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Knowledge Graphs for the Life Sciences: Recent Developments, Challenges
  and Opportunities
v1v2v3v4 (latest)

Knowledge Graphs for the Life Sciences: Recent Developments, Challenges and Opportunities

29 September 2023
Jiaoyan Chen
Hang Dong
Janna Hastings
Ernesto Jiménez-Ruiz
Vanessa Lopez
Pierre Monnin
Catia Pesquita
Petr vSkoda
Valentina A. M. Tamma
ArXiv (abs)PDFHTML

Papers citing "Knowledge Graphs for the Life Sciences: Recent Developments, Challenges and Opportunities"

33 / 33 papers shown
Title
Exploring a Large Language Model for Transforming Taxonomic Data into OWL: Lessons Learned and Implications for Ontology Development
Exploring a Large Language Model for Transforming Taxonomic Data into OWL: Lessons Learned and Implications for Ontology Development
Filipi Miranda Soares
Antonio Mauro Saraiva
Luís Ferreira Pires
Luiz Olavo Bonino da Silva Santos
Dilvan de Abreu Moreira
Fernando Elias Corrêa
Kelly Rosa Braghetto
Debora Pignatari Drucker
Alexandre Cláudio Botazzo Delbem
69
0
0
25 Apr 2025
DeepOnto: A Python Package for Ontology Engineering with Deep Learning
DeepOnto: A Python Package for Ontology Engineering with Deep Learning
Yuan He
Jiaoyan Chen
Hang Dong
Ian Horrocks
Carlo Allocca
Taehun Kim
B. Sapkota
127
26
0
06 Jul 2023
Ontology Enrichment from Texts: A Biomedical Dataset for Concept
  Discovery and Placement
Ontology Enrichment from Texts: A Biomedical Dataset for Concept Discovery and Placement
Hang Dong
Jiaoyan Chen
Yuan He
Ian Horrocks
87
8
0
26 Jun 2023
Otter-Knowledge: benchmarks of multimodal knowledge graph representation
  learning from different sources for drug discovery
Otter-Knowledge: benchmarks of multimodal knowledge graph representation learning from different sources for drug discovery
Hoang Thanh Lam
M. Sbodio
Marcos Martínez Galindo
Mykhaylo Zayats
Raúl Fernández-Díaz
Víctor Valls
Gabriele Picco
Cesar Berrospi Ramis
V. López
62
8
0
22 Jun 2023
Structured prompt interrogation and recursive extraction of semantics
  (SPIRES): A method for populating knowledge bases using zero-shot learning
Structured prompt interrogation and recursive extraction of semantics (SPIRES): A method for populating knowledge bases using zero-shot learning
J. H. Caufield
Harshad B. Hegde
Vincent Emonet
N. Harris
marcin p. joachimiak
...
Sierra A T Moxon
Justin P Reese
M. Haendel
Peter N. Robinson
Christopher J. Mungall
84
87
0
05 Apr 2023
Evaluating Language Models for Knowledge Base Completion
Evaluating Language Models for Knowledge Base Completion
Blerta Veseli
Sneha Singhania
Simon Razniewski
Gerhard Weikum
ALM
72
21
0
20 Mar 2023
NASTyLinker: NIL-Aware Scalable Transformer-based Entity Linker
NASTyLinker: NIL-Aware Scalable Transformer-based Entity Linker
Nicolas Heist
Heiko Paulheim
59
9
0
08 Mar 2023
Reveal the Unknown: Out-of-Knowledge-Base Mention Discovery with Entity
  Linking
Reveal the Unknown: Out-of-Knowledge-Base Mention Discovery with Entity Linking
Hang Dong
Jiaoyan Chen
Yuan He
Yinan Liu
Ian Horrocks
77
10
0
14 Feb 2023
ProtST: Multi-Modality Learning of Protein Sequences and Biomedical
  Texts
ProtST: Multi-Modality Learning of Protein Sequences and Biomedical Texts
Minghao Xu
Xinyu Yuan
Santiago Miret
Jian Tang
AI4TS
82
105
0
28 Jan 2023
Explainable AI for Bioinformatics: Methods, Tools, and Applications
Explainable AI for Bioinformatics: Methods, Tools, and Applications
Md. Rezaul Karim
Tanhim Islam
Oya Beyan
Christoph Lange
Michael Cochez
Dietrich-Rebholz Schuhmann
Stefan Decker
82
75
0
25 Dec 2022
Ontology Development is Consensus Creation, Not (Merely) Representation
Ontology Development is Consensus Creation, Not (Merely) Representation
Fabian Neuhaus
Janna Hastings
103
18
0
21 Oct 2022
Construction and Applications of Billion-Scale Pre-Trained Multimodal
  Business Knowledge Graph
Construction and Applications of Billion-Scale Pre-Trained Multimodal Business Knowledge Graph
Shumin Deng
Chengming Wang
Zhoubo Li
Ningyu Zhang
Zelin Dai
...
