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38: 50: 306: 388: 379: 1508: 1277:; Wenwen Li; Dean Rehberger; Mark Schildhauer; Rui Zhu; Cogan Shimizu; Colby K. Fisher; Ling Cai; Gengchen Mai; Joseph Zalewski; Lu Zhou; Shirly Stephen; Seila Gonzalez Estrecha; Bryce D. Mecum; Anna Lopez-Carr; Andrew Schroeder; Dave Smith; Dawn J. Wright; Sizhe Wang; Yuanyuan Tian; Zilong Liu; Meilin Shi; Anthony D'Onofrio; Zhining G; Kitty Currier (2022). 426:
projects involving linked data. These include the linked open data around the clock (LATC) project, the AKN4EU project for machine-readable legislative data, the PlanetData project, the DaPaaS (Data-and-Platform-as-a-Service) project, and the Linked Open Data 2 (LOD2) project. Data linking is one of
505:) – an international database of 89,506 institutions engaged in academic research, with 14,401 relationships. GRID models two types of relationships: a parent-child relationship that defines a subordinate association, and a related relationship that describes other associations 382:
The above diagram shows which Linking Open Data datasets are connected, as of August 2014. This was produced by the Linked Open Data Cloud project, which was started in 2007. Some sets may include copyrighted data which is freely
771: 414:, which were interlinked by over two million RDF links. By September 2011 this had grown to 31 billion RDF triples, interlinked by around 504 million RDF links. A detailed statistical breakdown was published in 2014. 89:, but rather than using them to serve web pages only for human readers, it extends them to share information in a way that can be read automatically by computers. Part of the vision of linked data is for the 41:
Wikidata in the Linked Open Data Cloud. Databases indicated as circles (with wikidata indicated as ‘WD’), with grey lines linking databases in the network if their data is aligned. Generated from
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The term "linked open data" has been in use since at least February 2007, when the "Linking Open Data" mailing list was created. The mailing list was initially hosted by the
1279:"Know, Know Where, Knowwheregraph: A Densely Connected, Cross-Domain Knowledge Graph and Geo-Enrichment Service Stack for Applications in Environmental Intelligence" 2315: 617: 554:
Clickable diagrams that show the individual datasets and their relationships within the DBpedia-spawned LOD cloud (as by the figures to the right) are available.
1447:, Kunal Verma, Peter Z. Yeh, Amit Sheth. In: Proceedings of the 23rd ACM Hypertext and Social Media conference (HT 2012), Milwaukee, WI, USA, June 25–28, 2012. 1479: 1476:- J Cheminform. 2011; 3: 19. Samwald, Jentzsch, Bouton, Kallesøe, Willighagen, Hajagos, Marshall, Prud'hommeaux, Hassenzadeh, Pichler, and Stephens (May 2011) 1170: 796: 2330: 2072: 1426: 188:
Thus, we can identify the following components as essential to a global Linked Data system as envisioned, and to any actual Linked Data subset within it:
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DBpedia as the most interlinked LOD dataset and crystallization point of the Linked Open Data Cloud since 2008, image from 2021, generated from
1778: 1712: 1572: 1851: 1064: 367: 2077: 1722: 721: 1350: 1491: 498: 971: 1470:, Amit Sheth, Kunal Verma, Peter Z. Yeh. In proceedings of the 9th International Semantic Web Conference, ISWC 2010, Shanghai, China 1985: 395:
The goal of the W3C Semantic Web Education and Outreach group's Linking Open Data community project is to extend the Web with a
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suggested a 5-star scheme for grading the quality of open data on the web, for which the highest ranking is Linked Open Data:
2212: 2148: 1865: 1440: 1398:(2011) by Tom Heath and Christian Bizer, Synthesis Lectures on the Semantic Web: Theory and Technology, Morgan & Claypool 439: 407: 343: 210: 147: 82: 179:
Anything else that that same thing has a relationship with through its data should also be given a name beginning with HTTP.
1433:, Peter Z. Yeh, Kunal Verma, and Amit P. Sheth. In: Dan Brickley, Vinay K. Chaudhri, Harry Halpin, and Deborah McGuinness: 512:
of 30 data layers at the intersection between humans and their environment using Semantic Web and Linked Data technologies.
