Tag ontologies [at least 200 articles] Export

Recent papers classified by the tag ontologies.

	The practical impact of ontologies on biomedical informatics. [My Copy] Yearbook of medical informatics, Vol. 45 Suppl 1 (2006), pp. 124-135. by J. J. Cimino, X. Zhu posted to semantic ontologies health by ctl on 2009-11-05 15:50:12 as along with 6 people and 2 groups beanformer vkwn simaoisc irenas josepe kkaiser dbk-lab IEG
	IF-Map: An Ontology-Mapping Method Based on Information-Flow Theory [My Copy] Journal on Data Semantics (2003), pp. 98-127. by Yannis Kalfoglou, Marco Schorlemmer posted to ontology ontologies by scottmoody on 2009-11-04 22:11:43 as
	Semantic lifecycles: modelling, application, authoring, mining, and evaluation of meaningful data [My Copy] International Journal of Knowledge and Web Intelligence, Vol. 1, No. 1. (1 January 2009), pp. 110-124. by Felix Modritscher posted to semantic ontologies modeling mining lifecycle engineering designing design architecture application by dokooh on 2009-11-01 13:57:44 as
	Capturing knowledge of user preferences: ontologies in recommender systems [My Copy] In K-CAP '01: Proceedings of the 1st international conference on Knowledge capture (2001), pp. 100-107. by Stuart E. Middleton, David C. De Roure, Nigel R. Shadbolt posted to userprofile usermodel user systems recommender preferences ontologies mining learning knowledge capturing by dokooh on 2009-10-28 13:32:20 as along with 3 people and 4 groups cmalek palakorn cpcreed Drexel-HCI Drexel-eVoting Knowledge_Management Social_Learning_Software_Lab
	Text mining and ontologies in biomedicine: Making sense of raw text [My Copy] Brief Bioinform, Vol. 6, No. 3. (1 January 2005), pp. 239-251. by Irena Spasic, Sophia Ananiadou, John McNaught, Anand Kumar posted to text_mining ontologies by tsunol on 2009-10-27 09:39:57 as along with 17 people and 5 groups lmichan artaban421 daforerog liblab svozil arafalov henk-cul farzanehs lauras irenas andytseng yas hpiwowar helliontroy johnkork daniel_schober yggdrasil Bioinformatics NLP dbk-lab T_lab biomedical-nlp
	Neolithic informatics: The nature of information [My Copy] International Journal of Information Management (09 January 2009) by P. Beynondavies posted to reflection ontologies informatics by jketterer on 2009-10-18 01:15:17 as along with 2 people and 3 groups jago EsepBib RFID deployment Method_Engineering_Services Convention on Knowledge Commons
	Strategic Reading, Ontologies, and the Future of Scientific Publishing [My Copy] Science, Vol. 325, No. 5942. (14 August 2009), pp. 828-832. by Allen H. Renear, Carole L. Palmer posted to scientific_publishing publishing ontologies by pablocarb to the group Semantic networks in translation on 2009-10-16 16:30:47 as along with 45 people and 7 groups radagabriel antonkratz guhjy robertrentzsch artaban421 malkav30 conne262 clarabermudez jclau pick600 CulCog yuifu daforerog smuekusc robertlischke nperoni drevicko eisdur jago dayjm sebpaquet tnhh rickl Tomste fheintz reyez biologyeditors fgibson lmichan samjlord rdiaz polivares jandot dullhunk deanmalmgren druvus modza emptyhb plosmedicine renatomilani Zephyrus applebyb newtekken rschulz PaperCollector Orengo Group Journal Picks Ubicomp STS Convention on Knowledge Commons Integrative Expertise for Global Health moernerlab Journal picks
	Ontology, Metadata, and Semiotics [My Copy] Conceptual Structures: Logical, Linguistic, and Computational Issues (2000), pp. 55-81. by John Sowa posted to semiotics ontologies languages-theory 2000 133c by emiliorp on 2009-10-15 23:08:39 as along with 1 person and 1 group RiccardoAlbertoni ImatiGESemantic
	Research between natural and cultural history information [My Copy] Journal on Computing and Cultural Heritage, Vol. 1, No. 1. (01 June 2008), pp. 1-22. by Karl-Heinz Lampe, Klaus Riede, Martin Doerr posted to semantic-web ontologies natural-history it cidoc biodiversity by klauso on 2009-10-15 16:13:45 as
