Machine learning vs. rule-based methods for document classification of electronic health records within mental health care

Kalliopi Zervanou http://www.cs.uu.nl/staff/zervanou.html

Emil Rijcken Kalliopi Zervanou Pablo Mosteiro Floortje Scheepers Marco Spruit Uzay Kaymak Machine learning vs. rule-based methods for document classification of electronic health records within mental health care - A systematic literature review. 100129 2025 10 Nat. Lang. Process. J. https://doi.org/10.1016/j.nlp.2025.100129 db/journals/nlpj/nlpj10.html#RijckenZMSSK25 streams/journals/nlpj

Emil Rijcken Kalliopi Zervanou Pablo Mosteiro Floortje Scheepers Marco Spruit Uzay Kaymak Topic specificity: A descriptive metric for algorithm selection and finding the right number of topics. 100082 2024 8 Nat. Lang. Process. J. https://doi.org/10.1016/j.nlp.2024.100082 db/journals/nlpj/nlpj8.html#RijckenZMSSK24

Vahideh Reshadat Alp Akcay Kalliopi Zervanou Yingqian Zhang 0001 Eelco de Jong SCRE: special cargo relation extraction using representation learning. 18783-18801 2023 September 35 Neural Comput. Appl. 25 https://doi.org/10.1007/s00521-023-08704-9 db/journals/nca/nca35.html#ReshadatAZZJ23

Emil Rijcken Kalliopi Zervanou Marco Spruit Floortje Scheepers Uzay Kaymak Effect of Calculating Pointwise Mutual Information using a Fuzzy Sliding Window in Topic Modeling. 1-6 2023 FUZZ https://doi.org/10.1109/FUZZ52849.2023.10309675 conf/fuzzIEEE/2023 db/conf/fuzzIEEE/fuzzIEEE2023.html#RijckenZSSK23

Emil Rijcken Uzay Kaymak Floortje Scheepers Pablo Mosteiro Kalliopi Zervanou Marco Spruit Topic Modeling for Interpretable Text Classification From EHRs. 846930 2022 5 Frontiers Big Data https://doi.org/10.3389/fdata.2022.846930 db/journals/fdata/fdata5.html#RijckenKSMZS22

Emil Rijcken Pablo Mosteiro Kalliopi Zervanou Marco Spruit Floortje Scheepers Uzay Kaymak FuzzyTM: a Software Package for Fuzzy Topic Modeling. 1-8 2022 FUZZ-IEEE https://doi.org/10.1109/FUZZ-IEEE55066.2022.9882661 conf/fuzzIEEE/2022 db/conf/fuzzIEEE/fuzzIEEE2022.html#RijckenMZSSK22 Jasper Arendsen Emil Rijcken Kalliopi Zervanou Kim Rietjens Femke Vlems Uzay Kaymak Analyzing Patient Feedback Data with Topic Modeling. 248-258 2022 IPMU (2) https://doi.org/10.1007/978-3-031-08974-9_20 conf/ipmu/2022-2 db/conf/ipmu/ipmu2022-2.html#ArendsenRZRVK22 Emil Rijcken Kalliopi Zervanou Marco Spruit Pablo Mosteiro Floortje Scheepers Uzay Kaymak Exploring Embedding Spaces for more Coherent Topic Modeling in Electronic Health Records. 2669-2674 2022 SMC https://doi.org/10.1109/SMC53654.2022.9945594 conf/smc/2022 db/conf/smc/smc2022.html#RijckenZSMSK22 Vahideh Reshadat Tess Kolkman Kalliopi Zervanou Yingqian Zhang 0001 Alp Akçay Carlijn Snijder Ryan McDonnell Karel Schorer Casper Wichers Thomas Koch 0005 Elenna R. Dugundji Eelco de Jong Knowledge Modeling and Incident Analysis for Special Cargo. 519-544 2022 Technologies and Applications for Big Data Value https://doi.org/10.1007/978-3-030-78307-5_23 books/sp/22/CA2022 db/books/collections/CA2022.html#ReshadatKZZASMSWKDJ22

