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2020 | OriginalPaper | Buchkapitel

Integrating Knowledge Graphs for Analysing Academia and Industry Dynamics

verfasst von : Simone Angioni, Angelo A. Salatino, Francesco Osborne, Diego Reforgiato Recupero, Enrico Motta

Erschienen in: ADBIS, TPDL and EDA 2020 Common Workshops and Doctoral Consortium

Verlag: Springer International Publishing

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Abstract

Academia and industry are constantly engaged in a joint effort for producing scientific knowledge that will shape the society of the future. Analysing the knowledge flow between them and understanding how they influence each other is a critical task for researchers, governments, funding bodies, investors, and companies. However, current corpora are unfit to support large-scale analysis of the knowledge flow between academia and industry since they lack of a good characterization of research topics and industrial sectors. In this short paper, we introduce the Academia/Industry DynAmics (AIDA) Knowledge Graph, which characterizes 14M papers and 8M patents according to the research topics drawn from the Computer Science Ontology. 4M papers and 5M patents are also classified according to the type of the author’s affiliations (academy, industry, or collaborative) and 66 industrial sectors (e.g., automotive, financial, energy, electronics) obtained from DBpedia. AIDA was generated by an automatic pipeline that integrates several knowledge graphs and bibliographic corpora, including Microsoft Academic Graph, Dimensions, English DBpedia, the Computer Science Ontology, and the Global Research Identifier Database.