	The Language of Folksonomies: What Tags Reveal About User Classification [My Copy] Natural Language Processing and Information Systems (2006), pp. 58-69. by Csaba Veres posted to youtube whywetag users user-classification user test taxonomies tagtypes tags tagging taggin tag socialweb socialtagging socialbookmarking social-tagging social resource report profiling plurality personalization ontology ontologies lis530 language folksonomy folksonomies collaborative_tagging collaborative-tagging cognitive classification bookmarking 875 by nandipati on 2009-10-14 23:00:55 as along with 39 people and 3 groups taeyeon thegoose2 realheld didacmargaix mikeokeefe Yuancheng suy2on ChenZhe boscowang schaal meikipp LexUT zflavio mook3000 bangb AlisonBabeu phutags hudafarhan alkal brianh abellogin Tronhus intrect ket renata adamsi plawton55 sabunome wangyiding fmarquesfilho tharris azollers fryanpan crankylibrarian KHAL0006 enekofb rrbarb KOKI0001 PatParslow Social computing Social Web MeAggregator
	What Are Ontologies, and Why Do We Need Them? [My Copy] IEEE Intelligent Systems, Vol. 14, No. 1. (January 1999), pp. 20-26. by B. Chandrasekaran, John R. Josephson, V. Richard Benjamins posted to ontologies natural_language_understanding knowledge_base_systems information_systems info612-w4 by jketterer on 2009-10-13 21:35:04 as along with 4 people JanLesniak mthomure rayzhang fdr
	Representing Context in Web Search with Ontological User Profiles [My Copy] Modeling and Using Context In Modeling and Using Context - 6th International and Interdisciplinary Conference, CONTEXT'07, Roskilde, Denmark (2007), pp. 439-452. by Ahu Sieg, Bamshad Mobasher, Robin Burke edited by Boicho Kokinov, Daniel C. Richardson, Thomas R. Roth-Berghofer, Laure Vieu posted to web user_profiles ontologies ir context 2get by ctl on 2009-10-08 22:02:37 as along with 4 people and 1 group chrwos RiccardoAlbertoni diogomartins flashfonic ImatiGESemantic
	Community-Driven Ontology Evolution Based on Folksonomies [My Copy] Lecture Notes in Computer Science : On the Move to Meaningful Internet Systems 2006: OTM 2006 Workshops (2006), pp. 181-188. by Domenico Gendarmi, Filippo Lanubile posted to tagging ontologies folksonomies by meikipp on 2009-10-08 21:52:48 as along with 16 people and 4 groups JeffreyPalmer sabunome wcrosbie jrsinclair domenico79 ianturton lanubile brusilovsky josepe abonchen jryall-tags abellogin nonsenz adamsi djsaab enekofb CMU-HCII CDG social_navigation Adaptive-Web
	GoWeb: a semantic search engine for the life science web. [My Copy] BMC bioinformatics, Vol. 10 Suppl 10, No. Suppl 10. (2009), S7. by Heiko Dietze, Michael Schroeder posted to semantic-web ontologies it by klauso on 2009-10-07 11:27:59 as along with 6 people artaban421 lmichan druvus Gaetan mikel_egana dullhunk
	Bio-Ontology and text: bridging the modeling gap [My Copy] Bioinformatics, Vol. 22, No. 19. (1 October 2006), pp. 2421-2429. by Carol Friedman, Tara Borlawsky, Lyudmila Shagina, H. Rosie Xing, Yves A. Lussier posted to text-mining ontologies it data-mining by klauso on 2009-10-07 11:26:31 as along with 6 people and 1 group yas wnpx gaudan balex sgoetz dejori T_lab
	Integrating Folksonomies with the Semantic Web [My Copy] The Semantic Web: Research and Applications (2007), pp. 624-639. by Lucia Specia, Enrico Motta posted to web semantic ontologies citeulike by alc142 on 2009-10-06 17:38:40 as along with 35 people and 4 groups meikipp artaban421 dpdearing fiacobelli cgl lmichan cyrille icantador chirayu_kong dominikb1888 Maggie215 LizGris pdlug cveres domenico79 ianturton RafG splzdnkl AlisonBabeu maxproxi gordonk antzil rroset hugoduncan Continuum Simplicity ket adamsi djsaab wangyiding fmarquesfilho wartaalman uhland enekofb mocat ssw Adaptive-Web CDG Social Web