Pablo Mosteiro Emil Rijcken Kalliopi Zervanou Uzay Kaymak Floortje Scheepers Marco Spruit Machine Learning for Violence Risk Assessment Using Dutch Clinical Notes. 2022 abs/2204.13535 CoRR https://doi.org/10.48550/arXiv.2204.13535 db/journals/corr/corr2204.html#abs-2204-13535

Pablo Mosteiro Emil Rijcken Kalliopi Zervanou Uzay Kaymak Floortje Scheepers Marco Spruit Making sense of violence risk predictions using clinical notes. 2022 abs/2204.13976 CoRR https://doi.org/10.48550/arXiv.2204.13976 db/journals/corr/corr2204.html#abs-2204-13976

Vahideh Reshadat Alp Akcay Kalliopi Zervanou Yingqian Zhang 0001 Eelco de Jong Relation Representation Learning for Special Cargo Ontology. 1-8 2021 SSCI https://doi.org/10.1109/SSCI50451.2021.9660108 conf/ssci/2021 db/conf/ssci/ssci2021.html#ReshadatAZZJ21 Emil Rijcken Floortje Scheepers Pablo Mosteiro Kalliopi Zervanou Marco Spruit Uzay Kaymak A Comparative Study of Fuzzy Topic Models and LDA in terms of Interpretability. 1-8 2021 SSCI https://doi.org/10.1109/SSCI50451.2021.9660139 conf/ssci/2021 db/conf/ssci/ssci2021.html#RijckenSMZSK21 Pablo Mosteiro Emil Rijcken Kalliopi Zervanou Uzay Kaymak Floortje Scheepers Marco Spruit Making Sense of Violence Risk Predictions Using Clinical Notes. 3-14 2020 HIS https://doi.org/10.1007/978-3-030-61951-0_1 conf/his2/2020 db/conf/his2/his2020.html#MosteiroRZKSS20 Herbert van Leeuwen Yingqian Zhang 0001 Kalliopi Zervanou Shantanu Mullick Uzay Kaymak Tom de Ruijter Lost and Found: Predicting Airline Baggage At-risk of Being Mishandled. 172-181 2020 ICAART (2) https://doi.org/10.5220/0008977801720181 conf/icaart/2020-2 db/conf/icaart/icaart2020-2.html#LeeuwenZZMKR20 Jasper Paalman Shantanu Mullick Kalliopi Zervanou Yingqian Zhang 0001 Term Based Semantic Clusters for Very Short Text Classification. 2019 BNAIC/BENELEARN https://ceur-ws.org/Vol-2491/abstract117.pdf conf/bnaic/2019 db/conf/bnaic/bnaic2019.html#PaalmanMZZ19 Jasper Paalman Shantanu Mullick Kalliopi Zervanou Yingqian Zhang 0001 Term Based Semantic Clusters for Very Short Text Classification. 878-887 2019 RANLP https://doi.org/10.26615/978-954-452-056-4_102 conf/ranlp/2019 db/conf/ranlp/ranlp2019.html#PaalmanMZZ19 Wouter Klein Kalliopi Zervanou Marijn Koolen Peter van den Hooff Frans Wiering Wouter Alink Toine Pieters Creating Time Capsules for Historical Research in the Early Modern Period: Reconstructing Trajectories of Plant Medicines. 2-9 2017 HistoInformatics@CIKM https://ceur-ws.org/Vol-1992/paper_2.pdf conf/histoinfo/2017 db/conf/histoinfo/histoinfo2017.html#KleinZKHWAP17 Kalliopi Zervanou Marieke van Erp Beatrice Alex Proceedings of the 9th SIGHUM Workshop on Language Technology for Cultural Heritage, Social Sciences, and Humanities, LaTeCH@ACL 2015, July 30, 2015, Beijing, China 978-1-941643-63-1 LaTeCH@ACL The Association for Computer Linguistics 2015 https://aclanthology.org/volumes/W15-37/ https://aclanthology.org/W15-3700/ db/conf/latech/latech2015.html Kalliopi Zervanou Elias Iosif Alexandros Potamianos Word Semantic Similarity for Morphologically Rich Languages. 1642-1648 2014 LREC http://www.lrec-conf.org/proceedings/lrec2014/summaries/973.html conf/lrec/2014 db/conf/lrec/lrec2014.html#ZervanouIP14 Kalliopi Zervanou Nikolaos Malandrakis Shrikanth S. Narayanan SAIL-GRS: Grammar Induction for Spoken Dialogue Systems using CF-IRF Rule Similarity. 