37: 2340: 2295: 1545: 1411:, by Chris Bizer, Richard Cyganiak and Tom Heath, Linked Data Tutorial at Freie Universität Berlin, Germany, 27 July 2007. 2255: 1929: 1803: 1615: 1156: 260:
Linked Open Data (LOD) is Linked Data which is released under an open license, which does not impede its reuse for free.
1920: 1857: 1610: 347: 325: 192: 140: 134: 86: 78: 897: 475:– a dataset containing extracted data from Knowledge; it contains about 3.4 million concepts described by 1 billion 1980: 1565: 697: 563: 459:, which can act as binding classes to external data; also has links to 1.5 million named entities from DBpedia and 924:
Linking open data cloud diagram 2014, by Max Schmachtenberg, Christian Bizer, Anja Jentzsch and Richard Cyganiak.
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links between data items from different data sources. In October 2007, datasets consisted of over two billion RDF
2141: 1177: 800: 339: 104: 2325: 2320: 1758: 1460:– Chris Bizer, Tom Heath, Danny Ayers, Yves Raimond. In Proceedings Poster Track, ESWC2007, Innsbruck, Austria 937: 859: 1975: 1738: 566:- consortium of US art museums committed to establishing a critical mass of linked open data on American art 305: 1414: 1401: 455:– a lightweight reference structure of 20,000 subject concept classes and their relationships derived from 1523: 1380: 332: 1328: 2350: 2188: 1965: 1558: 1085: 612: 256:. Tim Berners-Lee gives the clearest definition of linked open data as differentiated from linked data. 206: 143:
URIs should be used to allow these things to be looked up, interpreted, and subsequently "dereferenced".
49: 31: 1115: 746: 491:– a collaboratively-created linked dataset that acts as central storage for the structured data of its 1013: 2283: 1773: 1768: 1305: 492: 238: 157:
When publishing data on the Web, other things should be referred to using their HTTP URI-based names.
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Looking up an HTTP name should return useful data about the thing in question in a standard format.
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Useful information about what a name identifies should be provided through open standards such as
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The same diagram as above, but for February 2017, showing the growth in just two and a half years
283: 725: 2222: 2183: 2036: 1823: 1743: 1702: 1692: 1656: 1354: 1060: 967: 579: 569: 396: 1452:"Querying Heterogeneous Datasets on the Linked Data Web: Challenges, Approaches, and Trends." 1144: 2016: 1620: 1451: 1300: 1290: 1052: 162: 747:"Frequently Asked Questions (FAQs) - Linked Data - Connect Distributed Data across the Web" 2279: 1892: 1871: 1818: 1788: 1707: 1687: 1677: 1480:
Interview with Sören Auer, head of the LOD2 project about the continuation of LOD2 in 2011
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is structured data which is interlinked with other data so it becomes more useful through
1381:"Ubiquitous Web Navigation through Harvesting Embedded Semantic Data: A Mobile Scenario." 1513: 1473: 1044: 2287: 2275: 1625: 1467: 1444: 1430: 1274: 538: 423: 400: 74: 70: 1437:. Technical Report SS-10-07, AAAI Press, Menlo Park, California, 2010, pp. 82–86. 2309: 1944: 1899: 1717: 590: 442:
are formal descriptions of data structures. Some of the better known ontologies are:
213: 387: 2291: 2271: 2006: 1960: 1581: 1485: 1045:"Model-Driven Development of AKN Application Profiles: Background and Requirements" 530: 108: 883: 485:– provides RDF descriptions of more than 7,500,000 geographical features worldwide 669: 2267: 2057: 2021: 1783: 1056: 378: 130:
outlined four principles of linked data, paraphrased along the following lines:
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Freitas, André, Edward Curry, João Gabriel Oliveira, and Sean O’Riain. 2012.
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Fensel, Dieter; Facca, Federico Michele; Simperl, Elena; Ioan, Toma (2011).