	A locally adaptive statistical procedure (LAP) to identify differentially expressed chromosomal regions [My Copy] Bioinformatics, Vol. 22, No. 21. (1 November 2006), pp. 2658-2666. by A. Callegaro, D. Basso, S. Bicciato posted to gastric-cancer-group tumour transcription tool statistical sequence-analysis ontologies integration gene-expression expression chromosomal-localization chromosomal-expression cancer annotations by bertelsen on 2009-09-30 17:32:49 as
	Safe and Economic Re-Use of Ontologies: A Logic-Based Methodology and Tool Support [My Copy] The Semantic Web: Research and Applications (2008), pp. 185-199. by Ernesto Jiménez-Ruiz, Bernardo Grau, Ulrike Sattler, Thomas Schneider, Rafael Berlanga posted to software ontologies methodologies by allysonlister on 2009-09-30 14:17:22 as
	Multilingual lexical semantic resources for ontology translation [My Copy] In In Proceedings of the 5th International Conference on Language Resources and Evaluation (2006) by Thierry Declerck, Asunción G. Pérez, Ovidiu Vela, Zeno Gantner, David Manzano, D- Saarbrücken posted to resources ontologies multilingual integration by pablocarb to the group Semantic networks in translation on 2009-09-28 19:57:40 as
	Ontological analysis of gene expression data: current tools, limitations, and open problems [My Copy] Bioinformatics, Vol. 21, No. 18. (15 September 2005), pp. 3587-3595. by Purvesh Khatri, Sorin Draghici posted to tool review ontologies microarray gene-expression enrichment-analysis comparison analysis by bertelsen on 2009-09-27 20:19:00 as along with 17 people and 1 group jperkins ipark-kaist gjuggler isakemal Stew shikin diamantis Cortel dragonrez macavity1g Garamonfok sgoetz heliopais kristen yggdrasil ellakat marck Bioinformatics - CRUK
	Ontology mapping: the state of the art [My Copy] The Knowledge Engineering Review, Vol. 18, No. 01. (January 2003), pp. 1-31. by Yannis Kalfoglou, Marco Schorlemmer posted to ontology ontologies by fheintz on 2009-09-24 13:54:30 as along with 18 people and 6 groups ingstrup rprince isotelesis allysonlister SwissJ74 indratmo midi1978 wcrosbie terraces horeis msn stephane-jean eduardocruz mzygmunt dvallet hyoon mstorga Nuanda Wikipedia CoP_CMS CompIntelligentSystems RiSE NETS-UAM CADLab_UNIZG
	The use of concept maps during knowledge elicitation in ontology development processes - the nutrigenomics use case [My Copy] BMC Bioinformatics, Vol. 7, No. 1. (2006), 267. by Alexander Castro, Philippe R. Serra, Robert Stevens, et al.Chris Taylor, Karim Nashar, Mark Ragan, Susanna A. Sansone posted to ontology ontologies conceptual_maps concept_maps annotations by pablo on 2009-09-23 15:34:34 as along with 2 people hilario alanrw
	A systems biology approach for pathway level analysis [My Copy] Genome Research, Vol. 17, No. 10. (4 October 2007), pp. 1537-1545. by Sorin Draghici, Purvesh Khatri, Adi L. Tarca, et al.Kashyap Amin, Arina Done, Calin Voichita, Constantin Georgescu, Roberto Romero posted to systems-biology statistical pathway ontologies magnitude interactions gene-expression functional-genomics analysis by bertelsen on 2009-09-21 16:27:22 as along with 22 people and 2 groups zufar tonamswish gbloeb cgaugain ptrobajo pengchy tmmurali dragonrez jfr gurkanbebek grahamc shigepong zwang cabbagezs cerami xingxu shikin idonaldson Pao-Yang thomaskelder heliopais AlexanderPico Bioinformatics OPIG
	Semantic Similarity in Biomedical Ontologies [My Copy] PLoS Comput Biol, Vol. 5, No. 7. (31 July 2009), e1000443. by Catia Pesquita, Daniel Faria, André O. Falcão, Phillip Lord, Francisco M. Couto posted to semantic-similarity review ontologies measures biomedical by bertelsen on 2009-09-16 11:24:29 as along with 9 people and 1 group sobolevnrm MarcoAlvarez adamjamesreid fgibson dullhunk guhjy badger_master phoenixzxl druvus Journal picks
