Emir Muñoz
Machine Learning Engineer
Publications
Machine Learning Engineer
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Databases: @DBLP @GoogleScholar @ResearchGate @ORCID @Bibsonomy @SemanticScholar @MicrosoftAcademic
@inproceedings{DBLP_conf_esws_MohamedNVM19,
author = {Mohamed, Sameh K. and Nov{\'{a}}cek, V{\'{\i}}t and Vandenbussche, Pierre{-}Yves and Mu{\~{n}}oz, Emir},
editor = {Alam, Mehwish and Buscaldi, Davide and Cochez, Michael and Osborne, Francesco and Recupero, Diego Reforgiato and Sack, Harald},
title = {Loss Functions in Knowledge Graph Embedding Models},
booktitle = {Proceedings of the Workshop on Deep Learning for Knowledge Graphs {(DL4KG2019)} Co-located with the 16th Extended Semantic Web Conference 2019 {(ESWC} 2019), Portoroz, Slovenia, June 2, 2019},
series = {{CEUR} Workshop Proceedings},
volume = {2377},
pages = {1--10},
publisher = {CEUR-WS.org},
year = {2019},
url = {http://ceur-ws.org/Vol-2377/paper\_1.pdf},
timestamp = {Wed, 12 Feb 2020 16:45:11 +0100},
biburl = {https://dblp.org/rec/conf/esws/MohamedNVM19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{BIB_2017,
title = {Facilitating Prediction of Adverse Drug Reactions by Using Knowledge Graphs and Multi-Label Learning Models},
author = {Mu{\~{n}}oz, Emir and Nov{\'{a}}cek, V{\'{\i}}t and Vandenbussche, Pierre{-}Yves},
journal = {Briefings in Bioinformatics},
volume = {20},
number = {1},
pages = {190--202},
year = {2019},
publisher = {Oxford University Press},
supp-file = {files/BIB2017_supplemental.pdf},
url = {https://academic.oup.com/bib/article/doi/10.1093/bib/bbx099/4085292/Facilitating-prediction-of-adverse-drug-reactions?guestAccessKey=88df05b2-8c33-4854-8de9-42a34e5094ca}
}
@inproceedings{DBLP_conf_sac_MunozMN19,
author = {Mu{\~{n}}oz, Emir and Minervini, Pasquale and Nickles, Matthias},
editor = {Hung, Chih{-}Cheng and Papadopoulos, George A.},
title = {Embedding cardinality constraints in neural link predictors},
booktitle = {Proceedings of the 34th {ACM/SIGAPP} Symposium on Applied Computing, {SAC} 2019, Limassol, Cyprus, April 8-12, 2019},
pages = {2243--2250},
publisher = {{ACM}},
year = {2019},
url = {https://doi.org/10.1145/3297280.3297502},
doi = {10.1145/3297280.3297502},
timestamp = {Wed, 25 Sep 2019 18:12:11 +0200},
biburl = {https://dblp.org/rec/conf/sac/MunozMN19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@patent{2018-patent-kg,
title = {Method And Apparatus For Completing A Knowledge Graph},
month = dec,
year = {2018},
author = {Minervini, Pasquale and Costabello, Luca and Mu{\~n}oz, Emir and Nov\'{a}\v{c}ek, V{\'{\i}}t and Vandenbussche, Pierre{-}Yves},
note = {US 2018/0144252 A1 Patent Application},
date = {2018-05-24},
url = {https://lens.org/133-840-645-303-311},
month_numeric = {12}
}
@article{DBLP_journals_tlsdkcs_MunozN18,
author = {Mu{\~{n}}oz, Emir and Nickles, Matthias},
title = {Statistical Relation Cardinality Bounds in Knowledge Bases},
journal = {Trans. Large Scale Data Knowl. Centered Syst.},
volume = {39},
pages = {67--97},
year = {2018},
url = {https://doi.org/10.1007/978-3-662-58415-6\_3},
doi = {10.1007/978-3-662-58415-6\_3},
timestamp = {Mon, 02 Mar 2020 16:30:08 +0100},
biburl = {https://dblp.org/rec/journals/tlsdkcs/MunozN18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{ECMLPKDD2017,
