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2018 | OriginalPaper | Buchkapitel

Semantic Meta-search Using Cohesion Network Analysis

verfasst von : Ionut Daniel Chelcioiu, Dragos Corlatescu, Ionut Cristian Paraschiv, Mihai Dascalu, Stefan Trausan-Matu

Erschienen in: Artificial Intelligence: Methodology, Systems, and Applications

Verlag: Springer International Publishing

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Abstract

Online searching is one of the most frequently performed actions and search engines need to provide relevant results, while maintaining scalability. In this paper we introduce a novel approach grounded in Cohesion Network Analysis in the form of a semantic search engine incorporated in our Hub-Tech platform. Our aim is to help researchers and people unfamiliar with a domain find meaningful articles online, relevant for their project scope. In addition, we integrate state-of-the-art technologies to ensure scalability and low response time, namely SOLR – for data storage and full-text search functionalities – and Akka – for parallel and distributed processing. Preliminary validations denote promising search results, the software being capable to suggest articles in approximately the same way as humans consider them most appropriate – 75% are close results and top 20% are identical to user recommendations. Moreover, Hub-Tech recommended more suitable articles than Google Scholar for our specific task of searching for articles related to a detailed description given as input query (50 + words).

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Literatur
1.
Zurück zum Zitat Dascalu, M., McNamara, D.S., Trausan-Matu, S., Allen, L.K.: Cohesion network analysis of CSCL participation. Behav. Res. Meth. 50(2), 604–619 (2018)CrossRef Dascalu, M., McNamara, D.S., Trausan-Matu, S., Allen, L.K.: Cohesion network analysis of CSCL participation. Behav. Res. Meth. 50(2), 604–619 (2018)CrossRef
2.
Zurück zum Zitat Manning, C.D., Raghavan, P., Schütze, H.: Introduction to Information Retrieval, vol. 1. Cambridge University Press, Cambridge (2008)CrossRef Manning, C.D., Raghavan, P., Schütze, H.: Introduction to Information Retrieval, vol. 1. Cambridge University Press, Cambridge (2008)CrossRef
3.
Zurück zum Zitat Gulli, A., Signorini, A.: The indexable web is more than 11.5 billion pages. In: Special Interest Tracks and Posters of the 14th International Conference on World Wide Web, pp. 902–903. ACM (2005) Gulli, A., Signorini, A.: The indexable web is more than 11.5 billion pages. In: Special Interest Tracks and Posters of the 14th International Conference on World Wide Web, pp. 902–903. ACM (2005)
4.
Zurück zum Zitat Mohammadesmeil, S., Naraghian, N.: Comparing search engines and meta search engines in dentistry information retrieval. J. Res. Dental Sci. 14(2), 1–1 (2017) Mohammadesmeil, S., Naraghian, N.: Comparing search engines and meta search engines in dentistry information retrieval. J. Res. Dental Sci. 14(2), 1–1 (2017)
5.
Zurück zum Zitat Mangold, C.: A survey and classification of semantic search approaches. Int. J. Metadata Semant. Ontol. 2(1), 23–34 (2007)CrossRef Mangold, C.: A survey and classification of semantic search approaches. Int. J. Metadata Semant. Ontol. 2(1), 23–34 (2007)CrossRef
6.
Zurück zum Zitat Cohen, S., Mamou, J., Kanza, Y., Sagiv, Y.: XSEarch: a semantic search engine for XML. In: Proceedings of the 29th International Conference on Very Large Data Bases, vol. 29, pp. 45–56. VLDB Endowment (2003) Cohen, S., Mamou, J., Kanza, Y., Sagiv, Y.: XSEarch: a semantic search engine for XML. In: Proceedings of the 29th International Conference on Very Large Data Bases, vol. 29, pp. 45–56. VLDB Endowment (2003)
7.
Zurück zum Zitat Laura, L., Me, G.: Searching the Web for illegal content: the anatomy of a semantic search engine. Soft. Comput. 21(5), 1245–1252 (2017)CrossRef Laura, L., Me, G.: Searching the Web for illegal content: the anatomy of a semantic search engine. Soft. Comput. 21(5), 1245–1252 (2017)CrossRef
8.
Zurück zum Zitat Mukhopadhyay, D., Sharma, M., Joshi, G., Pagare, T., Palwe, A.: Experience of developing a meta-semantic search engine. In: 2013 International Conference on Cloud & Ubiquitous Computing & Emerging Technologies (CUBE), pp. 167–171. IEEE (2013) Mukhopadhyay, D., Sharma, M., Joshi, G., Pagare, T., Palwe, A.: Experience of developing a meta-semantic search engine. In: 2013 International Conference on Cloud & Ubiquitous Computing & Emerging Technologies (CUBE), pp. 167–171. IEEE (2013)
9.
