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Blaz Skrlj
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2020 – today
- 2024
- [b1]Blaz Skrlj:
From Unimodal to Multimodal Machine Learning - An Overview. Springer Briefs in Computer Science, Springer 2024, ISBN 978-3-031-57015-5, pp. 3-55 - [c36]Boshko Koloski, Nada Lavrac, Bojan Cestnik, Senja Pollak, Blaz Skrlj, Andrej Kastrin:
AHAM: Adapt, Help, Ask, Model Harvesting LLMs for Literature Mining. IDA (1) 2024: 254-265 - [i39]Blaz Skrlj, Benjamin Ben-Shalom, Grega Gaspersic, Adi Schwartz, Ramzi Hoseisi, Naama Ziporin, Davorin Kopic, Andraz Tori:
A Bag of Tricks for Scaling CPU-based Deep FFMs to more than 300m Predictions per Second. CoRR abs/2407.10115 (2024) - 2023
- [j29]Blaz Skrlj
, Matej Bevec, Nada Lavrac:
Multimodal AutoML via Representation Evolution. Mach. Learn. Knowl. Extr. 5(1): 1-13 (2023) - [c35]Boshko Koloski, Marko Pranjic, Nada Lavrac, Blaz Skrlj, Senja Pollak:
Inducing Document Representations from Graphs: A Blueprint. Tiny Papers @ ICLR 2023 - [c34]Blaz Skrlj, Nir Ki-Tov, Lee Edelist, Natalia Silberstein, Hila Weisman-Zohar, Blaz Mramor, Davorin Kopic, Naama Ziporin:
Drifter: Efficient Online Feature Monitoring for Improved Data Integrity in Large-Scale Recommendation Systems. ORSUM@RecSys 2023 - [c33]Blaz Skrlj
, Blaz Mramor
:
OutRank: Speeding up AutoML-based Model Search for Large Sparse Data sets with Cardinality-aware Feature Ranking. RecSys 2023: 1078-1083 - [i38]Jan Kralj, Blaz Skrlj, Ziva Ramsak, Nada Lavrac, Kristina Gruden:
DDeMON: Ontology-based function prediction by Deep Learning from Dynamic Multiplex Networks. CoRR abs/2302.03907 (2023) - [i37]Blaz Skrlj, Blaz Mramor:
OutRank: Speeding up AutoML-based Model Search for Large Sparse Data sets with Cardinality-aware Feature Ranking. CoRR abs/2309.01552 (2023) - [i36]Boshko Koloski, Blaz Skrlj, Marko Robnik-Sikonja, Senja Pollak:
Measuring Catastrophic Forgetting in Cross-Lingual Transfer Paradigms: Exploring Tuning Strategies. CoRR abs/2309.06089 (2023) - [i35]Blaz Skrlj, Nir Ki-Tov, Lee Edelist, Natalia Silberstein, Hila Weisman-Zohar, Blaz Mramor, Davorin Kopic, Naama Ziporin:
Drifter: Efficient Online Feature Monitoring for Improved Data Integrity in Large-Scale Recommendation Systems. CoRR abs/2309.08617 (2023) - [i34]Boshko Koloski, Blaz Skrlj, Senja Pollak, Nada Lavrac:
Latent Graph Powered Semi-Supervised Learning on Biomedical Tabular Data. CoRR abs/2309.15757 (2023) - [i33]Boshko Koloski, Nada Lavrac, Bojan Cestnik, Senja Pollak, Blaz Skrlj, Andrej Kastrin:
AHAM: Adapt, Help, Ask, Model - Harvesting LLMs for literature mining. CoRR abs/2312.15784 (2023) - 2022
- [j28]Kristian Miok
, Blaz Skrlj, Daniela Zaharie
, Marko Robnik-Sikonja:
To BAN or Not to BAN: Bayesian Attention Networks for Reliable Hate Speech Detection. Cogn. Comput. 14(1): 353-371 (2022) - [j27]Blaz Skrlj
, Jan Kralj
, Janez Konc
, Marko Robnik-Sikonja
, Nada Lavrac
:
Deep node ranking for neuro-symbolic structural node embedding and classification. Int. J. Intell. Syst. 37(1): 914-943 (2022) - [j26]Boshko Koloski, Timen Stepisnik Perdih, Marko Robnik-Sikonja, Senja Pollak, Blaz Skrlj:
Knowledge graph informed fake news classification via heterogeneous representation ensembles. Neurocomputing 496: 208-226 (2022) - [j25]Janez Konc
, Samo Lesnik, Blaz Skrlj, Matej Sova, Matic Proj
, Damijan Knez
, Stanislav Gobec
, Dusanka Janezic
:
ProBiS-Dock: A Hybrid Multitemplate Homology Flexible Docking Algorithm Enabled by Protein Binding Site Comparison. J. Chem. Inf. Model. 62(6): 1573-1584 (2022) - [j24]Matej Petkovic
, Michelangelo Ceci
, Gianvito Pio
, Blaz Skrlj
, Kristian Kersting
, Saso Dzeroski
:
Relational tree ensembles and feature rankings. Knowl. Based Syst. 251: 109254 (2022) - [j23]Sebastian Meznar
, Matej Bevec
, Nada Lavrac
, Blaz Skrlj
:
Ontology Completion with Graph-Based Machine Learning: A Comprehensive Evaluation. Mach. Learn. Knowl. Extr. 4(4): 1107-1123 (2022) - [j22]Blaz Skrlj, Saso Dzeroski
, Nada Lavrac, Matej Petkovic
:
ReliefE: feature ranking in high-dimensional spaces via manifold embeddings. Mach. Learn. 111(1): 273-317 (2022) - [j21]Matej Martinc
, Blaz Skrlj, Senja Pollak:
TNT-KID: Transformer-based neural tagger for keyword identification. Nat. Lang. Eng. 28(4): 409-448 (2022) - [c32]Ilija Tavchioski, Blaz Skrlj, Senja Pollak, Boshko Koloski:
Early detection of depression with linear models using hand-crafted and contextual features. CLEF (Working Notes) 2022: 1005-1013 - [c31]Blaz Skrlj, Boshko Koloski, Senja Pollak:
Retrieval-Efficiency Trade-Off of Unsupervised Keyword Extraction. DS 2022: 379-393 - [c30]Boshko Koloski, Senja Pollak, Blaz Skrlj, Matej Martinc:
Out of Thin Air: Is Zero-Shot Cross-Lingual Keyword Detection Better Than Unsupervised? LREC 2022: 400-409 - [c29]Ilija Tavchioski, Boshko Koloski, Blaz Skrlj, Senja Pollak:
E8-IJS@LT-EDI-ACL2022 - BERT, AutoML and Knowledge-graph backed Detection of Depression. LT-EDI 2022: 251-257 - [c28]Blaz Skrlj, Adi Schwartz, Jure Ferlez, Davorin Kopic, Naama Ziporin:
Dynamic Surrogate Switching: Sample-Efficient Search for Factorization Machine Configurations in Online Recommendations. RecSys 2022: 472-475 - [i32]Boshko Koloski, Senja Pollak, Blaz Skrlj, Matej Martinc:
Out of Thin Air: Is Zero-Shot Cross-Lingual Keyword Detection Better Than Unsupervised? CoRR abs/2202.06650 (2022) - [i31]Blaz Skrlj, Boshko Koloski, Senja Pollak:
Retrieval-efficiency trade-off of Unsupervised Keyword Extraction. CoRR abs/2208.07262 (2022) - [i30]Blaz Skrlj, Adi Schwartz, Jure Ferlez, Davorin Kopic, Naama Ziporin:
Dynamic Surrogate Switching: Sample-Efficient Search for Factorization Machine Configurations in Online Recommendations. CoRR abs/2209.14598 (2022) - 2021
- [j20]Matej Petkovic
, Blaz Skrlj
, Dragi Kocev
, Nikola Simidjievski
:
Fuzzy Jaccard Index: A robust comparison of ordered lists. Appl. Soft Comput. 113(Part): 107849 (2021) - [j19]Blaz Skrlj, Nika Erzen, Nada Lavrac
, Tanja Kunej
, Janez Konc
:
CaNDis: a web server for investigation of causal relationships between diseases, drugs and drug targets. Bioinform. 37(6): 885-887 (2021) - [j18]Tomaz Stepisnik, Blaz Skrlj, Jörg Wicker
, Dragi Kocev
:
A comprehensive comparison of molecular feature representations for use in predictive modeling. Comput. Biol. Medicine 130: 104197 (2021) - [j17]Sebastian Meznar, Nada Lavrac, Blaz Skrlj:
Transfer Learning for Node Regression Applied to Spreading Prediction. Complex Syst. 30(4): 457-481 (2021) - [j16]Blaz Skrlj, Matej Martinc, Jan Kralj, Nada Lavrac
, Senja Pollak
:
tax2vec: Constructing Interpretable Features from Taxonomies for Short Text Classification. Comput. Speech Lang. 65: 101104 (2021) - [j15]Blaz Skrlj, Enja Kokalj, Nada Lavrac
:
PubMed-Scale Chemical Concept Embeddings Reconstruct Physical Protein Interaction Networks. Frontiers Res. Metrics Anal. 6: 644614 (2021) - [j14]Matej Petkovic
, Dragi Kocev
, Blaz Skrlj
, Saso Dzeroski
:
Ensemble- and distance-based feature ranking for unsupervised learning. Int. J. Intell. Syst. 36(7): 3068-3086 (2021) - [j13]Janez Konc
, Samo Lesnik, Blaz Skrlj, Dusanka Janezic
:
ProBiS-Dock Database: A Web Server and Interactive Web Repository of Small Ligand-Protein Binding Sites for Drug Design. J. Chem. Inf. Model. 61(8): 4097-4107 (2021) - [j12]Blaz Skrlj
, Matej Martinc, Nada Lavrac
, Senja Pollak:
autoBOT: evolving neuro-symbolic representations for explainable low resource text classification. Mach. Learn. 110(5): 989-1028 (2021) - [j11]Andraz Pelicon
, Ravi Shekhar
, Blaz Skrlj, Matthew Purver
, Senja Pollak:
Investigating cross-lingual training for offensive language detection. PeerJ Comput. Sci. 7: e559 (2021) - [c27]Boshko Koloski, Timen Stepisnik Perdih, Senja Pollak, Blaz Skrlj:
Identification of COVID-19 Related Fake News via Neural Stacking. CONSTRAINT@AAAI 2021: 177-188 - [c26]Blaz Skrlj
, Marko Jukic, Nika Erzen, Senja Pollak
, Nada Lavrac:
Prioritization of COVID-19-Related Literature via Unsupervised Keyphrase Extraction and Document Representation Learning. DS 2021: 204-217 - [c25]Urh Primozic
, Blaz Skrlj
, Saso Dzeroski
, Matej Petkovic
:
Unsupervised Feature Ranking via Attribute Networks. DS 2021: 334-343 - [c24]Enja Kokalj, Blaz Skrlj, Nada Lavrac, Senja Pollak, Marko Robnik-Sikonja:
BERT meets Shapley: Extending SHAP Explanations to Transformer-based Classifiers. EACL (Hackashop) 2021: 16-21 - [c23]Boshko Koloski, Senja Pollak, Blaz Skrlj, Matej Martinc:
Extending Neural Keyword Extraction with TF-IDF tagset matching. EACL (Hackashop) 2021: 22-29 - [c22]Andraz Pelicon, Ravi Shekhar, Matej Martinc, Blaz Skrlj, Matthew Purver, Senja Pollak:
Zero-shot Cross-lingual Content Filtering: Offensive Language and Hate Speech Detection. EACL (Hackashop) 2021: 30-34 - [c21]Blaz Skrlj, Shane Sheehan, Nika Erzen, Marko Robnik-Sikonja, Saturnino Luz, Senja Pollak:
Exploring Neural Language Models via Analysis of Local and Global Self-Attention Spaces. EACL (Hackashop) 2021: 76-83 - [c20]Senja Pollak, Marko Robnik-Sikonja, Matthew Purver, Michele Boggia, Ravi Shekhar, Marko Pranjic, Salla Salmela, Ivar Krustok, Tarmo Paju, Carl-Gustav Linden, Leo Leppänen, Elaine Zosa, Matej Ulcar, Linda Freienthal, Silver Traat, Luis Adrián Cabrera-Diego, Matej Martinc, Nada Lavrac, Blaz Skrlj, Martin Znidarsic, Andraz Pelicon, Boshko Koloski, Vid Podpecan, Janez Kranjc, Shane Sheehan, Emanuela Boros, José G. Moreno, Antoine Doucet, Hannu Toivonen:
EMBEDDIA Tools, Datasets and Challenges: Resources and Hackathon Contributions. EACL (Hackashop) 2021: 99-109 - [c19]Boshko Koloski, Elaine Zosa, Timen Stepisnik Perdih, Blaz Skrlj, Tarmo Paju, Senja Pollak:
Interesting cross-border news discovery using cross-lingual article linking and document similarity. EACL (Hackashop) 2021: 116-120 - [c18]Blaz Skrlj, Matej Petkovic:
Compressibility of Distributed Document Representations. ICDM 2021: 1330-1335 - [c17]Timen Stepisnik Perdih, Senja Pollak, Blaz Skrlj:
JSI at the FinSim-2 task: Ontology-Augmented Financial Concept Classification. WWW (Companion Volume) 2021: 298-301 - [i29]Boshko Koloski, Timen Stepisnik Perdih, Senja Pollak, Blaz Skrlj:
Identification of COVID-19 related Fake News via Neural Stacking. CoRR abs/2101.03988 (2021) - [i28]Blaz Skrlj, Saso Dzeroski, Nada Lavrac, Matej Petkovic:
ReliefE: Feature Ranking in High-dimensional Spaces via Manifold Embeddings. CoRR abs/2101.09577 (2021) - [i27]Boshko Koloski, Senja Pollak, Blaz Skrlj, Matej Martinc:
Extending Neural Keyword Extraction with TF-IDF tagset matching. CoRR abs/2102.00472 (2021) - [i26]Sebastian Meznar, Nada Lavrac, Blaz Skrlj:
Transfer Learning for Node Regression Applied to Spreading Prediction. CoRR abs/2104.00088 (2021) - [i25]Timen Stepisnik Perdih, Senja Pollak, Blaz Skrlj:
JSI at the FinSim-2 task: Ontology-Augmented Financial Concept Classification. CoRR abs/2106.09230 (2021) - [i24]Timen Stepisnik Perdih, Nada Lavrac, Blaz Skrlj:
Semantic Reasoning from Model-Agnostic Explanations. CoRR abs/2106.15433 (2021) - [i23]Blaz Skrlj, Matej Petkovic:
Compressibility of Distributed Document Representations. CoRR abs/2110.07595 (2021) - [i22]Blaz Skrlj, Marko Jukic, Nika Erzen, Senja Pollak, Nada Lavrac:
Prioritization of COVID-19-related literature via unsupervised keyphrase extraction and document representation learning. CoRR abs/2110.08874 (2021) - [i21]Boshko Koloski, Timen Stepisnik Perdih, Marko Robnik-Sikonja, Senja Pollak, Blaz Skrlj:
Knowledge Graph informed Fake News Classification via Heterogeneous Representation Ensembles. CoRR abs/2110.10457 (2021) - [i20]Sebastian Meznar, Matej Bevec, Nada Lavrac, Blaz Skrlj:
Link Analysis meets Ontologies: Are Embeddings the Answer? CoRR abs/2111.11710 (2021) - [i19]Urh Primozic, Blaz Skrlj, Saso Dzeroski, Matej Petkovic:
Unsupervised Feature Ranking via Attribute Networks. CoRR abs/2111.13273 (2021) - 2020
- [j10]Sebastian Meznar
, Nada Lavrac
, Blaz Skrlj
:
SNoRe: Scalable Unsupervised Learning of Symbolic Node Representations. IEEE Access 8: 212568-212588 (2020) - [j9]Blaz Skrlj
, Benjamin Renoust:
Layer entanglement in multiplex, temporal multiplex, and coupled multilayer networks. Appl. Netw. Sci. 5(1): 89 (2020) - [j8]Nada Lavrac
, Blaz Skrlj
, Marko Robnik-Sikonja:
Propositionalization and embeddings: two sides of the same coin. Mach. Learn. 109(7): 1465-1507 (2020) - [j7]Blaz Skrlj
, Jan Kralj, Nada Lavrac
:
Embedding-based Silhouette community detection. Mach. Learn. 109(11): 2161-2193 (2020) - [c16]Boshko Koloski, Senja Pollak, Blaz Skrlj:
Multilingual Detection of Fake News Spreaders via Sparse Matrix Factorization. CLEF (Working Notes) 2020 - [c15]Boshko Koloski, Senja Pollak, Blaz Skrlj:
Know your Neighbors: Efficient Author Profiling via Follower Tweets. CLEF (Working Notes) 2020 - [c14]Sebastian Meznar
, Nada Lavrac, Blaz Skrlj:
Prediction of the Effects of Epidemic Spreading with Graph Neural Networks. COMPLEX NETWORKS (1) 2020: 420-431 - [c13]Matej Martinc, Blaz Skrlj, Sergej Pirkmajer, Nada Lavrac, Bojan Cestnik, Martin Marzidovsek, Senja Pollak:
COVID-19 Therapy Target Discovery with Context-Aware Literature Mining. DS 2020: 109-123 - [c12]Blaz Skrlj, Saso Dzeroski, Nada Lavrac, Matej Petkovic
:
Feature Importance Estimation with Self-Attention Networks. ECAI 2020: 1491-1498 - [i18]Blaz Skrlj, Saso Dzeroski, Nada Lavrac, Matej Petkovic:
Feature Importance Estimation with Self-Attention Networks. CoRR abs/2002.04464 (2020) - [i17]Matej Martinc, Blaz Skrlj, Senja Pollak:
TNT-KID: Transformer-based Neural Tagger for Keyword Identification. CoRR abs/2003.09166 (2020) - [i16]Blaz Skrlj, Benjamin Renoust:
Layer entanglement in multiplex, temporal multiplex, and coupled multilayer networks. CoRR abs/2004.01534 (2020) - [i15]Blaz Skrlj, Nika Erzen, Shane Sheehan, Saturnino Luz, Marko Robnik-Sikonja, Senja Pollak:
AttViz: Online exploration of self-attention for transparent neural language modeling. CoRR abs/2005.05716 (2020) - [i14]Nada Lavrac, Blaz Skrlj, Marko Robnik-Sikonja:
Propositionalization and Embeddings: Two Sides of the Same Coin. CoRR abs/2006.04410 (2020) - [i13]Matej Martinc, Blaz Skrlj, Sergej Pirkmajer, Nada Lavrac, Bojan Cestnik, Martin Marzidovsek, Senja Pollak:
COVID-19 therapy target discovery with context-aware literature mining. CoRR abs/2007.15681 (2020) - [i12]Matej Petkovic, Blaz Skrlj, Dragi Kocev, Nikola Simidjievski:
Fuzzy Jaccard Index: A robust comparison of ordered lists. CoRR abs/2008.02216 (2020) - [i11]Sebastian Meznar, Nada Lavrac, Blaz Skrlj:
SNoRe: Scalable Unsupervised Learning of Symbolic Node Representations. CoRR abs/2009.04535 (2020) - [i10]Matej Petkovic, Dragi Kocev, Blaz Skrlj, Saso Dzeroski:
Ensemble- and Distance-Based Feature Ranking for Unsupervised Learning. CoRR abs/2011.11679 (2020) - [i9]Sebastian Meznar, Blaz Skrlj:
Predicting Generalization in Deep Learning via Metric Learning - PGDL Shared task. CoRR abs/2012.09117 (2020)
2010 – 2019
- 2019
- [j6]Blaz Skrlj
, Jan Kralj, Nada Lavrac:
Py3plex toolkit for visualization and analysis of multilayer networks. Appl. Netw. Sci. 4(1): 94:1-94:24 (2019) - [j5]Blaz Skrlj, Jan Kralj, Nada Lavrac:
CBSSD: community-based semantic subgroup discovery. J. Intell. Inf. Syst. 53(2): 265-304 (2019) - [j4]Blaz Skrlj
, Jan Kralj, Nada Lavrac, Senja Pollak
:
Towards Robust Text Classification with Semantics-Aware Recurrent Neural Architecture. Mach. Learn. Knowl. Extr. 1(2): 575-589 (2019) - [c11]Matej Martinc, Blaz Skrlj, Senja Pollak:
Who is Hot and Who is Not? Profiling Celebs on Twitter. CLEF (Working Notes) 2019 - [c10]Matej Martinc, Blaz Skrlj, Senja Pollak:
Fake or Not: Distinguishing between Bots, Males and Females. CLEF (Working Notes) 2019 - [c9]Blaz Skrlj, Benjamin Renoust:
Patterns of Multiplex Layer Entanglement Across Real and Synthetic Networks. COMPLEX NETWORKS (2) 2019: 671-683 - [c8]Blaz Skrlj, Nada Lavrac, Jan Kralj:
Symbolic Graph Embedding Using Frequent Pattern Mining. DS 2019: 261-275 - [c7]Blaz Skrlj, Senja Pollak
:
Language Comparison via Network Topology. SLSP 2019: 112-123 - [c6]Kristian Miok
, Dong Nguyen Doan, Blaz Skrlj, Daniela Zaharie
, Marko Robnik-Sikonja:
Prediction Uncertainty Estimation for Hate Speech Classification. SLSP 2019: 286-298 - [c5]Blaz Skrlj, Andraz Repar, Senja Pollak
:
RaKUn: Rank-based Keyword Extraction via Unsupervised Learning and Meta Vertex Aggregation. SLSP 2019: 311-323 - [i8]Blaz Skrlj, Matej Martinc, Jan Kralj, Nada Lavrac, Senja Pollak:
tax2vec: Constructing Interpretable Features from Taxonomies for Short Text Classification. CoRR abs/1902.00438 (2019) - [i7]Blaz Skrlj, Jan Kralj, Janez Konc, Marko Robnik-Sikonja, Nada Lavrac:
Deep Node Ranking: an Algorithm for Structural Network Embedding and End-to-End Classification. CoRR abs/1902.03964 (2019) - [i6]Blaz Skrlj, Andraz Repar, Senja Pollak:
RaKUn: Rank-based Keyword extraction via Unsupervised learning and Meta vertex aggregation. CoRR abs/1907.06458 (2019) - [i5]Blaz Skrlj, Senja Pollak:
Language comparison via network topology. CoRR abs/1907.06944 (2019) - [i4]Blaz Skrlj, Jan Kralj, Nada Lavrac:
Embedding-based Silhouette Community Detection. CoRR abs/1908.02556 (2019) - [i3]Kristian Miok, Dong Nguyen Doan, Blaz Skrlj, Daniela Zaharie, Marko Robnik-Sikonja:
Prediction Uncertainty Estimation for Hate Speech Classification. CoRR abs/1909.07158 (2019) - [i2]Blaz Skrlj, Benjamin Renoust:
Patterns of Multiplex Layer Entanglement across Real and Synthetic Networks. CoRR abs/1910.05300 (2019) - [i1]Blaz Skrlj, Jan Kralj, Nada Lavrac:
Symbolic Graph Embedding using Frequent Pattern Mining. CoRR abs/1910.13314 (2019) - 2018
- [c4]Matej Martinc, Blaz Skrlj, Senja Pollak:
Multilingual Gender Classification with Multi-view Deep Learning: Notebook for PAN at CLEF 2018. CLEF (Working Notes) 2018 - [c3]Blaz Skrlj, Jan Kralj, Nada Lavrac:
Py3plex: A Library for Scalable Multilayer Network Analysis and Visualization. COMPLEX NETWORKS (1) 2018: 757-768 - [c2]Blaz Skrlj, Jan Kralj, Nada Lavrac:
Targeted End-to-End Knowledge Graph Decomposition. ILP 2018: 157-171 - 2017
- [j3]Samo Lesnik, Blaz Skrlj, Nika Erzen, Urban Bren, Stanislav Gobec
, Janez Konc, Dusanka Janezic
:
BoBER: web interface to the base of bioisosterically exchangeable replacements. J. Cheminformatics 9(1): 62:1-62:8 (2017) - [j2]Janez Konc, Blaz Skrlj, Nika Erzen, Tanja Kunej
, Dusanka Janezic
:
GenProBiS: web server for mapping of sequence variants to protein binding sites. Nucleic Acids Res. 45(Webserver-Issue): W253-W259 (2017) - [c1]Blaz Skrlj, Jan Kralj, Anze Vavpetic, Nada Lavrac:
Community-Based Semantic Subgroup Discovery. NFMCP@PKDD/ECML 2017: 182-196 - 2016
- [j1]Blaz Skrlj, Tanja Kunej
:
Computational identification of non-synonymous polymorphisms within regions corresponding to protein interaction sites. Comput. Biol. Medicine 79: 30-35 (2016)
Coauthor Index
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last updated on 2024-08-16 18:31 CEST by the dblp team
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