledge Graphs with
  Functional Relations
Retrofitting Distributional Embeddings to Knowledge Graphs with Functional Relations
Benjamin J. Lengerich
Andrew L. Maas
Christopher Potts
KELM
33
27
0
01 Aug 2017
Relational Learning and Feature Extraction by Querying over
  Heterogeneous Information Networks
Relational Learning and Feature Extraction by Querying over Heterogeneous Information Networks
Parisa Kordjamshidi
Sameer Singh
Daniel Khashabi
Christos Christodoulopoulos
Mark Sammons
S. Sinha
Dan Roth
GNN
29
4
0
25 Jul 2017
Adversarial Sets for Regularising Neural Link Predictors
Adversarial Sets for Regularising Neural Link Predictors
Pasquale Minervini
T. Demeester
Tim Rocktaschel
Sebastian Riedel
PINN
21
99
0
24 Jul 2017
Convolutional 2D Knowledge Graph Embeddings
Convolutional 2D Knowledge Graph Embeddings
Tim Dettmers
Pasquale Minervini
Pontus Stenetorp
Sebastian Riedel
GNN
3DV
77
2,575
0
05 Jul 2017
Knowledge Transfer for Out-of-Knowledge-Base Entities: A Graph Neural
  Network Approach
Knowledge Transfer for Out-of-Knowledge-Base Entities: A Graph Neural Network Approach
Takuo Hamaguchi
H. Oiwa
Masashi Shimbo
Yuji Matsumoto
39
328
0
18 Jun 2017
Leveraging Node Attributes for Incomplete Relational Data
Leveraging Node Attributes for Incomplete Relational Data
He Zhao
Lan Du
Wray Buntine
17
45
0
14 Jun 2017
Knowledge Representation in Bicategories of Relations
Knowledge Representation in Bicategories of Relations
Evan Patterson
16
29
0
02 Jun 2017
Knowledge Base Completion: Baselines Strike Back
Knowledge Base Completion: Baselines Strike Back
Rudolf Kadlec
Ondrej Bajgar
Jan Kleindienst
29
188
0
30 May 2017
Deep Learning for Ontology Reasoning
Deep Learning for Ontology Reasoning
Patrick Hohenecker
Thomas Lukasiewicz
LRM
BDL
15
33
0
29 May 2017
An effective algorithm for hyperparameter optimization of neural
  networks
An effective algorithm for hyperparameter optimization of neural networks
G. I. Diaz
Achille Fokoue
G. Nannicini
Horst Samulowitz
26
156
0
23 May 2017
Demystifying Relational Latent Representations
Demystifying Relational Latent Representations
Sebastijan Dumancic
Hendrik Blockeel
BDL
16
6
0
16 May 2017
Know-Evolve: Deep Temporal Reasoning for Dynamic Knowledge Graphs
Know-Evolve: Deep Temporal Reasoning for Dynamic Knowledge Graphs
Rakshit S. Trivedi
H. Dai
Yichen Wang
Le Song
BDL
32
472
0
16 May 2017
Does William Shakespeare REALLY Write Hamlet? Knowledge Representation
  Learning with Confidence
Does William Shakespeare REALLY Write Hamlet? Knowledge Representation Learning with Confidence
Ruobing Xie
Zhiyuan Liu
Fen Lin
Leyu Lin
27
95
0
09 May 2017
Machine Learning with World Knowledge: The Position and Survey
Machine Learning with World Knowledge: The Position and Survey
Yangqiu Song
Dan Roth
9
9
0
08 May 2017
Analogical Inference for Multi-Relational Embeddings
Analogical Inference for Multi-Relational Embeddings
Hanxiao Liu
Yuexin Wu
Yiming Yang
17
371
0
06 May 2017
An Interpretable Knowledge Transfer Model for Knowledge Base Completion
An Interpretable Knowledge Transfer Model for Knowledge Base Completion
Qizhe Xie
Xuezhe Ma
Zihang Dai
Eduard H. Hovy
26
101
0
19 Apr 2017
A survey of embedding models of entities and relationships for knowledge
  graph completion
A survey of embedding models of entities and relationships for knowledge graph completion
Dat Quoc Nguyen
27
100
0
23 Mar 2017
Embedding Tarskian Semantics in Vector Spaces
Embedding Tarskian Semantics in Vector Spaces
Taisuke Sato
14
18
0
09 Mar 2017
Visual Translation Embedding Network for Visual Relation Detection
Visual Translation Embedding Network for Visual Relation Detection
Hanwang Zhang
Zawlin Kyaw
Shih-Fu Chang
Tat-Seng Chua
ViT
154
560
0
27 Feb 2017
Knowledge Graph Completion via Complex Tensor Factorization
Knowledge Graph Completion via Complex Tensor Factorization
Théo Trouillon
C. Dance
Johannes Welbl
Sebastian Riedel
Éric Gaussier
Guillaume Bouchard
35
291
0
22 Feb 2017
On the Equivalence of Holographic and Complex Embeddings for Link
  Prediction
On the Equivalence of Holographic and Complex Embeddings for Link Prediction
Katsuhiko Hayashi
Masashi Shimbo
17
82
0
18 Feb 2017
Knowledge Completion for Generics using Guided Tensor Factorization
Knowledge Completion for Generics using Guided Tensor Factorization
Hanie Sedghi
Ashish Sabharwal
200
13
0
12 Dec 2016
Compositional Learning of Relation Path Embedding for Knowledge Base
  Completion
Compositional Learning of Relation Path Embedding for Knowledge Base Completion
Xixun Lin
Yanchun Liang
Fausto Giunchiglia
Xiaoyue Feng
Renchu Guan
16
2
0
22 Nov 2016
ProjE: Embedding Projection for Knowledge Graph Completion
ProjE: Embedding Projection for Knowledge Graph Completion
Baoxu Shi
Tim Weninger
34
263
0
16 Nov 2016
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