508-511 2014 SemEval@COLING https://doi.org/10.3115/v1/s14-2088 https://aclanthology.org/S14-2088/ conf/semeval/2014 db/conf/semeval/semeval2014.html#ZervanouMN14 Kalliopi Zervanou Cristina Vertan Proceedings of the 8th Workshop on Language Technology for Cultural Heritage, Social Sciences, and Humanities, LaTeCH@EACL 2014, April 26, 2014, Gothenburg, Sweden 978-1-937284-85-5 LaTeCH@EACL The Association for Computer Linguistics 2014 https://aclanthology.org/volumes/W14-06/ https://aclanthology.org/W14-0600/ db/conf/latech/latech2014.html Elias Iosif Alexandros Potamianos Maria Giannoudaki Kalliopi Zervanou Semantic Similarity Computation for Abstract and Concrete Nouns Using Network-based Distributional Semantic Models. 328-334 2013 IWCS https://aclanthology.org/W13-0205/ conf/iwcs/2013 db/conf/iwcs/iwcs2013.html#IosifPGZ13 Kalliopi Zervanou Marten Düring Iris Hendrickx Antal van den Bosch Documenting Social Unrest: Detecting Strikes in Historical Daily Newspapers. 120-133 2013 SocInfo Workshops https://doi.org/10.1007/978-3-642-55285-4_10 https://www.wikidata.org/entity/Q57400635 conf/socinfo/2013w db/conf/socinfo/socinfo2013w.html#ZervanouDHB13 Piroska Lendvai Kalliopi Zervanou Proceedings of the 7th Workshop on Language Technology for Cultural Heritage, Social Sciences, and Humanities, LaTeCH@ACL 2013, August 8, 2013, Sofia, Bulgaria 978-1-937284-62-6 LaTeCH@ACL https://aclanthology.org/volumes/W13-27/ https://aclanthology.org/W13-2700/ The Association for Computer Linguistics 2013 db/conf/latech/latech2013.html Kalliopi Zervanou Antal van den Bosch Proceedings of the 6th Workshop on Language Technology for Cultural Heritage, Social Sciences, and Humanities, LaTeCH@EACL 2012, 24 April 2012, Avignon, France 978-1-937284-19-0 LaTeCH@EACL The Association for Computer Linguistics 2012 https://aclanthology.org/volumes/W12-10/ https://aclanthology.org/W12-1000/ db/conf/latech/latech2012.html Kalliopi Zervanou Ioannis Korkontzelos Antal van den Bosch Sophia Ananiadou Enrichment and Structuring of Archival Description Metadata. 44-53 2011 LaTeCH@ACL https://aclanthology.org/W11-1507/ conf/latech/2011 db/conf/latech/latech2011.html#ZervanouKBA11 Kalliopi Zervanou Piroska Lendvai Proceedings of the 5th ACL Workshop on Language Technology for Cultural Heritage, Social Sciences, and Humanities, LaTeCH@ACL 2011, 24 June, 2011, Portland, Oregon, USA 978-1-937284-04-6 LaTeCH@ACL https://aclanthology.org/volumes/W11-15/ https://aclanthology.org/W11-1500/ The Association for Computer Linguistics 2011 db/conf/latech/latech2011.html Caroline Sporleder Antal van den Bosch Kalliopi Zervanou Language Technology for Cultural Heritage, Selected Papers from the LaTeCH Workshop Series Springer 2011 978-3-642-20226-1 978-3-642-20227-8 https://doi.org/10.1007/978-3-642-20227-8 db/series/tanlp/latech2011.html

Euthymios Drymonas Kalliopi Zervanou Euripides G. M. Petrakis Exploiting Multi-Word Similarity for Retrieval in Medical Document Collections: the TSRM Approach. 316-322 2010 8 J. Digit. Inf. Manag. 5 db/journals/jdim/jdim8.html#DrymonasZP10

