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Marinka Zitnik
Marinka Zitnik
Assistant Professor, Harvard University
hms.harvard.edu의 이메일 확인됨 - 홈페이지
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Orange: data mining toolbox in Python
J Demšar, T Curk, A Erjavec, Č Gorup, T Hočevar, M Milutinovič, ...
the Journal of machine Learning research 14 (1), 2349-2353, 2013
15472013
Modeling polypharmacy side effects with graph convolutional networks
M Zitnik, M Agrawal, J Leskovec
Bioinformatics 34 (13), 457-466, 2018
6222018
Open graph benchmark: Datasets for machine learning on graphs
W Hu, M Fey, M Zitnik, Y Dong, H Ren, B Liu, M Catasta, J Leskovec
Advances in neural information processing systems 33, 22118-22133, 2020
6172020
Gnnexplainer: Generating explanations for graph neural networks
Z Ying, D Bourgeois, J You, M Zitnik, J Leskovec
Advances in neural information processing systems 32, 2019
428*2019
Predicting multicellular function through multi-layer tissue networks
M Zitnik, J Leskovec
Bioinformatics 33 (14), 190-198, 2017
3842017
Strategies for pre-training graph neural networks
W Hu, B Liu, J Gomes, M Zitnik, P Liang, V Pande, J Leskovec
arXiv preprint arXiv:1905.12265, 2019
3642019
Learning Structural Node Embeddings via Diffusion Wavelets
C Donnat, M Zitnik, D Hallac, J Leskovec
Proceedings of the 24th ACM SIGKDD International Conference on Knowledge …, 2018
2832018
Network Enhancement as a general method to denoise weighted biological networks
B Wang*, A Pourshafeie*, M Zitnik*, (*first co-author), J Zhu, ...
Nature Communications 9, 3108, 2018
2782018
Machine learning for integrating data in biology and medicine: Principles, practice, and opportunities
M Zitnik, F Nguyen, B Wang, J Leskovec, A Goldenberg, MM Hoffman
Information Fusion 50, 71-91, 2019
2642019
Data Fusion by Matrix Factorization
M Zitnik, B Zupan
Pattern Analysis and Machine Intelligence, IEEE Transactions on 37 (1), 41-53, 2015
209*2015
Network medicine framework for identifying drug-repurposing opportunities for COVID-19
DM Gysi, Í Do Valle, M Zitnik, A Ameli, X Gan, O Varol, SD Ghiassian, ...
Proceedings of the National Academy of Sciences 118 (19), 2021
2062021
Cross-type biomedical named entity recognition with deep multi-task learning
X Wang, Y Zhang, X Ren, Y Zhang, M Zitnik, J Shang, C Langlotz, J Han
Bioinformatics 35 (10), 1745-1752, 2019
1902019
Predicting human olfactory perception from chemical features of odor molecules
PM A. Keller, R.C. Gerkin, Y. Guan, A. Dhurandhar, G. Turu, B. Szalai, J.D ...
Science 355 (6327), 820-826, 2017
1752017
Embedding Logical Queries on Knowledge Graphs
WL Hamilton, P Bajaj, M Zitnik, D Jurafsky, J Leskovec
arXiv preprint arXiv:1806.01445, 2018
1582018
Genome-wide localization study of yeast Pex11 identifies peroxisome–mitochondria interactions through the ERMES complex
MM Ušaj, M Brložnik, P Kaferle, M Žitnik, H Wolinski, F Leitner, ...
Journal of Molecular Biology 427 (11), 2072-2087, 2015
1252015
Discovering disease-disease associations by fusing systems-level molecular data
M Žitnik, V Janjić, C Larminie, B Zupan, N Pržulj
Scientific Reports 3, 3202, 2013
1022013
Orthogonal matrix factorization enables integrative analysis of multiple RNA binding proteins
M Stražar, M Žitnik, B Zupan, J Ule, T Curk
Bioinformatics 32 (10), 1527-1535, 2016
1002016
Interpretability of machine learning‐based prediction models in healthcare
G Stiglic, P Kocbek, N Fijacko, M Zitnik, K Verbert, L Cilar
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery 10 (5 …, 2020
902020
NIMFA : A Python Library for Nonnegative Matrix Factorization
M Zitnik, B Zupan
Journal of Machine Learning Research 13, 849-853, 2012
902012
DeepPurpose: a Deep Learning Library for Drug-Target Interaction Prediction and Applications to Repurposing and Screening
K Huang, T Fu, L Glass, M Zitnik, C Xiao, J Sun
arXiv preprint arXiv:2004.08919, 2020
83*2020
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학술자료 1–20