title = {Regularizing Knowledge Graph Embeddings via Equivalence and Inversion Axioms},
author = {Minervini, Pasquale and Costabello, Luca and Mu{\~{n}}oz, Emir and Nov{\'a}{\v{c}}ek, V{\'\i}t and Vandenbussche, Pierre-Yves},
booktitle = {Machine Learning and Knowledge Discovery in Databases - European Conference, {ECML} {PKDD} 2017, Skopje, Macedonia, 18-22 September (in press)},
year = {2017},
volume = {10534},
address = {Skopje, Macedonia},
month = sep,
publisher = {Springer},
series = {Lecture Notes in Computer Science},
month_numeric = {9}
}
@inproceedings{DEXA_2017,
title = {Mining Cardinalities from Knowledge Bases},
author = {Mu{\~{n}}oz, Emir and Nickles, Matthias},
booktitle = {28rd International Conference on Database and Expert Systems Applications (DEXA 2017), Lyon, France, 28-31 August, Proceedings, Part {I}},
year = {2017},
address = {Lyon, France},
editor = {et al., D. Benslimane},
month = aug,
pages = {447--462},
publisher = {Springer},
series = {Lecture Notes in Computer Science},
volume = {10438},
doi = {10.1007/978-3-319-64468-4_34},
slides = {https://speakerdeck.com/emunoz/mining-cardinalities-from-knowledge-bases},
url = {https://doi.org/10.1007/978-3-319-64468-4_34},
month_numeric = {8}
}
@inproceedings{LDK_2017,
title = {Identifying Equivalent Relation Paths in Knowledge Graphs},
author = {Mohamed, Sameh K. and Mu{\~{n}}oz, Emir and Nov{\'{a}}cek, V{\'{\i}}t and Vandenbussche, Pierre{-}Yves},
booktitle = {Language, Data, and Knowledge - First International Conference, {LDK} 2017, Galway, Ireland, June 19-20, 2017, Proceedings},
year = {2017},
address = {Galway, Ireland},
editor = {et al., Jorge Gracia},
month = jun,
pages = {299--314},
publisher = {Springer},
series = {Lecture Notes in Computer Science},
volume = {10318},
doi = {10.1007/978-3-319-59888-8_26},
url = {https://doi.org/10.1007/978-3-319-59888-8_26},
month_numeric = {6}
}
@patent{2016-patent-spam,
title = {A Spam Identification and Filtering for Linked Data},
year = {2016},
author = {Mu{\~{n}}oz, Emir and Aldarra, Suad and Costabello, Luca},
month = dec,
note = {(Submitted)},
date = {2015-06-05},
month_numeric = {12}
}
@inproceedings{AMIA_2016,
title = {Using Drug Similarities for Discovery of Possible Adverse Reactions},
author = {Mu{\~{n}}oz, Emir and Nov{\'a}{\v{c}}ek, V{\'\i}t and Vandenbussche, Pierre-Yves},
booktitle = {{AMIA} 2016, American Medical Informatics Association Annual Symposium, Chicago, IL, USA, November 12-16, 2016},
year = {2016},
address = {Chicago, USA},
month = nov,
organization = {American Medical Informatics Association},
pages = {924--933},
volume = {2016},
slides = {https://speakerdeck.com/emunoz/using-drug-similarities-for-discovery-of-possible-adverse-reactions},
url = {https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5333276/},
month_numeric = {11}
}
@inproceedings{ESWC_2016,
title = {On Learnability of Constraints from {RDF} Data},
author = {Mu{\~{n}}oz, Emir},
booktitle = {The Semantic Web. Latest Advances and New Domains - 13th International
Conference, {ESWC} 2016, Heraklion, Crete, Greece, May 29 - June 2,
2016, Proceedings},
year = {2016},
address = {Heraklion, Crete, Greece},
editor = {et al., Harald Sack},
month = may,
pages = {834--844},
publisher = {Springer},
