Skip to main content
Disciplines
Automotive Business IT + Informatics Construction + Real Estate Electrical Engineering + Electronics Energy + Sustainability Insurance + Risk Finance + Banking Management + Leadership Marketing + Sales Mechanical Engineering + Materials
Events
DE
EN
Books
Journals
Topic Page
Marketing
Start single access now
Access for companies
EXTENDED SEARCH
Log in
Top
Published in:
Cover of the book

2017 | OriginalPaper | Chapter

Knowledge Graphs: Venturing Out into the Wild

Author : Gerard de Melo

Published in: Knowledge Graphs and Language Technology

Publisher: Springer International Publishing

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

While we now have vast collections of knowledge at our disposal, it appears that our systems often need further kinds of knowledge that are still missing in most knowledge graphs. This paper argues that we need keep moving further beyond simple collections of encyclopedic facts. Three key directions are (1) aiming at more tightly integrated knowledge, (2) distilling knowledge from text and other unstructured data, and (3) moving towards cognitive and neural approaches to better exploit the available knowledge in intelligent applications.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

inform now
next chapter Information Extraction from the Web by Matching Visual Presentation Patterns
Literature
1.
Bansal, M., Burkett, D., de Melo, G., Klein, D.: Structured learning for taxonomy induction with belief propagation. In: Proceedings of ACL 2014 (2014)
2.
Basile, V., Cabrio, E., Schon, C.: KNEWS: Using logical and lexical semantics to extract knowledge from natural language. In: Proceedings of ECAI (2016)
3.
Böhm, C., de Melo, G., Naumann, F., Weikum, G.: LINDA: distributed web-of-data-scale entity matching. In: Proceedings of CIKM 2012. ACM (2012)
4.
Chen, J., Tandon, N., de Melo, G.: Neural word representations from large-scale commonsense knowledge. In: Proceedings of WI 2015 (2015)
5.
Chen, J., Tandon, N., Hariman, C.D., de Melo, G.: WebBrain: joint neural learning of large-scale commonsense knowledge. In: Groth, P., Simperl, E., Gray, A., Sabou, M., Krötzsch, M., Lecue, F., Flöck, F., Gil, Y. (eds.) ISWC 2016. LNCS, vol. 9981, pp. 102–118. Springer, Cham (2016). doi:10.​1007/​978-3-319-46523-4_​7 CrossRef
6.
Corcoglioniti, F., Rospocher, M., Palmero Aprosio, A.: Frame-based ontology population with PIKES. TKDE 28(12), 3261–3275 (2016)
7.
de Melo, G.: Wiktionary-based word embeddings. In: Proceedings of MT Summit XV (2015)
8.
Freitas, C., de Paiva, V., Rademaker, A., de Melo, G., Real, L., Silva, A.: Extending a lexicon of Portuguese nominalizations with data from corpora. In: Baptista, J., Mamede, N., Candeias, S., Paraboni, I., Pardo, T.A.S., Volpe Nunes, M.G. (eds.) PROPOR 2014. LNCS, vol. 8775, pp. 114–124. Springer, Cham (2014). doi:10.​1007/​978-3-319-09761-9_​12
9.
Gan, C., Lin, M., Yang, Y., de Melo, G., Hauptmann, A.G.: Concepts not alone: exploring pairwise relationships for zero-shot video activity recognition. In: Proceedings of AAAI. AAAI Press (2016)
10.
Ge, T., Wang, Y., de Melo, G., Li, H.: Visualizing and curating knowledge graphs over time and space. In: Proceedings of ACL 2016. ACL (2016)
