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2019 | OriginalPaper | Buchkapitel

Multi-view Navigation in a Personalized Scientometric Retrieval System

verfasst von : Nedra Ibrahim, Anja Habacha Chaibi, Henda Ben Ghézala

Erschienen in: Enterprise Information Systems

Verlag: Springer International Publishing

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Abstract

Given the large number of scientific productions, it becomes difficult to select those that meet the needs of researchers in scientific information and from certain sources of trust. One of the challenges facing researchers is finding quality scientific information that meets their research needs. In order to guarantee a quality result, a research method based on scientific quality is required. The quality of scientific information is measured by scientometrics based on a set of metrics and measures called scientometric indicators. In this paper we propose a new personalized information retrieval approach taking into account the researcher quality requirements. The proposed approach includes a scientometric document annotator, a scientometric user model, a scientometric ranking approach and different results visualization methods. We discuss the feasibility of this approach by performing different experimentations on its different parts. The incorporation of scientometric indicators into the different parts of our approach has significantly improved retrieval performance which is rated for 41.66% in terms of F-measure. An important implication of this finding is the existence of correlation between research paper quality and paper relevance. The revelation of this correlation implies better retrieval performance.

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Literatur
1.
Zurück zum Zitat Haustein, S.: Grand challenges in altmetrics: heterogeneity, data quality and dependencies. Scientometrics 108(1), 413–423 (2016)CrossRef Haustein, S.: Grand challenges in altmetrics: heterogeneity, data quality and dependencies. Scientometrics 108(1), 413–423 (2016)CrossRef
2.
Zurück zum Zitat Ibrahim, N., Habacha Chaibi, A., Ben Ghézala, H.: A scientometric approach for personalizing research paper retrieval. In: The 20th International Conference on Enterprise Information Systems (ICEIS 2018), Madeira, Portugal, vol. 2, pp. 419–428 (2018) Ibrahim, N., Habacha Chaibi, A., Ben Ghézala, H.: A scientometric approach for personalizing research paper retrieval. In: The 20th International Conference on Enterprise Information Systems (ICEIS 2018), Madeira, Portugal, vol. 2, pp. 419–428 (2018)
3.
Zurück zum Zitat Singh, A.P., Shubhankar, K., Pudi, V.: An efficient algorithm for ranking research papers based on citation network. In: The 3rd IEEE Conference on Data Mining and Optimization (DMO 2011), Putrajaya, Malaysia, pp. 88–95 (2011) Singh, A.P., Shubhankar, K., Pudi, V.: An efficient algorithm for ranking research papers based on citation network. In: The 3rd IEEE Conference on Data Mining and Optimization (DMO 2011), Putrajaya, Malaysia, pp. 88–95 (2011)
4.
Zurück zum Zitat Plansangket, S., Gan, J.Q.: Re-ranking Google search returned web documents using document classification scores. Artif. Intell. Res. 6(1), 59–68 (2017) Plansangket, S., Gan, J.Q.: Re-ranking Google search returned web documents using document classification scores. Artif. Intell. Res. 6(1), 59–68 (2017)
5.
Zurück zum Zitat Tang, J., Zhang, J., Yao, L., Li, J., Zhang, L., Su, Z.: Arnetminer: extraction and mining of academic social networks. In: The 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2008), Las Vegas, Nevada, USA, pp. 990–998 (2008) Tang, J., Zhang, J., Yao, L., Li, J., Zhang, L., Su, Z.: Arnetminer: extraction and mining of academic social networks. In: The 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2008), Las Vegas, Nevada, USA, pp. 990–998 (2008)
6.