series = {Lecture Notes in Computer Science},
volume = {9678},
doi = {10.1007/978-3-319-34129-3_52},
slides = {https://speakerdeck.com/emunoz/on-learnability-of-cardinality-constraints-from-rdf-data},
url = {http://dx.doi.org/10.1007/978-3-319-34129-3_52},
month_numeric = {5}
}
@patent{2015-patent-dsqp-polyglot,
title = {Query Mediator, A Method Of Querying A Polyglot Data Tier And A Computer Program Executable To Carry Out A Method Of Querying A Polyglot Data Tier},
nationality = {GB, US, JP, EPO},
number = {US 2016/0314212 A1 Patent Application},
year = {2016},
yearfiled = {2015},
assignee = {Fujitsu Ltd},
author = {Mendey, Roger and Costabello, Luca and Umbrich, J\"{u}rgen and Vandenbussche, Pierre-Yves and Mu{\~{n}}oz, Emir and Nov{\'a}{\v{c}}ek, V{\'\i}t},
day = {23},
dayfiled = {23},
month = apr,
monthfiled = {April},
url = {https://lens.org/095-752-249-784-911},
date = {2015-04-23},
month_numeric = {4}
}
@inproceedings{LDMC_2016,
title = {A Hybrid Method for Rating Prediction Using Linked Data Features and Text Reviews},
author = {Yumusak, Semih and Mu{\~{n}}oz, Emir and Minervini, Pasquale and Dogdu, Erdogan and Kodaz, Halife},
booktitle = {Joint Proceedings of the 5th Workshop on Data Mining and Knowledge Discovery meets Linked Open Data and the 1st International Workshop on Completing and Debugging the Semantic Web (Know@LOD-2016, CoDeS-2016) co-located with 13th {ESWC} 2016, Heraklion, Greece, May 30th, 2016.},
year = {2016},
address = {Heraklion, Crete},
editor = {et al., Heiko Paulheim},
note = { This paper won the Know@LOD 2016 Challenge.},
publisher = {CEUR-WS.org},
series = {{CEUR} Workshop Proceedings},
volume = {1586},
slides = {https://speakerdeck.com/emunoz/a-hybrid-method-for-rating-prediction-using-linked-data-features-and-text-reviews},
url = {http://ceur-ws.org/Vol-1586/ldmc3.pdf}
}
@inproceedings{LDMC_2015,
title = {A Linked Data-Based Decision Tree Classifier to Review Movies},
author = {Aldarra, Suad and Mu{\~{n}}oz, Emir},
booktitle = {Proceedings of the 4th International Workshop on Knowledge Discovery and Data Mining Meets Linked Open Data at {ESWC} 2015},
year = {2015},
address = {Portoroz, Slovenia},
month = may,
note = { This paper won the Know@LOD 2015 Challenge.},
publisher = {CEUR-WS.org},
series = {CEUR Workshop Proceedings},
volume = {1365},
bibtexlink = {http://dblp.uni-trier.de/rec/bibtex/conf/esws/AldarraM15},
slides = {https://speakerdeck.com/emunoz/a-linked-data-based-decision-tree-classifier-to-review-movies},
url = {http://ceur-ws.org/Vol-1365/paper10.pdf},
month_numeric = {5}
}
@patent{2015-patent-hc,
title = {Apparatus And A System For Calculating Similarities Between Drugs And Using The Similarities To Extrapolate Side Effects},
nationality = {GB, JP, US, EPO},
number = {US 2016/0321407 A1 Patent Application},
year = {2015},
yearfiled = {2015},
assignee = {Fujitsu Ltd},
author = {Mu{\~{n}}oz, Emir and Abdelrahman, Ahmed and Nov{\'a}{\v{c}}ek, V{\'\i}t and Vandenbussche, Pierre-Yves},
day = {30},
dayfiled = {30},
month = apr,
monthfiled = {April},
url = {https://patents.google.com/patent/GB201507501D0},
date = {2015-04-30},
month_numeric = {4}
}
@inproceedings{APCCM_2015,
title = {Validation of Expressive XML Keys with XML Schema and XQuery},
author = {Liu, Bo and Link, Sebastian and Mu{\~{n}}oz, Emir},