596: 585: 431:, which makes available thousands of datasets for anyone to reuse and link. 253: 115: 62: 331:
3 stars: data is available in a non-proprietary structured format, such as
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5 stars: all of the others, plus links to other Linked Open Data sources.
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Moving beyond sameAs with PLATO: Partonomy detection for Linked Data
449:– an ontology describing persons, their properties and relationships 2103: 2093: 2011: 1990: 1763: 1379:
Ahmet Soylu, Felix Mödritscher, and Patrick De Causmaecker. 2012.
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Linked open drug data for pharmaceutical research and development
1394: 1249: 1225: 898:"SweoIG/TaskForces/CommunityProjects/LinkingOpenData/NewsArchive" 860:"What is 5 Star Linked Data? | Webize Everything Community Group" 42: 2062: 2052: 2026: 1846: 938:"SweoIG/TaskForces/CommunityProjects/LinkingOpenData - W3C Wiki" 606: 217: 197: 170: 2137: 1554: 1550: 1534: 1939: 677: 137:(URIs) should be used to name and identify individual things. 118:, in which case it is usually described as Linked Open Data. 2133: 1123: 1049:
Model-Driven Development of Akoma Ntoso Application Profiles
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2 stars: data is available in a structured format, such as
1051:, Cham: Springer International Publishing, pp. 5–12, 1021: 161:
Tim Berners-Lee later restated these principles at a 2009
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KnowWhereGraph – an integrated 12 billion triples strong
54: 1201: 925: 772:"COAR » 7 things you should know about…Linked Data" 169:
All conceptual things should have a name starting with
107:(W3C), coined the term in a 2006 design note about the 1395:
Linked Data: Evolving the Web into a Global Data Space
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Integrated Computer-Aided Engineering 19 (1): 93–109.
1488:- Florian Bauer and Martin Kaltenböck (January 2012) 2248: 2197: 2171: 2086: 2045: 1999: 1953: 1839: 1832: 1731: 1665: 1634: 1588: 636: 1043:Flatt, Amelie; Langner, Arne; Leps, Olof (2022), 1494:- semanticweb.com Richard Wallis (February 2012) 1415:The Web Turns 20: Linked Data Gives People Power 993:linkeddatacatalog.dws.informatik.uni-mannheim.de 321:1 star: data is openly available in some format. 479:, including abstracts in 11 different languages 258: 165:, again paraphrased along the following lines: 660: 658: 656: 618:List of datasets for machine-learning research 27:Structured data and method for its publication 2149: 1566: 593:– an older type of database management system 8: 698:"What are Linked Data and Linked Open Data?" 1171:"LOD2 Project Fact Sheet – Project Summary" 209:terms and dataset definitions expressed in 2156: 2142: 2134: 1836: 1573: 1559: 1551: 1014:"Linked open data around the clock (LATC)" 582:– for citations between scholarly articles 1435:Linked Data Meets Artificial Intelligence 1321:"Instance relationships amongst datasets" 1306:1983/be176aba-9dec-456c-9615-01a0e8556b7b 1304: 1294: 550:Dataset instance and class relationships 304: 48: 36: 1464:Ontology Alignment for Linked Open Data 628: 2316:Computer-related introductions in 2007 1779:Knowledge representation and reasoning 1713:Semantic service-oriented architecture 1454:IEEE Internet Computing 16 (1): 24–33. 