Zurück zum Zitat Nascimento, C., Laender, A.H., da Silva, A.S., Gonçalves, M.A.: A source independent framework for research paper recommendation. In: The 11th Annual International ACM/IEEE Joint Conference on Digital Libraries (JCDL 2011), Ottawa, Ontario, Canada, pp. 197–306 (2011) Nascimento, C., Laender, A.H., da Silva, A.S., Gonçalves, M.A.: A source independent framework for research paper recommendation. In: The 11th Annual International ACM/IEEE Joint Conference on Digital Libraries (JCDL 2011), Ottawa, Ontario, Canada, pp. 197–306 (2011)
7.
Zurück zum Zitat Beel, J., Gipp, B., Langer, S., Breitinger, C.: Research-paper recommender systems: a literature survey. Int. J. Digit. Libr. 17(4), 305–338 (2016)CrossRef Beel, J., Gipp, B., Langer, S., Breitinger, C.: Research-paper recommender systems: a literature survey. Int. J. Digit. Libr. 17(4), 305–338 (2016)CrossRef
9.
Zurück zum Zitat Knoth, P.: Linking textual resources to support information discovery. Ph.D. thesis, The Open University (2015) Knoth, P.: Linking textual resources to support information discovery. Ph.D. thesis, The Open University (2015)
10.
Zurück zum Zitat Pohl, S., Radlinski, F., Joachims, T.: Recommending related papers based on digital library access records. In: The 7th ACM/IEEE-CS Joint Conference on Digital Libraries (JCDL 2007), Vancouver, BC, Canada, pp. 417–418 (2007) Pohl, S., Radlinski, F., Joachims, T.: Recommending related papers based on digital library access records. In: The 7th ACM/IEEE-CS Joint Conference on Digital Libraries (JCDL 2007), Vancouver, BC, Canada, pp. 417–418 (2007)
11.
Zurück zum Zitat Lawrence, S., Bollacker, K., Giles, C.L.: Indexing and retrieval of scientific literature. In: The Eighth ACM International Conference on Information and Knowledge Management (CIKM 1999), Kansas City, Missouri, USA, pp. 139–146 (1999) Lawrence, S., Bollacker, K., Giles, C.L.: Indexing and retrieval of scientific literature. In: The Eighth ACM International Conference on Information and Knowledge Management (CIKM 1999), Kansas City, Missouri, USA, pp. 139–146 (1999)
12.
Zurück zum Zitat Huang, W., Kataria, S., Caragea, C., Mitra, P., Giles, C.L., Rokach, L.: Recommending citations: translating papers into references. In: The 21st ACM International Conference on Information and Knowledge Management (CIKM 2012), Maui, Hawaii, USA, pp. 1910–1914 (2012) Huang, W., Kataria, S., Caragea, C., Mitra, P., Giles, C.L., Rokach, L.: Recommending citations: translating papers into references. In: The 21st ACM International Conference on Information and Knowledge Management (CIKM 2012), Maui, Hawaii, USA, pp. 1910–1914 (2012)
13.
Zurück zum Zitat Noyons, E.C., Moed, H.F., Van Raan, A.F.: Integrating research performance analysis and science mapping. Scientometrics 46(3), 591–604 (1999)CrossRef Noyons, E.C., Moed, H.F., Van Raan, A.F.: Integrating research performance analysis and science mapping. Scientometrics 46(3), 591–604 (1999)CrossRef
14.
Zurück zum Zitat Hood, W., Wilson, C.: The literature of bibliometrics, scientometrics, and informetrics. Scientometrics 52(2), 291–314 (2004)CrossRef Hood, W., Wilson, C.: The literature of bibliometrics, scientometrics, and informetrics. Scientometrics 52(2), 291–314 (2004)CrossRef
15.
Zurück zum Zitat Ibrahim, N., Habacha Chaibi, A., Ben Ahmed, M.: New scientometric indicator for the qualitative evaluation of scientific production. New Libr. World J. 116(11/12), 661–676 (2015)CrossRef Ibrahim, N., Habacha Chaibi, A., Ben Ahmed, M.: New scientometric indicator for the qualitative evaluation of scientific production. New Libr. World J. 116(11/12), 661–676 (2015)CrossRef
16.
Zurück zum Zitat Huggins-Hoyt, K.Y.: African American faculty in social work schools: a citation analysis of scholarship. Res. Soc. Work Pract. 28(3), 300–308 (2018)CrossRef Huggins-Hoyt, K.Y.: African American faculty in social work schools: a citation analysis of scholarship. Res. Soc. Work Pract. 28(3), 300–308 (2018)CrossRef
17.
Zurück zum Zitat Bornmann, L., Williams, R.: Can the journal impact factor be used as a criterion for the selection of junior researchers? A large-scale empirical study based on ResearcherID data. J. Informetrics 11(3), 788–799 (2017)CrossRef Bornmann, L., Williams, R.: Can the journal impact factor be used as a criterion for the selection of junior researchers? A large-scale empirical study based on ResearcherID data. J. Informetrics 11(3), 788–799 (2017)CrossRef