11.
Hoffart, J., Suchanek, F.M., Berberich, K., Lewis-Kelham, E., de Melo, G., Weikum, G.: YAGO2: exploring and querying world knowledge in time, space, context, and many languages. In: Proceedings of WWW 2011. ACM (2011)
12.
13.
Lehmann, J., Isele, R., Jakob, M., Jentzsch, A., Kontokostas, D., Mendes, P., Hellmann, S., Morsey, M., van Kleef, P., Auer, S., Bizer, C.: DBpedia - a large-scale, multilingual knowledge base extracted from Wikipedia. Semant. Web 6(2), 167–195 (2015)
14.
Li, H., Wang, Y., de Melo, G., Tu, C., Chen, B.: Multimodal question answering over structured data with ambiguous entities. In: Proceedings of WWW 2017 (2017)
15.
16.
Loza Mencía, E., de Melo, G., Nam, J.: Medical concept embeddings via labeled background corpora. In: Proceedings of LREC 2016 (2016)
17.
McCrae, J.P., Chiarcos, C., Bond, F., Cimiano, P., Declerck, T., de Melo, G., Gracia, J., Hellmann, S., Klimek, B., Moran, S., Osenova, P., Pareja-Lora, A., Pool, J.: The open linguistics working group: developing the linguistic linked open data cloud. In: Proceedings of LREC 2016 (2016)
18.
de Melo, G.: Not quite the same: identity constraints for the Web of Linked Data. In: Proceedings of AAAI, pp. 1092–1098. AAAI Press (2013)
19.
de Melo, G.: Lexvo.org: language-related information for the linguistic linked data cloud. Semantic Web 6(4), 393–400 (2015)CrossRef
20.
de Melo, G.: Inducing conceptual embedding spaces from Wikipedia. In: Proceedings of WWW 2017. ACM (2017)
21.
de Melo, G., Baker, C.F., Ide, N., Passonneau, R., Fellbaum, C.: Empirical comparisons of MASC word sense annotations. In: Proceedings of LREC 2012 (2012)
22.
de Melo, G., Hose, K.: Searching the web of data. In: Serdyukov, P., Braslavski, P., Kuznetsov, S.O., Kamps, J., Rüger, S., Agichtein, E., Segalovich, I., Yilmaz, E. (eds.) ECIR 2013. LNCS, vol. 7814, pp. 869–873. Springer, Heidelberg (2013). doi:10.​1007/​978-3-642-36973-5_​105 CrossRef
23.
24.
de Melo, G., Suchanek, F., Pease, A.: Integrating YAGO into the suggested upper merged ontology. In: Proceedings of ICTAI 2008. IEEE Computer Society (2008)
25.
de Melo, G., Weikum, G.: Towards universal multilingual knowledge bases. In: Proceedings of the 5th Global WordNet Conference, pp. 149–156 (2010)
26.
de Melo, G., Weikum, G.: Taxonomic data integration from multilingual Wikipedia editions. Knowl. Inf. Syst. 39(1), 1–39 (2014)CrossRef
27.
de Paiva, V., Real, L., Rademaker, A., de Melo, G.: NomLex-PT: a lexicon of Portuguese nominalizations. In: Proceedings of LREC 2014. ELRA, May 2014
28.
Rouces, J., de Melo, G., Hose, K.: FrameBase: representing N-Ary relations using semantic frames. In: Gandon, F., Sabou, M., Sack, H., d’Amato, C., Cudré-Mauroux, P., Zimmermann, A. (eds.) ESWC 2015. LNCS, vol. 9088, pp. 505–521. Springer, Cham (2015). doi:10.​1007/​978-3-319-18818-8_​31 CrossRef
29.
Rouces, J., de Melo, G., Hose, K.: Representing specialized events with FrameBase. In: Proceedings of the 4th International Workshop on Detection, Representation, and Exploitation of Events in the Semantic Web (DeRiVE) at ESWC 2015 (2015)
30.
Rouces, J., de Melo, G., Hose, K.: Complex schema mapping and linking data: beyond binary predicates. In: Proceedings of LDOW 2016 (2016)