1351:"Class relationships amongst datasets" 309:Deployment scheme for Linked Open Data 1402:How to Publish Linked Data on the Web 1086:"Welcome to PlanetData! - PlanetData" 368:Massachusetts Institute of Technology 7: 609:– Vocabulary of Interlinked Datasets 270:Large linked open data sets include 499:Global Research Identifier Database 374:Linking Open Data community project 2331:Distributed computing architecture 1840:Syntax and supporting technologies 1417:, part 1 of 4, by Mark Fischetti, 1159:. European Commission. 2010-04-20. 533:open catalogue containing product 25: 1458:Interlinking Open Data on the Web 884:"public-lod@w3.org Mail Archives" 722:"Tim Berners-Lee on the next Web" 406:as RDF on the Web and by setting 1506: 1486:Linked Open Data: The Essentials 1157:"CORDIS FP7 ICT Projects – LOD2" 912:"SIMILE Project - Mailing Lists" 797:"Linked Data Basics for Techies" 126:In his 2006 "Linked Data" note, 1427:Linked Data Is Merely More Data 1546:OpenLink Software white papers 211:Resource Description Framework 43:https://lod-cloud.net/datasets 1: 1954:Schemas, ontologies and rules 2256:Open energy system databases 1492:The Flap of a Butterfly Wing 1176:. 2010-09-01. Archived from 265:Tim Berners-Lee, Linked Data 135:Uniform Resource Identifiers 1057:10.1007/978-3-031-14132-4_2 326:Microsoft Excel file format 2367: 1981:Semantic Web Rule Language 1145:Linking Open Data 2 (LOD2) 564:American Art Collaborative 73:. It builds upon standard 29: 2264: 1296:10.1609/aimag.v43i1.19120 252:are linked data that are 105:World Wide Web Consortium 2087:Microformat vocabularies 1759:Information architecture 989:"State of the LOD Cloud" 966:. Springer. p. 99. 114:Linked data may also be 30:Not to be confused with 1976:Rule Interchange Format 1739:Collective intelligence 418:European Union projects 301:5-star linked open data 427:the main goals of the 422:There are a number of 399:by publishing various 392: 384: 342:standards, like using 338:4 stars: data follows 333:Comma-separated values 310: 268: 58: 46: 2189:Open-notebook science 964:Semantic Web Services 926:http://lod-cloud.net/ 637:"Linked Data as JSON" 613:Web Ontology Language 390: 381: 308: 207:controlled vocabulary 77:technologies such as 55:https://lod-cloud.net 52: 40: 32:Linked data structure 2341:Internet terminology 1774:Knowledge management 1769:Knowledge extraction 1273:Krzysztof Janowicz; 1024:on 19 September 2018 493:Wikimedia Foundation 239:Linked Data Platform 2046:Common vocabularies 2000:Semantic annotation 1698:Semantic publishing 1420:Scientific American 1126:on 18 December 2020 641:Linked Data as JSON 576:in library catalogs 574:controlled headings 429:EU Open Data Portal 93:to become a global 2249:Open data projects 1794:Digital humanities 1683:Semantic computing 1673:Semantic analytics 1657:Rule-based systems 1407:2021-04-19 at the 1386:2018-09-19 at the 1254:knowwheregraph.org 836:"5-star Open Data" 822:"5 Star Open Data" 393: 385: 311: 103:, director of the 59: 47: 2303: 2302: 2184:Open science data 2131: 2130: 2127: 2126: 2037:Facebook Platform 1924: 1923:(no W3C standard) 1916: 1909: 1902: 1895: 1888: 1881: 1874: 1860: 1824:Web Science Trust 1744:Description logic 1703:Semantic reasoner 1693:Semantic matching 1621:Semantic networks 1357:on 28 August 2011 1202:"GRID Statistics" 1120:project.dapaas.eu 1066:978-3-031-14131-7 580:Citation analysis 570:Authority control 16:(Redirected from 2358: 2158: 2151: 2144: 2135: 1919: 1912: 1905: 1898: 1891: 1884: 1877: 1870: 1856: 1837: 1575: 1568: 1561: 1552: 1510: 1509: 1466:– Prateek Jain, 1443:– Prateek Jain, 1429:– Prateek Jain, 1367: 1366: 1364: 1362: 1353:. Archived from 1347: 1341: 1340: 1338: 1336: 1327:. Archived