18.
Zurück zum Zitat Alireza, N.: Google Scholar: the new generation of citation indexes. Libri Int. J. Libr. Inf. Stud. 55(4), 170–180 (2005) Alireza, N.: Google Scholar: the new generation of citation indexes. Libri Int. J. Libr. Inf. Stud. 55(4), 170–180 (2005)
19.
Zurück zum Zitat Lawrence, S., Lee, C.G., Bollacker, K.: Digital libraries and autonomous citation indexing. Computer 32(6), 67–71 (1999)CrossRef Lawrence, S., Lee, C.G., Bollacker, K.: Digital libraries and autonomous citation indexing. Computer 32(6), 67–71 (1999)CrossRef
20.
Zurück zum Zitat Harzing, A.: The Publish or Perish Book: Your Guide to Effective and Responsible Citation Analysis. Tarma Software Research, Australia (2011) Harzing, A.: The Publish or Perish Book: Your Guide to Effective and Responsible Citation Analysis. Tarma Software Research, Australia (2011)
21.
Zurück zum Zitat Thelwall, M.: Microsoft academic automatic document searches: accuracy for journal articles and suitability for citation analysis. J. Informetrics 12(1), 1–9 (2018)CrossRef Thelwall, M.: Microsoft academic automatic document searches: accuracy for journal articles and suitability for citation analysis. J. Informetrics 12(1), 1–9 (2018)CrossRef
22.
Zurück zum Zitat Salimi, N.: Quality assessment of scientific outputs using the BWM. Scientometrics 112(1), 195–213 (2017)CrossRef Salimi, N.: Quality assessment of scientific outputs using the BWM. Scientometrics 112(1), 195–213 (2017)CrossRef
23.
Zurück zum Zitat Ibrahim, N., Habacha Chaibi, A., Ben Ghézala, H.: A new scientometric dimension for user profile. In: The 9th International Conference on Advances in Computer-Human Interactions (ACHI 2016), Venice, Italy, pp. 261–267 (2016) Ibrahim, N., Habacha Chaibi, A., Ben Ghézala, H.: A new scientometric dimension for user profile. In: The 9th International Conference on Advances in Computer-Human Interactions (ACHI 2016), Venice, Italy, pp. 261–267 (2016)
24.
Zurück zum Zitat Ibrahim, N., Habacha Chaibi, A., Ben Ghézela, H.: Scientometric re-ranking approach to improve search results. In: The 21st IEEE International Conference on Knowledge-Based and Intelligent Information & Engineering Systems (KES 2017), Marseille, France, pp. 447–456 (2017) Ibrahim, N., Habacha Chaibi, A., Ben Ghézela, H.: Scientometric re-ranking approach to improve search results. In: The 21st IEEE International Conference on Knowledge-Based and Intelligent Information & Engineering Systems (KES 2017), Marseille, France, pp. 447–456 (2017)
25.
Zurück zum Zitat Eick, S.: Graphically displaying text. J. Comput. Graph. Stat. 3(2), 127–142 (1994) Eick, S.: Graphically displaying text. J. Comput. Graph. Stat. 3(2), 127–142 (1994)
26.
Zurück zum Zitat Shneiderman, B., Feldman, D., Rose, A.: WebTOC: a tool to visualize and quantify web sites using a hierarchical table of contents. Technical report CS-TR-3992 (1999) Shneiderman, B., Feldman, D., Rose, A.: WebTOC: a tool to visualize and quantify web sites using a hierarchical table of contents. Technical report CS-TR-3992 (1999)
27.
Zurück zum Zitat Sebrechts, M.M., Cugini, J.V., Laskowski, S.J., Vasilakis, J., Miller, M.S.: Visualization of search results: a comparative evaluation of text, 2D, and 3D interfaces. In: Proceedings of the 22nd Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 3–10 (1999) Sebrechts, M.M., Cugini, J.V., Laskowski, S.J., Vasilakis, J., Miller, M.S.: Visualization of search results: a comparative evaluation of text, 2D, and 3D interfaces. In: Proceedings of the 22nd Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 3–10 (1999)
28.
Zurück zum Zitat Scott McCrickard, D., Kehoe, C.M.: Visualizing search results using SQWID. In: Proceedings of the Sixth International World Wide Web Conference, pp. 51–60 (1997) Scott McCrickard, D., Kehoe, C.M.: Visualizing search results using SQWID. In: Proceedings of the Sixth International World Wide Web Conference, pp. 51–60 (1997)
29.