	An Instance vs. The Instance [My Copy] Minds and Machines, Vol. 19, No. 1. (1 February 2009), pp. 117-128. by Kumiko Tanaka-Ishii posted to universality reductionism ontologies instances computation class by djsaab on 2009-09-15 15:28:49 as
	F--a model of events based on the foundational ontology dolce+DnS ultralight [My Copy] In K-CAP '09: Proceedings of the fifth international conference on Knowledge capture (2009), pp. 137-144. by Ansgar Scherp, Thomas Franz, Carsten Saathoff, Steffen Staab posted to ontologies by AlisonBabeu on 2009-09-11 16:23:11 as
	Automatically refining the wikipedia infobox ontology [My Copy] In WWW '08: Proceeding of the 17th international conference on World Wide Web (2008), pp. 635-644. by Fei Wu, Daniel S. Weld posted to wikipedia svm ontologies machine_learning infoboxes by borkurdotnet on 2009-09-03 11:25:35 as along with 6 people dijewu ttylenda nlong dsha momo54 dominikb1888
	Using OWL to model biological knowledge [My Copy] Int. J. Hum.-Comput. Stud., Vol. 65, No. 7. (July 2007), pp. 583-594. by Robert Stevens, Mikel, Katy Wolstencroft, et al.Ulrike Sattler, Nick Drummond, Matthew Horridge, Alan Rector posted to semantic owl ontologies by druvus on 2009-09-03 09:15:11 as along with 8 people and 3 groups Vincent_Rouilly mikel_egana pauldobson allysonlister fgibson dullhunk alanrw bisuattrento Semantic Web Life Sciences Semantic Web (LSSW) Bioinformatics
	A survey of requirements for automated reasoning services for bio-ontologies [My Copy] In in OWL, in OWLED 2007: Third International Workshop on OWL Experiences and Directions. 2007 by C. Maria Keet, Marco Roos, M. Scott Marshall posted to semantic owl ontologies by druvus on 2009-09-03 09:13:50 as along with 2 people allysonlister rmbrad
	Ontologies: principles, methods, and applications [My Copy] Knowledge Engineering Review, Vol. 11, No. 2. (1996), pp. 93-155. by Mike Uschold, Michael Grüninger posted to ontologies knowledge-management by isotelesis on 2009-08-30 10:36:26 as along with 7 people and 2 groups ekrsulov jahrynx msn eduardocruz brunomelo josepe uhland AI RiSE
	Ontologies Are Us: A unified model of social networks and semantics [My Copy] In International Semantic Web Conference, Vol. 3729 (November 2005), pp. 522-536. by Peter Mika posted to social-networks semantics ontologies by isotelesis on 2009-08-30 10:33:40 as along with 12 people ekrsulov alourenco masaka ianturton andyt dangrig anansi Scis0000002 nonsenz wartaalman djsaab mkp624
	CelOWS: An ontology based framework for the provision of semantic web services related to biological models [My Copy] Journal of Biomedical Informatics (18 August 2009) by Ely E. Matos, Fernanda Campos, Regina Braga, Daniele Palazzi posted to ontologies cellml by allysonlister on 2009-08-24 13:41:04 as along with 2 people artaban421 dullhunk
	Biophysical annotation and representation of CellML models [My Copy] Bioinformatics, Vol. 25, No. 17. (1 September 2009), pp. 2263-2270. by S. M. Wimalaratne, M. D. B. Halstead, C. M. Lloyd, E. J. Crampin, P. F. Nielsen posted to ontologies cellml biopax by allysonlister on 2009-08-20 10:17:40 as along with 2 people dagmar guhjy
	A semantic web approach applied to integrative bioinformatics experimentation: a biological use case with genomics data [My Copy] Bioinformatics, Vol. 23, No. 22. (15 November 2007), pp. 3080-3087. by Lennart J. G. Post, Marco Roos, M. Scott Marshall, Roel van Driel, Timo M. Breit posted to semantic-web ontologies data-integration by allysonlister on 2009-08-19 11:07:12 as along with 11 people and 1 group rvosa neilswainston fgibson cmzmasek thegoose2 druvus guhjy epigenetics Simplicity tharris dansullivanblk FAB-lab