from 1317: 1311: 1310: 1308: 1298: 1270: 1264: 1263: 1261: 1260: 1250:"KnowWhereGraph" 1246: 1240: 1239: 1237: 1236: 1222: 1216: 1215: 1213: 1212: 1198: 1192: 1191: 1189: 1188: 1182: 1175: 1167: 1161: 1160: 1153: 1147: 1142: 1136: 1135: 1133: 1131: 1122:. Archived from 1112: 1106: 1105: 1103: 1101: 1096:on 21 April 2021 1092:. Archived from 1082: 1076: 1075: 1074: 1073: 1040: 1034: 1033: 1031: 1029: 1020:. Archived from 1010: 1004: 1003: 1001: 999: 984: 978: 977: 959: 953: 952: 950: 948: 934: 928: 922: 916: 915: 908: 902: 901: 894: 888: 887: 880: 874: 873: 871: 870: 856: 850: 849: 847: 846: 832: 826: 825: 818: 812: 811: 809: 808: 799:. Archived from 793: 787: 786: 784: 783: 774:. Archived from 768: 762: 761: 759: 758: 749:. Archived from 743: 737: 736: 734: 733: 724:. Archived from 718: 712: 711: 709: 708: 694: 688: 687: 685: 684: 662: 651: 650: 648: 647: 633: 528: 495:sibling projects 296: 266: 250:Linked open data 245:Linked open data 216:formats such as 71:semantic queries 21: 18:Linked Open Data 2366: 2365: 2361: 2360: 2359: 2357: 2356: 2355: 2326:Data management 2321:Cloud standards 2306: 2305: 2304: 2299: 2280:Open government 2260: 2244: 2193: 2167: 2162: 2132: 2123: 2082: 2041: 1995: 1949: 1828: 1819:Web engineering 1789:Digital library 1727: 1708:Semantic search 1688:Semantic mapper 1678:Semantic broker 1661: 1630: 1584: 1579: 1537:at the W3C Wiki 1531: 1530: 1529: 1511: 1507: 1502: 1497: 1423:2010 October 23 1409:Wayback Machine 1388:Wayback Machine 1375: 1373:Further reading 1370: 1360: 1358: 1349: 1348: 1344: 1334: 1332: 1319: 1318: 1314: 1272: 1271: 1267: 1258: 1256: 1248: 1247: 1243: 1234: 1232: 1226:"GRID Policies" 1224: 1223: 1219: 1210: 1208: 1200: 1199: 1195: 1186: 1184: 1180: 1173: 1169: 1168: 1164: 1155: 1154: 1150: 1143: 1139: 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1555: 1549: 1548: 1543: 1541:LinkedData.org 1538: 1512: 1505: 1504: 1503: 1501: 1500:External links 1498: 1496: 1495: 1489: 1483: 1477: 1471: 1468:Pascal Hitzler 1461: 1455: 1448: 1445:Pascal Hitzler 1438: 1431:Pascal Hitzler 1424: 1412: 1399: 1391: 1376: 1374: 1371: 1369: 1368: 1342: 1312: 1275:Pascal Hitzler 1265: 1241: 1217: 1193: 1162: 1148: 1137: 1107: 1090:planet-data.eu 1077: 1065: 1035: 1005: 979: 973:978-3642191923 972: 954: 929: 917: 903: 889: 875: 851: 840:5stardata.info 827: 813: 788: 763: 738: 713: 689: 668:(2006-07-27). 652: 627: 625: 622: 621: 620: 615: 610: 604: 599: 594: 588: 583: 577: 567: 559: 556: 551: 548: 547: 546: 539:digital assets 513: 506: 496: 486: 480: 468: 465: 464: 463: 450: 436: 433: 424:European Union 419: 416: 375: 372: 359: 356: 355: 354: 351: 346:and employing 336: 329: 322: 302: 299: 262: 246: 243: 242: 241: 236: 200: 195: 185: 182: 181: 180: 177: 174: 163:TED conference 159: 158: 155: 144: 138: 123: 120: 26: 24: 14: 13: 10: 9: 6: 4: 3: 2: 2363: 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Index

Linked Open Data
Linked data structure
A network of over a thousand circles clustered into groups and linked with lines into a web.
https://lod-cloud.net/datasets
DBpedia as the most interlinked LOD dataset and crystallization point of the Linked Open Data Cloud since 2008
https://lod-cloud.net
computing
semantic queries
Web
HTTP
RDF
URIs
Internet
database
Tim Berners-Lee
World Wide Web Consortium
Semantic Web
open data
Tim Berners-Lee
Uniform Resource Identifiers
HTTP
RDF
SPARQL
TED conference
HTTP
URIs
HTTP
Structured data
controlled vocabulary
Resource Description Framework

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