Zurück zum Zitat Shneiderman, B., Feldman, D., Rose, A., Ferré Grau, X.: Visualizing digital library search results with categorical and hierarchical axes. HCIL Technical report No. 99-03 (1993) Shneiderman, B., Feldman, D., Rose, A., Ferré Grau, X.: Visualizing digital library search results with categorical and hierarchical axes. HCIL Technical report No. 99-03 (1993)
30.
Zurück zum Zitat Perrine, K., Havre, S., Hetzler, E., Battelle, E.: Interactive visualization of multiple query results. In: Proceedings of the IEEE Symposium on Information Visualization (INFOVIS 2001), pp. 105–112 (2001) Perrine, K., Havre, S., Hetzler, E., Battelle, E.: Interactive visualization of multiple query results. In: Proceedings of the IEEE Symposium on Information Visualization (INFOVIS 2001), pp. 105–112 (2001)
31.
Zurück zum Zitat Hearst, M.A.: TileBars: visualization of term distribution information in full text information access. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pp. 59–66. ACM Press/Addison-Wesley Publishing Co. (1995) Hearst, M.A.: TileBars: visualization of term distribution information in full text information access. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pp. 59–66. ACM Press/Addison-Wesley Publishing Co. (1995)
32.
Zurück zum Zitat Andrews, K., Gutl, C., Moser, J., Sabol, V., Lackner, W.: Search result visualisation with xFIND. In: Proceedings of the Second International Workshop on User Interfaces to Data Intensive Systems (UIDIS 2001), pp. 50–58. IEEE (2001) Andrews, K., Gutl, C., Moser, J., Sabol, V., Lackner, W.: Search result visualisation with xFIND. In: Proceedings of the Second International Workshop on User Interfaces to Data Intensive Systems (UIDIS 2001), pp. 50–58. IEEE (2001)
33.
Zurück zum Zitat Hoeber, O., Yang, X.D.: The visual exploration of web search results using HotMap. In: The Tenth International Conference on Information Visualization, pp. 157–165. IEEE (2006) Hoeber, O., Yang, X.D.: The visual exploration of web search results using HotMap. In: The Tenth International Conference on Information Visualization, pp. 157–165. IEEE (2006)
34.
Zurück zum Zitat Kohonen, T., et al.: Self organization of a massive document collection. IEEE Trans. Neural Netw. 11(3), 574–585 (2000)CrossRef Kohonen, T., et al.: Self organization of a massive document collection. IEEE Trans. Neural Netw. 11(3), 574–585 (2000)CrossRef
35.
Zurück zum Zitat Skupin, A., Fabrikant, S.I.: Spatialization methods: a cartographic research agenda for non-geographic information visualization. Cartography Geogr. Inf. Sci. 30(2), 99–119 (2003)CrossRef Skupin, A., Fabrikant, S.I.: Spatialization methods: a cartographic research agenda for non-geographic information visualization. Cartography Geogr. Inf. Sci. 30(2), 99–119 (2003)CrossRef
36.
Zurück zum Zitat Roberts, J., Boukhelifa, N., Rodgers, P.: Multiform glyph based web search result visualization. In: The Sixth International Conference on Information Visualisation, pp. 549–554. IEEE, London (2002) Roberts, J., Boukhelifa, N., Rodgers, P.: Multiform glyph based web search result visualization. In: The Sixth International Conference on Information Visualisation, pp. 549–554. IEEE, London (2002)
39.
Zurück zum Zitat Jurafsky, D., Martin, J.H.: Speech and Language Processing, 2nd edn. Pearson, London (2014) Jurafsky, D., Martin, J.H.: Speech and Language Processing, 2nd edn. Pearson, London (2014)
40.
Zurück zum Zitat Smucker, M.D., Allan, J., Carterette, B.: A comparison of statistical significance tests for information retrieval evaluation. In: The Sixteenth ACM Conference on Information and Knowledge Management, pp. 623–632. ACM, Lisbon (2007) Smucker, M.D., Allan, J., Carterette, B.: A comparison of statistical significance tests for information retrieval evaluation. In: The Sixteenth ACM Conference on Information and Knowledge Management, pp. 623–632. ACM, Lisbon (2007)
Metadaten
Titel
Multi-view Navigation in a Personalized Scientometric Retrieval System
verfasst von
Nedra Ibrahim
Anja Habacha Chaibi
Henda Ben Ghézala
Copyright-Jahr
2019
DOI
https://doi.org/10.1007/978-3-030-26169-6_13