Zurück zum Zitat Paraschiv, I.C., Dascalu, M., Banica, C.K., Trausan-Matu, S.: Designing a scalable technology hub for researchers. In: 5th International Workshop on Semantic and Collaborative Technologies for the Web, in Conjunction with the 13th International Conference on eLearning and Software for Education (eLSE 2017), vol. 3, pp. 13–18. Advanced Distributed Learning Association, Bucharest, Romania (2017) Paraschiv, I.C., Dascalu, M., Banica, C.K., Trausan-Matu, S.: Designing a scalable technology hub for researchers. In: 5th International Workshop on Semantic and Collaborative Technologies for the Web, in Conjunction with the 13th International Conference on eLearning and Software for Education (eLSE 2017), vol. 3, pp. 13–18. Advanced Distributed Learning Association, Bucharest, Romania (2017)
10.
Zurück zum Zitat Dascalu, M., Stavarache, L.L., Dessus, P., Trausan-Matu, S., McNamara, D.S., Bianco, M.: ReaderBench: the learning companion. In: 17th International Conference on Artificial Intelligence in Education (AIED 2015). LNAI, vol. 9112, pp. 915–916. Springer, Madrid (2015) Dascalu, M., Stavarache, L.L., Dessus, P., Trausan-Matu, S., McNamara, D.S., Bianco, M.: ReaderBench: the learning companion. In: 17th International Conference on Artificial Intelligence in Education (AIED 2015). LNAI, vol. 9112, pp. 915–916. Springer, Madrid (2015)
11.
Zurück zum Zitat Dascalu, M., Dessus, P., Trausan-Matu, Ş., Bianco, M., Nardy, A.: ReaderBench an environment for analyzing text complexity and reading strategies. In: Lane, H.C., Yacef, K., Mostow, J., Pavlik, P. (eds.) AIED 2013. LNCS (LNAI), vol. 7926, pp. 379–388. Springer, Heidelberg (2013). https://doi.org/10.1007/978-3-642-39112-5_39CrossRef Dascalu, M., Dessus, P., Trausan-Matu, Ş., Bianco, M., Nardy, A.: ReaderBench an environment for analyzing text complexity and reading strategies. In: Lane, H.C., Yacef, K., Mostow, J., Pavlik, P. (eds.) AIED 2013. LNCS (LNAI), vol. 7926, pp. 379–388. Springer, Heidelberg (2013). https://​doi.​org/​10.​1007/​978-3-642-39112-5_​39CrossRef
12.
Zurück zum Zitat Dumais, S.T.: Latent semantic analysis. Ann. Rev. Inf. Sci. Technol. 38(1), 188–230 (2004)CrossRef Dumais, S.T.: Latent semantic analysis. Ann. Rev. Inf. Sci. Technol. 38(1), 188–230 (2004)CrossRef
13.
Zurück zum Zitat Blei, D.M., Ng, A.Y., Jordan, M.I.: Latent Dirichlet allocation. J. Mach. Learn. Res. 3(4–5), 993–1022 (2003)MATH Blei, D.M., Ng, A.Y., Jordan, M.I.: Latent Dirichlet allocation. J. Mach. Learn. Res. 3(4–5), 993–1022 (2003)MATH
14.
Zurück zum Zitat Mikolov, T., Chen, K., Corrado, G., Dean, J.: Efficient estimation of word representation in vector space. In: Workshop at ICLR, Scottsdale, AZ (2013) Mikolov, T., Chen, K., Corrado, G., Dean, J.: Efficient estimation of word representation in vector space. In: Workshop at ICLR, Scottsdale, AZ (2013)
15.
Zurück zum Zitat Miller, G.A.: WordNet: a lexical database for English. Commun. ACM 38(11), 39–41 (1995)CrossRef Miller, G.A.: WordNet: a lexical database for English. Commun. ACM 38(11), 39–41 (1995)CrossRef
16.
Zurück zum Zitat Zaugg, H., West, R.E., Tateishi, I., Randall, D.L.: Mendeley: creating communities of scholarly inquiry through research collaboration. TechTrends 55(1), 32–36 (2011)CrossRef Zaugg, H., West, R.E., Tateishi, I., Randall, D.L.: Mendeley: creating communities of scholarly inquiry through research collaboration. TechTrends 55(1), 32–36 (2011)CrossRef
19.
Zurück zum Zitat Jones, M., Hardt, D.: The OAuth 2.0 authorization framework: Bearer token usage (2012) Jones, M., Hardt, D.: The OAuth 2.0 authorization framework: Bearer token usage (2012)
20.
Zurück zum Zitat Agha, G.A.: Actors: a model of concurrent computation in distributed systems. Massachusetts Institute of Technology Cambridge Artificial Intelligence Laboratory (1985) Agha, G.A.: Actors: a model of concurrent computation in distributed systems. Massachusetts Institute of Technology Cambridge Artificial Intelligence Laboratory (1985)
21.
Zurück zum Zitat Leung, C.K., Joseph, K.W.: Sports data mining: predicting results for the college football games. Procedia Comput. Sci. 35, 710–719 (2014)CrossRef Leung, C.K., Joseph, K.W.: Sports data mining: predicting results for the college football games. Procedia Comput. Sci. 35, 710–719 (2014)CrossRef
Metadaten
Titel
Semantic Meta-search Using Cohesion Network Analysis
verfasst von
Ionut Daniel Chelcioiu
Dragos Corlatescu
Ionut Cristian Paraschiv
Mihai Dascalu
Stefan Trausan-Matu
Copyright-Jahr
2018
DOI
https://doi.org/10.1007/978-3-319-99344-7_19

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