Mosha Chen
Jiaoyan Chen
Jeff Z. Pan
Bryan Hooi
Huajun Chen
VLM
78
21
0
30 Sep 2022
Extracting Biomedical Factual Knowledge Using Pretrained Language Model
  and Electronic Health Record Context
Extracting Biomedical Factual Knowledge Using Pretrained Language Model and Electronic Health Record Context
Zonghai Yao
Yi Cao
Zhichao Yang
Vijeta Deshpande
Hong-ye Yu
187
20
0
26 Aug 2022
PLM-ICD: Automatic ICD Coding with Pretrained Language Models
PLM-ICD: Automatic ICD Coding with Pretrained Language Models
Chao-Wei Huang
Shang-Chi Tsai
Yun-Nung Chen
90
51
0
12 Jul 2022
Ontology-Driven and Weakly Supervised Rare Disease Identification from
  Clinical Notes
Ontology-Driven and Weakly Supervised Rare Disease Identification from Clinical Notes
Hang Dong
Víctor Suárez-Paniagua
Huayu Zhang
Minhong Wang
Arlene Casey
E. Davidson
Jiaoyan Chen
Beatrice Alex
W. Whiteley
Honghan Wu
81
18
0
11 May 2022
WikiDiverse: A Multimodal Entity Linking Dataset with Diversified
  Contextual Topics and Entity Types
WikiDiverse: A Multimodal Entity Linking Dataset with Diversified Contextual Topics and Entity Types
Xuwu Wang
Junfeng Tian
Min Gui
Zhixu Li
Rui Wang
Ming Yan
Lihan Chen
Yanghua Xiao
VGen
71
50
0
13 Apr 2022
Contextual Semantic Embeddings for Ontology Subsumption Prediction
Contextual Semantic Embeddings for Ontology Subsumption Prediction
Jiaoyan Chen
Yuan He
Yuxia Geng
Ernesto Jiménez-Ruiz
Hang Dong
Ian Horrocks
89
53
0
20 Feb 2022
OntoProtein: Protein Pretraining With Gene Ontology Embedding
OntoProtein: Protein Pretraining With Gene Ontology Embedding
Ningyu Zhang
Zhen Bi
Xiaozhuan Liang
Shuyang Cheng
Haosen Hong
Shumin Deng
J. Lian
Qiang Zhang
Huajun Chen
162
97
0
23 Jan 2022
Zero-shot and Few-shot Learning with Knowledge Graphs: A Comprehensive
  Survey
Zero-shot and Few-shot Learning with Knowledge Graphs: A Comprehensive Survey
Jiaoyan Chen
Yuxia Geng
Zhuo Chen
Jeff Z. Pan
Yuan He
Wen Zhang
Ian Horrocks
Hua-zeng Chen
82
49
0
18 Dec 2021
Prediction of Adverse Biological Effects of Chemicals Using Knowledge
  Graph Embeddings
Prediction of Adverse Biological Effects of Chemicals Using Knowledge Graph Embeddings
E. B. Myklebust
Ernesto Jiménez-Ruiz
Jiaoyan Chen
Raoul Wolf
K. Tollefsen
67
9
0
08 Dec 2021
Can Language Models be Biomedical Knowledge Bases?
Can Language Models be Biomedical Knowledge Bases?