	Using UML in Conceptual Modeling: Towards an Ontological Core [My Copy] by Xueming Li posted to 2007 2c model-theory ontologies by emiliorp on 2009-08-05 00:45:42 as
	YAWN: A Semantically Annotated Wikipedia XML Corpus [My Copy] by Ralf Schenkel, Fabian Suchanek, Gjergji Kasneci posted to nec ontologies wikipedia by gbouma on 2009-08-03 08:28:30 as along with 1 person Nicolas_Torzec
	The OBO Foundry: coordinated evolution of ontologies to support biomedical data integration [My Copy] Nature Biotechnology, Vol. 25, No. 11. (07 November 2007), pp. 1251-1255. by Barry Smith, Michael Ashburner, Cornelius Rosse, et al.Jonathan Bard, William Bug, Werner Ceusters, Louis J. Goldberg, Karen Eilbeck, Amelia Ireland, Christopher J. Mungall, Neocles Leontis, Philippe Rocca-Serra, Alan Ruttenberg, Susanna-Assunta Sansone, Richard H. Scheuermann, Nigam Shah, Patricia L. Whetzel, Suzanna Lewis posted to ontologies by richardbickerton on 2009-07-29 14:51:42 as along with 23 people and 1 group beanformer druvus mqbphcw3 CameronNeylon nicklynch Scis0000002 jorisslob allysonlister tmmurali jfr dullhunk jandot cjeans leechuck sgoetz PunkRock sobolevnrm lenov AlexanderPico dansullivanblk dagmar marck fgibson baker-group
	Exploiting Linked Data to Build Web Applications [My Copy] IEEE Internet Computing, Vol. 13, No. 4. (2009), pp. 68-73. by Michael Hausenblas posted to ontologies semantic_web by diogomartins on 2009-07-28 17:30:34 as along with 1 person RiccardoAlbertoni
	Evaluation of an ontology-content based filtering method for a personalized newspaper [My Copy] In RecSys '08: Proceedings of the 2008 ACM conference on Recommender systems (2008), pp. 91-98. by Veronica Maidel, Peretz Shoval, Bracha Shapira, Meirav T. Maimon posted to ontologies recommender-systems by briordan on 2009-07-27 19:51:18 as along with 1 person and 1 group JamesChien Adaptive-Web
	Spatial location and its relevance for terminological inferences in bio-ontologies. [My Copy] BMC bioinformatics, Vol. 8 (20 April 2007), 134. by S. Schulz, K. Markó, U. Hahn posted to ontologies by richardbickerton on 2009-07-25 19:12:10 as along with 2 people dansullivanblk mircea
	Using Semantic Web Technologies for Representing E-science Provenance [My Copy] The Semantic Web – ISWC 2004 (2004), pp. 92-106. by Jun Zhao, Chris Wroe, Carole Goble, Robert Stevens, Dennis Quan, Mark Greenwood posted to definitions ontologies provenance semantics by tobiasweigel on 2009-07-23 14:57:29 as along with 1 person alanrw
	A meta-logical approach for reasoning with semantic web ontologies [My Copy] Research, Innovation and Vision for the Future, 2006 International Conference on In Research, Innovation and Vision for the Future, 2006 International Conference on (2006), pp. 229-236. by V. Hirankitti, Vuong T. Xuan posted to formal-interoperability interoperability metalogics ontologies semantic-web by Scis0000002 on 2009-07-23 11:35:51 as
	SemTag and seeker: bootstrapping the semantic web via automated semantic annotation [My Copy] In WWW '03: Proceedings of the 12th international conference on World Wide Web (2003), pp. 178-186. by Stephen Dill, Nadav Eiron, David Gibson, et al.Daniel Gruhl, R. Guha, Anant Jhingran, Tapas Kanungo, Sridhar Rajagopalan, Andrew Tomkins, John A. Tomlin, Jason Y. Zien posted to ontologies by briordan on 2009-07-22 01:06:28 as along with 2 people styliani adamsi
	The Lattice Approach to Ontology Language Interoperability [My Copy] In CIT '04: Proceedings of the The Fourth International Conference on Computer and Information Technology (2004), pp. 265-272. by Baisheng Shi, Zongtian Liu, Yuqing Wang, Hong Yu, Meili Huang posted to category-of-languages fol interoperability languages lattice-of-languages ontologies similarities by Scis0000002 on 2009-07-21 18:47:51 as