booktitle = {11th Asia-Pacific Conference on Conceptual Modelling ({APCCM} 2015)},
year = {2015},
address = {Sydney, Australia},
editor = {Saeki, M. and Kohler, H.},
month = jan,
pages = {81--90},
publisher = {ACS},
series = {CRPIT},
volume = {165},
url = {http://crpit.com/confpapers/CRPITV165Liu.pdf},
month_numeric = {1}
}
@inproceedings{LD4IE_2014,
title = {Learning Content Patterns from Linked Data},
author = {Mu{\~{n}}oz, Emir},
booktitle = {Proceedings of the 2nd International Workshop on Linked Data for Information Extraction (LD4IE 2014) at {ISWC} 2014},
year = {2014},
address = {Riva del Garda, Italy},
month = oct,
pages = {21--32},
publisher = {CEUR-WS.org},
series = {CEUR Workshop Proceedings},
volume = {1267},
bibtexlink = {http://dblp.uni-trier.de/rec/bibtex/conf/semweb/Munoz14},
slides = {https://speakerdeck.com/emunoz/learning-content-patterns-from-linked-data},
url = {http://ceur-ws.org/Vol-1267/LD4IE2014_Munos.pdf},
month_numeric = {10}
}
@inproceedings{uRaptor_2014,
title = {μRaptor: A DOM-based system with appetite for hCard elements},
author = {Mu{\~{n}}oz, Emir and Costabello, Luca and Vandenbussche, Pierre-Yves},
booktitle = {Proceedings of the 2nd International Workshop on Linked Data for Information Extraction (LD4IE 2014) at {ISWC} 2014},
year = {2014},
address = {Riva del Garda, Italy},
month = oct,
note = { This paper won the LD4IE 2014 Challenge.},
pages = {67--71},
publisher = {CEUR-WS.org},
series = {CEUR Workshop Proceedings},
volume = {1267},
link = {https://github.com/emir-munoz/uraptor},
slides = {https://speakerdeck.com/emunoz/mraptor-a-dom-based-system-with-appetite-for-hcard-elements},
url = {http://ceur-ws.org/Vol-1267/LD4IE2014_IEchallenge_Munos.pdf},
month_numeric = {10}
}
@inproceedings{WSDM_2014,
title = {Using Linked Data to Mine RDF from Wikipedia's Tables},
author = {Mu{\~{n}}oz, Emir and Hogan, Aidan and Mileo, Alessandra},
booktitle = {7th ACM Web Search and Data Mining Conference (WSDM 2014), New York, NY, USA, February 24-28},
year = {2014},
address = {NY, USA},
month = feb,
pages = {533-542},
link = {http://emunoz.org/wikitables},
slides = {https://speakerdeck.com/emunoz/using-linked-data-to-mine-rdf-from-wikipedias-tables},
url = {http://dl.acm.org/citation.cfm?doid=2556195.2556266},
month_numeric = {2}
}
@inproceedings{ISWC-DEMO_2016,
title = {SemanTex: Semantic Text Exploration Using Document Links Implied by Conceptual Networks Extracted from the Texts},
author = {Aldarra, Suad and Mu{\~{n}}oz, Emir and Vandenbussche, Pierre{-}Yves and Nov{\'{a}}cek, V{\'{\i}}t},
booktitle = {Proceedings of the {ISWC} 2014 Posters {\&} Demonstrations Track a track within the 13th International Semantic Web Conference, {ISWC} 2014, Riva del Garda, Italy, October 21, 2014.},
year = {2014},
address = {Riva del Garda, Italy},
editor = {et al., Matthew Horridge},
pages = {345--348},
publisher = {CEUR-WS.org},
series = {{CEUR} Workshop Proceedings},
volume = {1272},
slides = {https://speakerdeck.com/emunoz/semantex},
url = {http://ceur-ws.org/Vol-1272/paper_88.pdf}
}
@inproceedings{WISE_2013,
title = {Soft Cardinality Constraints on XML Data},
author = {Ferrarotti, Flavio and Hartmann, Sven and Link, Sebastian and Mar\'{i}n, Mauricio and Mu{\~{n}}oz, Emir},