Euthymios Drymonas Kalliopi Zervanou Euripides G. M. Petrakis Unsupervised Ontology Acquisition from Plain Texts: The <i>OntoGain</i> System. 277-287 2010 NLDB https://doi.org/10.1007/978-3-642-13881-2_29 conf/nldb/2010 db/conf/nldb/nldb2010.html#DrymonasZP10 Kalliopi Zervanou UvT: The UvT Term Extraction System in the Keyphrase Extraction Task. 194-197 2010 SemEval@ACL https://aclanthology.org/S10-1042/ conf/semeval/2010 db/conf/semeval/semeval2010.html#Zervanou10

Angelos Hliaoutakis Kalliopi Zervanou Euripides G. M. Petrakis The AMTEx approach in the medical document indexing and retrieval application. 380-392 2009 68 Data Knowl. Eng. 3 https://doi.org/10.1016/j.datak.2008.11.002 db/journals/dke/dke68.html#HliaoutakisZP09

Efthymios Drymonas Kalliopi Zervanou Euripides G. M. Petrakis The TSRMApproach in the Document Retrieval Application. 333-334 2008 NLDB https://doi.org/10.1007/978-3-540-69858-6_35 conf/nldb/2008 db/conf/nldb/nldb2008.html#DrymonasZP08 Angelos Hliaoutakis Kalliopi Zervanou Euripides G. M. Petrakis Evangelos E. Milios Automatic document indexing in large medical collections. 1-8 2006 conf/hikm/2006 HIKM https://doi.org/10.1145/1183568.1183570 db/conf/hikm/hikm2006.html#HliaoutakisZPM06 Kalliopi Zervanou John McNaught A Domain-Independent Approach to IE Rule Development. 2004 LREC http://www.lrec-conf.org/proceedings/lrec2004/summaries/355.htm conf/lrec/2004 db/conf/lrec/lrec2004.html#ZervanouM04 William J. Black Simon Jowett Thomas Mavroudakis John McNaught Babis Theodoulidis Argyrios Vasilakopoulos Gian Piero Zarri Kalliopi Zervanou Ontology-enablement of a system for semantic annotation of digital documents. 2004 SemAnnot@ISWC https://ceur-ws.org/Vol-184/semAnnot04-05.pdf conf/semweb/2004semannot db/conf/semweb/semannot2004.html#BlackJMMTVZZ04 Kalliopi Zervanou John McNaught A Term-Based Methodology for Template Creation in Information Extraction. 418-423 2000 conf/nlp/2000 Natural Language Processing https://doi.org/10.1007/3-540-45154-4_38 db/conf/nlp/nlp2000.html#ZervanouM00 Alp AkcayAlp Akçay Beatrice Alex Wouter Alink Sophia Ananiadou Jasper Arendsen William J. Black Antal van den Bosch Efthymios DrymonasEuthymios Drymonas Elenna R. Dugundji Marten Düring Marieke van Erp Maria Giannoudaki Iris Hendrickx Angelos Hliaoutakis Peter van den Hooff Elias Iosif Eelco de Jong Simon Jowett Uzay Kaymak Wouter Klein Thomas Koch 0005 Tess Kolkman Marijn Koolen Ioannis Korkontzelos Herbert van Leeuwen Piroska Lendvai Nikos MalandrakisNikolaos Malandrakis Thomas Mavroudakis Ryan McDonnell John McNaught Evangelos E. Milios Pablo Mosteiro Shantanu Mullick Shri NarayananShrikanth S. Narayanan Jasper Paalman Euripides G. M. Petrakis Toine Pieters Alexandros Potamianos Vahideh Reshadat Kim Rietjens Emil Rijcken Tom de Ruijter Floor ScheepersFloortje Scheepers Karel Schorer Carlijn Snijder Caroline Sporleder Marco Spruit Babis Theodoulidis Argyrios Vasilakopoulos Cristina Vertan Femke Vlems Casper Wichers Frans Wiering Gian Piero Zarri Yingqian Zhang 0001