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Literatur
1.
Zurück zum Zitat Ammar, W., et al.: Construction of the literature graph in semantic scholar. In: Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, pp. 84–91. Association for Computational Linguistics (2018) Ammar, W., et al.: Construction of the literature graph in semantic scholar. In: Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, pp. 84–91. Association for Computational Linguistics (2018)
2.
Zurück zum Zitat Anderson, M.S.: The complex relations between the academy and industry: views from the literature. J. High. Educ. 72(2), 226–246 (2001) Anderson, M.S.: The complex relations between the academy and industry: views from the literature. J. High. Educ. 72(2), 226–246 (2001)
3.
Zurück zum Zitat Angioni, S., Osborne, F., Salatino, A.A., Reforgiato, D., Recupero, E.M.: Integrating knowledge graphs for comparing the scientific output of academia and industry. In: International Semantic Web Conference ISWC, vol. 2019, pp. 85–88 (2019) Angioni, S., Osborne, F., Salatino, A.A., Reforgiato, D., Recupero, E.M.: Integrating knowledge graphs for comparing the scientific output of academia and industry. In: International Semantic Web Conference ISWC, vol. 2019, pp. 85–88 (2019)
4.
Zurück zum Zitat Ankrah, S., Omar, A.T.: Universities-industry collaboration: a systematic review. Scand. J. Manag. 31(3), 387–408 (2015)CrossRef Ankrah, S., Omar, A.T.: Universities-industry collaboration: a systematic review. Scand. J. Manag. 31(3), 387–408 (2015)CrossRef
5.
Zurück zum Zitat Ankrah, S.N., Burgess, T.F., Grimshaw, P., Shaw, N.E.: Asking both university and industry actors about their engagement in knowledge transfer: what single-group studies of motives omit. Technovation 33(2–3), 50–65 (2013)CrossRef Ankrah, S.N., Burgess, T.F., Grimshaw, P., Shaw, N.E.: Asking both university and industry actors about their engagement in knowledge transfer: what single-group studies of motives omit. Technovation 33(2–3), 50–65 (2013)CrossRef
6.
Zurück zum Zitat Bikard, M., Vakili, K., Teodoridis, F.: When collaboration bridges institutions: the impact of university-industry collaboration on academic productivity. Org. Sci. 30(2), 426–445 (2019)CrossRef Bikard, M., Vakili, K., Teodoridis, F.: When collaboration bridges institutions: the impact of university-industry collaboration on academic productivity. Org. Sci. 30(2), 426–445 (2019)CrossRef
7.
Zurück zum Zitat Knoth, P., Zdrahal, Z.: Core: three access levels to underpin open access. D-Lib Mag. 18(11/12), 1–13 (2012) Knoth, P., Zdrahal, Z.: Core: three access levels to underpin open access. D-Lib Mag. 18(11/12), 1–13 (2012)
8.
Zurück zum Zitat Lehmann, J., Isele, R., Jakob, M., Jentzsch, A., Kontokostas, D., Mendes, P.N., et al.: Dbpedia-a large-scale, multilingual knowledge base extracted from Wikipedia. Seman. Web 6(2), 167–195 (2015)CrossRef Lehmann, J., Isele, R., Jakob, M., Jentzsch, A., Kontokostas, D., Mendes, P.N., et al.: Dbpedia-a large-scale, multilingual knowledge base extracted from Wikipedia. Seman. Web 6(2), 167–195 (2015)CrossRef
9.
Zurück zum Zitat Mannocci, A., Osborne, F., Motta, E.: The evolution of IJHCS and CHI: a quantitative analysis. Int. J. Hum.-Comput. Stud. 131, 23–40 (2019)CrossRef Mannocci, A., Osborne, F., Motta, E.: The evolution of IJHCS and CHI: a quantitative analysis. Int. J. Hum.-Comput. Stud. 131, 23–40 (2019)CrossRef
10.
Zurück zum Zitat Peroni, S., Shotton, D.: Opencitations, an infrastructure organization for open scholarship. Quant. Sci. Stud. 1(1), 428–444 (2020)CrossRef Peroni, S., Shotton, D.: Opencitations, an infrastructure organization for open scholarship. Quant. Sci. Stud. 1(1), 428–444 (2020)CrossRef
12.
Zurück zum Zitat Salatino, A.A., Osborne, F., Motta, E.: How are topics born? Understanding the research dynamics preceding the emergence of new areas. PeerJ Comput. Sci. 3, e119 (2017)CrossRef Salatino, A.A., Osborne, F., Motta, E.: How are topics born? Understanding the research dynamics preceding the emergence of new areas. PeerJ Comput. Sci. 3, e119 (2017)CrossRef
13.
Zurück zum Zitat Salatino, A.A., Osborne, F., Thanapalasingam, T., Motta, E.: The CSO classifier: ontology-driven detection of research topics in scholarly articles. In: Doucet, A., Isaac, A., Golub, K., Aalberg, T., Jatowt, A. (eds.) TPDL 2019. LNCS, vol. 11799, pp. 296–311. Springer, Cham (2019). https://doi.org/10.1007/978-3-030-30760-8_26CrossRef Salatino, A.A., Osborne, F., Thanapalasingam, T., Motta, E.: The CSO classifier: ontology-driven detection of research topics in scholarly articles. In: Doucet, A., Isaac, A., Golub, K., Aalberg, T., Jatowt, A. (eds.) TPDL 2019. LNCS, vol. 11799, pp. 296–311. Springer, Cham (2019). https://​doi.​org/​10.​1007/​978-3-030-30760-8_​26CrossRef
14.
15.
Zurück zum Zitat Sinha, A., et al.: An overview of Microsoft academic service (MAS) and applications. In: Proceedings of the 24th International Conference on World Wide Web, pp. 243–246 (2015) Sinha, A., et al.: An overview of Microsoft academic service (MAS) and applications. In: Proceedings of the 24th International Conference on World Wide Web, pp. 243–246 (2015)
16.
Zurück zum Zitat Weinstein, L.B., Kellar, G.M., Hall, D.C.: Comparing topic importance perceptions of industry and business school faculty: is the tail wagging the dog? Acad. Educ. Leadersh. J. 20(2), 62 (2016) Weinstein, L.B., Kellar, G.M., Hall, D.C.: Comparing topic importance perceptions of industry and business school faculty: is the tail wagging the dog? Acad. Educ. Leadersh. J. 20(2), 62 (2016)
17.
Zurück zum Zitat Zhang, Y., Zhang, F., Yao, P., Tang, J.: Name disambiguation in AMiner: clustering, maintenance, and human in the loop. In: Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, pp. 1002–1011 (2018) Zhang, Y., Zhang, F., Yao, P., Tang, J.: Name disambiguation in AMiner: clustering, maintenance, and human in the loop. In: Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, pp. 1002–1011 (2018)
Metadaten
Titel
Integrating Knowledge Graphs for Analysing Academia and Industry Dynamics
verfasst von
Simone Angioni
Angelo A. Salatino
Francesco Osborne
Diego Reforgiato Recupero
Enrico Motta
Copyright-Jahr
2020
DOI
https://doi.org/10.1007/978-3-030-55814-7_18

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