booktitle = {Web Information Systems Engineering (WISE 2013)},
year = {2013},
address = {Nanjing, China},
month = oct,
publisher = {Springer},
slides = {https://speakerdeck.com/emunoz/soft-cardinality-constaints-on-xml-data},
url = {http://link.springer.com/chapter/10.1007/978-3-642-41230-1_32},
month_numeric = {10}
}
@article{TLKS_2013,
title = {The Finite Implication Problem for Expressive XML Keys: Foundations, Applications, and Performance Evaluation},
author = {Ferrarotti, Flavio and Hartmann, Sven and Link, Sebastian and Mar\'{i}n, Mauricio and Mu{\~n}oz, Emir},
journal = {Transactions on Large-Scale Data- and Knowledge-Centered Systems (TLDKS 2013)},
year = {2013},
pages = {60-94},
volume = {10},
doi = {http://dx.doi.org/10.1007/978-3-642-41221-9_3},
publisher = {Springer Berlin Heidelberg},
url = {http://link.springer.com/chapter/10.1007/978-3-642-41221-9_3}
}
@inproceedings{ISWC-DEMO_2013,
title = {DRETa: Extracting RDF from Wikitables},
author = {Mu{\~{n}}oz, Emir and Hogan, Aidan and Mileo, Alessandra},
booktitle = {Demo Proceedings of the 12th International Semantic Web Conference (ISWC 2013)},
year = {2013},
address = {Sydney, Australia},
month = {21-25 October},
pages = {89-92},
link = {http://emunoz.org/wikitables},
url = {http://ceur-ws.org/Vol-1035/iswc2013_demo_23.pdf}
}
@inproceedings{LD4IE_2013,
title = {Triplifying Wikipedia's Tables},
author = {Mu{\~{n}}oz, Emir and Hogan, Aidan and Mileo, Alessandra},
booktitle = {Proceedings of the Linked Data for Information Extraction Workshop (LD4IE 2013) at {ISWC} 2013},
year = {2013},
address = {Sydney, Australia},
month = {21-25 October},
publisher = {CEUR-WS.org},
series = {CEUR Workshop Proceedings},
volume = {1057},
link = {http://emunoz.org/wikitables},
url = {http://ceur-ws.org/Vol-1057/MunozEtAl_LD4IE2013.pdf}
}
@inproceedings{LODPeas_2012,
title = {LODPeas: Like peas in a LOD (cloud)},
author = {Hogan, Aidan and Mu{\~{n}}oz, Emir and Umbrich, J\"{u}rgen},
booktitle = {Proceedings of the Billion Triple Challenge 2012 (co-located with ISWC 2012, Boston, US), November 13},
year = {2012},
address = {Boston, USA},
month = nov,
abstractlink = {http://leansemanticweb.com/web/iswc/2012/data/proceedings/iswc2012paper-semantic-web-challenge-btc-03.html},
bibtexlink = {http://leansemanticweb.com/web/iswc/2012/data/proceedings/iswc2012paper-semantic-web-challenge-btc-03.html},
link = {https://github.com/emir-munoz/lodpeas},
slides = {files/BTC_swc2012-slides.pptx},
url = {http://lodpeas.org/},
month_numeric = {11}
}
@inproceedings{DEXA_2012,
title = {Performance Analysis of Algorithms to Reason about XML Keys},
author = {Ferrarotti, Flavio and Hartmann, Sven and Link, Sebastian and Mar\'{i}n, Mauricio and Mu{\~{n}}oz, Emir},
booktitle = {23rd International Conference on Database and Expert Systems Applications (DEXA 2012), Vienna, Austria, 3-6 September},
year = {2012},
address = {Vienna, Austria},
editor = {et al., S.W. Liddle},
month = {3--6 September},
note = { This paper received the Norman Revell best paper award out of 183 submitted papers.},
pages = {101-115},
publisher = {Springer},
series = {Lecture Notes in Computer Science},
volume = {7446},
slides = {https://speakerdeck.com/emunoz/dexa-2012-talk},
url = {http://dx.doi.org/10.1007/978-3-642-32600-4_9}
}