	Transductive Learning for Text Classification Using Explicit Knowledge Models [My Copy] Knowledge Discovery in Databases: PKDD 2006 (2006), pp. 223-234. by Georgiana Ifrim, Gerhard Weikum posted to ontologies text-categorization topic-models by briordan on 2009-07-21 02:47:38 as
	Mapping Ontologies Elements using Features in a Latent Space [My Copy] In WI '07: Proceedings of the IEEE/WIC/ACM International Conference on Web Intelligence (2007), pp. 457-460. by Vassilis Spiliopoulos, George A. Vouros, Vangelis Karkaletsis posted to ontologies topic-models by briordan on 2009-07-21 02:44:39 as
	Peer production of structured knowledge - an empirical study of ratings and incentive mechanisms [My Copy] In CIKM '08: Proceeding of the 17th ACM conference on Information and knowledge management (2008), pp. 827-842. by Christian Hütter, Conny Kühne, Klemens Böhm posted to collaboration cooperation empirical incentive mechanisms ontologies ratings by flip007 on 2009-07-20 12:28:23 as
	Multimodal Classification of Activities of Daily Living Inside Smart Homes [My Copy] Distributed Computing, Artificial Intelligence, Bioinformatics, Soft Computing, and Ambient Assisted Living (2009), pp. 687-694. by Vit Libal, Bhuvana Ramabhadran, Nadia Mana, et al.Fabio Pianesi, Paul Chippendale, Oswald Lanz, Gerasimos Potamianos posted to activities adls assistive-technologies classifications intelligent-environments intelligent-homes intelligent-infrastructures multimodal ontologies by Scis0000002 on 2009-07-20 10:42:07 as
	Analyzing Entities and Topics in News Articles Using Statistical Topic Models [My Copy] Intelligence and Security Informatics, Vol. 3975 (January 2006), pp. 93-104. by David Newman, Chaitanya Chemudugunta, Padhraic Smyth, Mark Steyvers posted to distributional-similarity information-extraction ontologies by briordan on 2009-07-19 19:22:01 as along with 3 people and 1 group caporaso tkmosk codex biomedical-nlp
	Ontologies in knowledge management support: A case study [My Copy] Journal of the American Society for Information Science and Technology, Vol. 9999, No. 9999. (2009), pp. 1-16. by Mauricio B. Almeida, Ricardo R. Barbosa posted to knowledge_management ontologies by rrbarb on 2009-07-19 16:40:57 as along with 1 person djsaab

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semantic	46
semantic_web	44
ontology	37
semantics	26
bioinformatics	22
semantic-web	22
web	20
context	19
owl	19
rdf	18
km	16
metadata	15
xml	15
semanticweb	14
folksonomy	13
integration	12
clustering	11
folksonomies	11
semantic-data-integration	11
biopax	10
data-integration	10
information_retrieval	10
annotation	9
biomedical	9
knowledge_management	9
methodologies	9
staab	9
tagging	9
analysis	8
interoperability	8
personalization	8
wordnet	8
information_systems	7
publishing	7
semantic-web-services	7
comprehensive	6
cops	6
gene-expression	6
information-extraction	6
language	6
taxonomies	6
vocabularies	6
wikipedia	6
activities	5
annotations	5
bio-ontologies	5
communities	5
data-mining	5
domain	5
engineering	5
gis	5
ict-reliance	5
information_extraction	5
knowledge	5
knowledge-management	5
learning	5
linguistic-frameworks	5
meso-pico	5
model-theory	5
modeling	5
obo	5
ontologylearning	5
query_expansion	5
representation	5
review	5
review-articles	5
science-system	5
software	5
spatial	5
annotating	4
apat	4
cancer	4
case_study	4
classification	4
collaboration	4
community	4
evaluation	4
genes	4
geographic	4
information_integration	4
ir	4
matchmaking	4
multimodal	4
networks	4
recommender	4
rules	4
search	4
semantic-spaces	4
semantic-technologies	4
sembysem	4
services	4
similarities	4
similarity	4
standards	4
statistical	4
strategy	4
text-mining	4
theory	4
visualization	4
web-services	4

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