Mujeen Sung
Jinhyuk Lee
Sean S. Yi
Minji Jeon
Sungdong Kim
Jaewoo Kang
AI4MH
187
107
0
15 Sep 2021
EXplainable Neural-Symbolic Learning (X-NeSyL) methodology to fuse deep
  learning representations with expert knowledge graphs: the MonuMAI cultural
  heritage use case
EXplainable Neural-Symbolic Learning (X-NeSyL) methodology to fuse deep learning representations with expert knowledge graphs: the MonuMAI cultural heritage use case
Natalia Díaz Rodríguez
Alberto Lamas
Jules Sanchez
Gianni Franchi
Ivan Donadello
Siham Tabik
David Filliat
P. Cruz
Rosana Montes
Francisco Herrera
136
78
0
24 Apr 2021
Does the Magic of BERT Apply to Medical Code Assignment? A Quantitative
  Study
Does the Magic of BERT Apply to Medical Code Assignment? A Quantitative Study
Shaoxiong Ji
M. Holtta
Pekka Marttinen
82
74
0
11 Mar 2021
Materializing Knowledge Bases via Trigger Graphs
Materializing Knowledge Bases via Trigger Graphs
Efthymia Tsamoura
David Carral
Enrico Malizia
Jacopo Urbani
40
30
0
04 Feb 2021
Discovering alignment relations with Graph Convolutional Networks: a
  biomedical case study
Discovering alignment relations with Graph Convolutional Networks: a biomedical case study
Pierre Monnin
Chedy Raïssi
A. Napoli
Adrien Coulet
GNN
60
12
0
11 Nov 2020
An Empirical Meta-analysis of the Life Sciences (Linked?) Open Data on
  the Web
An Empirical Meta-analysis of the Life Sciences (Linked?) Open Data on the Web
Maulik R. Kamdar
Mark A. Musen
36
14
0
07 Jun 2020
Low-Dimensional Hyperbolic Knowledge Graph Embeddings
Low-Dimensional Hyperbolic Knowledge Graph Embeddings
Ines Chami
A. Wolf
Da-Cheng Juan
Frederic Sala
Sujith Ravi
Christopher Ré
58
395
0
01 May 2020
Network Medicine Framework for Identifying Drug Repurposing
  Opportunities for COVID-19
Network Medicine Framework for Identifying Drug Repurposing Opportunities for COVID-19
D. Gysi
Ì. Valle
Marinka Zitnik
Asher Ameli
Xiao Gan
...
D. Ghiassian
R. Baron
Helia Sanchez
J. Loscalzo
Albert-László Barabási
59
441
0
15 Apr 2020
Explainable Artificial Intelligence (XAI): Concepts, Taxonomies,
  Opportunities and Challenges toward Responsible AI
Explainable Artificial Intelligence (XAI): Concepts, Taxonomies, Opportunities and Challenges toward Responsible AI
Alejandro Barredo Arrieta
Natalia Díaz Rodríguez
Javier Del Ser
Adrien Bennetot
Siham Tabik
...
S. Gil-Lopez
Daniel Molina
Richard Benjamins
Raja Chatila
Francisco Herrera
XAI
135
6,321
0
22 Oct 2019
Knowledge Graph Embedding for Ecotoxicological Effect Prediction
Knowledge Graph Embedding for Ecotoxicological Effect Prediction
E. B. Myklebust
Ernesto Jiménez-Ruiz
Jiaoyan Chen
Raoul Wolf
K. Tollefsen
67
22
0
02 Jul 2019
BioBERT: a pre-trained biomedical language representation model for
  biomedical text mining
BioBERT: a pre-trained biomedical language representation model for biomedical text mining
Jinhyuk Lee
Wonjin Yoon
Sungdong Kim
Donghyeon Kim
Sunkyu Kim
Chan Ho So
Jaewoo Kang
OOD
182
5,684
0
25 Jan 2019
A Survey Of Methods For Explaining Black Box Models
A Survey Of Methods For Explaining Black Box Models
Riccardo Guidotti
A. Monreale
Salvatore Ruggieri
Franco Turini
D. Pedreschi
F. Giannotti
XAI
150
3,989
0
06 Feb 2018
Modeling polypharmacy side effects with graph convolutional networks
Modeling polypharmacy side effects with graph convolutional networks
Marinka Zitnik
Monica Agrawal
J. Leskovec
GNN
124
1,093
0
02 Feb 2018
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