31.
Rouces, J., de Melo, G., Hose, K.: Heuristics for connecting heterogeneous knowledge via FrameBase. In: Sack, H., Blomqvist, E., d’Aquin, M., Ghidini, C., Ponzetto, S.P., Lange, C. (eds.) ESWC 2016. LNCS, vol. 9678, pp. 20–35. Springer, Cham (2016). doi:10.​1007/​978-3-319-34129-3_​2 CrossRef
32.
Rouces, J., de Melo, G., Hose, K.: Klint: Assisting integration of heterogeneous knowledge. In: Proceedings of IJCAI 2016 (2016)
33.
Shutova, E., Tandon, N., de Melo, G.: Perceptually grounded selectional preferences. Proceedings of ACL 2015, 950–960 (2015)
34.
Suda, M., Sutcliffe, G., Wischnewski, P., Lamotte-Schubert, M., de Melo, G.: External sources of axioms in automated theorem proving. In: Mertsching, B., Hund, M., Aziz, Z. (eds.) KI 2009. LNCS, vol. 5803, pp. 281–288. Springer, Heidelberg (2009). doi:10.​1007/​978-3-642-04617-9_​36 CrossRef
35.
Sutcliffe, G., Suda, M., Teyssandier, A., Dellis, N., de Melo, G.: Progress towards effective automated reasoning with world knowledge. In: Proceedings of the 23rd International FLAIRS Conference, pp. 110–115. AAAI Press (2010)
36.
Tandon, N., de Melo, G.: Information extraction from web-scale n-gram data. In: SIGIR 2010 Web N-gram Workshop, vol. 5803, pp. 8–15. ACM (2010)
37.
Tandon, N., de Melo, G., De, A., Weikum, G.: Knowlywood: mining activity knowledge from Hollywood narratives. In: Proceedings of CIKM 2015 (2015)
38.
Tandon, N., de Melo, G., Suchanek, F.M., Weikum, G.: WebChild: harvesting and organizing commonsense knowledge from the web. In: Proceedings of WSDM. ACM (2014)
39.
Tandon, N., de Melo, G., Weikum, G.: Deriving a Web-scale common sense fact database. In: Proceedings of AAAI, pp. 152–157. AAAI Press (2011)
40.
Tandon, N., de Melo, G., Weikum, G.: Acquiring comparative commonsense knowledge from the web. In: Proceedings of AAAI, pp. 166–172. AAAI (2014)
41.
Tandon, N., de Melo, G., Weikum, G.: WebChild 2.0: fine-grained commonsense knowledge distillation. In: Proceedings of ACL 2017. ACL (2017)
42.
Wang, L., Cao, Z., de Melo, G., Liu, Z.: Relation classification via multi-level attention CNNs. In: Proceedings of ACL 2016 (2016)
43.
Wang, Y., Ren, Z., Theobald, M., Dylla, M., de Melo, G.: Summary generation for temporal extractions. In: Hartmann, S., Ma, H. (eds.) DEXA 2016. LNCS, vol. 9827, pp. 370–386. Springer, Cham (2016). doi:10.​1007/​978-3-319-44403-1_​23 CrossRef
44.
Xu, H., Wang, Y., Feng, K., de Melo, G., Wu, W., Sharf, A., Chen, B.: Shapelearner: towards shape-based visual knowledge harvesting. In: Proceedings of ECAI 2016, pp. 435–443. IOS Press (2016)
45.
Yang, Q., Cheng, Y., Wang, S., de Melo, G.: HiText: text reading with dynamic salience marking. In: Proceedings of WWW 2017. ACM (2017)
46.
Yang, Q., Passonneau, R.J., de Melo, G.: PEAK: Pyramid evaluation via automated knowledge extraction. In: Proceedings of AAAI. AAAI Press (2016)
Metadata
Title
Knowledge Graphs: Venturing Out into the Wild
Author
Gerard de Melo
Copyright Year
2017
Book
Knowledge Graphs and Language Technology

Print ISBN: 978-3-319-68722-3

Electronic ISBN: 978-3-319-68723-0

Copyright Year: 2017

DOI
https://doi.org/10.1007/978-3-319-68723-0_1

Premium Partner

    Image Credits