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Erschienen in: Cluster Computing 3/2014

01.09.2014

A method of intelligent recommendation using task ontology

verfasst von: Jung-Soo Han, Gui-Jung Kim

Erschienen in: Cluster Computing | Ausgabe 3/2014

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Abstract

This study proposed a method of developing an intelligent recommendation system for automotive parts assembly. The proposed system will display the detailed information and the list components which make up the relevant part that an user wants through the database using the ontology when selecting an automotive part that an user intends to learn or to be guided of. This study is to design task ontology based on Hierarchical Taxonomy so as to achieve productivity enhancement, cost reduction and outcome improvement through recommendations based on intelligence and personalization depending on the worker’s present situation or context of task in charge when assembly of automotive parts is conducted. For this, composing elements of an engine and upper/lower relationships were expressed using hierarchical structure Taxonomy. The intelligent recommendation system for parts is offered to users through determining the automatic recommendation order between parts using the weights. This study has experimented the principles of the recommendation system and the method of setting the weights by setting two scenarios.

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Literatur
2.
Zurück zum Zitat Kim, Y., Kim, J.: Attack detection in recommender systems using a rating stream trend analysis. J. Korea Soc. Internet Inf. 12(2), 85–101 (2011) Kim, Y., Kim, J.: Attack detection in recommender systems using a rating stream trend analysis. J. Korea Soc. Internet Inf. 12(2), 85–101 (2011)
3.
Zurück zum Zitat Nguyen, N.T.: Computational collective intelligence. Semantic web, social networks and multiagent systems. In: ICWS 2007, pp. 1164–1167 (2007) Nguyen, N.T.: Computational collective intelligence. Semantic web, social networks and multiagent systems. In: ICWS 2007, pp. 1164–1167 (2007)
4.
Zurück zum Zitat Herlocker, J.L., Konstan, J.A., Riedl, J.: Explaining collaborative filtering recommendations. In: CSCW”00, 2–6 December, Philadelphia, PA (2000) Herlocker, J.L., Konstan, J.A., Riedl, J.: Explaining collaborative filtering recommendations. In: CSCW”00, 2–6 December, Philadelphia, PA (2000)
5.
Zurück zum Zitat Kim, G.-J., Han, J.-S.: Application method of task ontology technology for recommendation of automobile parts. J. Dig. Policy Manag. 10(6), 275–282 (2012) Kim, G.-J., Han, J.-S.: Application method of task ontology technology for recommendation of automobile parts. J. Dig. Policy Manag. 10(6), 275–282 (2012)
6.
Zurück zum Zitat Moharil, S., Lee, S.Y.: Load balancing on temporally heterogeneous cluster of workstations for parallel simulated annealing. Clust. Comput. 14(4), 295–310 (2011) CrossRef Moharil, S., Lee, S.Y.: Load balancing on temporally heterogeneous cluster of workstations for parallel simulated annealing. Clust. Comput. 14(4), 295–310 (2011) CrossRef
7.
Zurück zum Zitat Torkestani, J.A., Meybodi, M.R.: A mobility-based cluster formation algorithm for wireless mobile ad-hoc networks. Clust. Comput. 14(4), 311–324 (2011) CrossRef Torkestani, J.A., Meybodi, M.R.: A mobility-based cluster formation algorithm for wireless mobile ad-hoc networks. Clust. Comput. 14(4), 311–324 (2011) CrossRef
8.
Zurück zum Zitat Hasswa, A., Hassanein, H.: A smart spaces architecture based on heterogeneous contexts, particularly social contexts. Clust. Comput. 15(4), 373–390 (2012) CrossRef Hasswa, A., Hassanein, H.: A smart spaces architecture based on heterogeneous contexts, particularly social contexts. Clust. Comput. 15(4), 373–390 (2012) CrossRef
9.
Zurück zum Zitat Jung, Y.G., Han, M.S., Chung, K.Y., Lee, S.J.: Monotonicity and performance evaluation: applications to high speed and mobile networks. Clust. Comput. 15(4), 401–414 (2012) CrossRef Jung, Y.G., Han, M.S., Chung, K.Y., Lee, S.J.: Monotonicity and performance evaluation: applications to high speed and mobile networks. Clust. Comput. 15(4), 401–414 (2012) CrossRef
10.
Zurück zum Zitat Kocak, T., Lacks, D.: Design and analysis of a distributed grid resource discovery protocol. Clust. Comput. 15(1), 37–52 (2012) CrossRef Kocak, T., Lacks, D.: Design and analysis of a distributed grid resource discovery protocol. Clust. Comput. 15(1), 37–52 (2012) CrossRef
11.
Zurück zum Zitat Smys, S., Bala, G.J.: Performance analysis of virtual clusters in personal communication networks. Hand pose recovery with a single video camera. Clust. Comput. 15(3), 211–222 (2012) CrossRef Smys, S., Bala, G.J.: Performance analysis of virtual clusters in personal communication networks. Hand pose recovery with a single video camera. Clust. Comput. 15(3), 211–222 (2012) CrossRef
12.
Zurück zum Zitat Bossche, B.V.D., Vleeschauwer, B.D., Turck, F.D., Dhoedt, B., Demeester, P.: Design of distributed microcell-based MMOG hosting platforms: impact study of dynamic relocations. Clust. Comput. 14(2), 145–163 (2011) CrossRef Bossche, B.V.D., Vleeschauwer, B.D., Turck, F.D., Dhoedt, B., Demeester, P.: Design of distributed microcell-based MMOG hosting platforms: impact study of dynamic relocations. Clust. Comput. 14(2), 145–163 (2011) CrossRef
13.
Zurück zum Zitat Li, K., Wang, Y.: Distance estimation by mining characteristics in anisotropic sensor networks. Clust. Comput. 13(2), 167–180 (2010) CrossRef Li, K., Wang, Y.: Distance estimation by mining characteristics in anisotropic sensor networks. Clust. Comput. 13(2), 167–180 (2010) CrossRef
14.
Zurück zum Zitat Lai, M., Li, R., Tentzeris, M.: A general mathematical performance model for wormhole-switched irregular networks. Clust. Comput. 12(3), 285–297 (2009) CrossRef Lai, M., Li, R., Tentzeris, M.: A general mathematical performance model for wormhole-switched irregular networks. Clust. Comput. 12(3), 285–297 (2009) CrossRef
15.
Zurück zum Zitat Quiroz, A., Gnanasambandam, N., Parashar, M., Sharma, N.: Robust clustering analysis for the management of self-monitoring distributed systems. Clust. Comput. 12(1), 73–85 (2009) CrossRef Quiroz, A., Gnanasambandam, N., Parashar, M., Sharma, N.: Robust clustering analysis for the management of self-monitoring distributed systems. Clust. Comput. 12(1), 73–85 (2009) CrossRef
16.
Zurück zum Zitat Lee, K.D., Nam, M.Y., Chung, K.Y., Lee, Y.H., Kang, U.G.: Context and profile based cascade classifier for efficient people detection and safety care system. Multimed. Tools Appl. 63(1), 27–44 (2013) CrossRef Lee, K.D., Nam, M.Y., Chung, K.Y., Lee, Y.H., Kang, U.G.: Context and profile based cascade classifier for efficient people detection and safety care system. Multimed. Tools Appl. 63(1), 27–44 (2013) CrossRef
17.
Zurück zum Zitat Song, C.W., Chung, K.Y., Jung, J.J., Rim, K.W., Lee, J.H.: Localized approximation method using inertial compensation in WSNs. Information 14(11), 3591–3600 (2011) Song, C.W., Chung, K.Y., Jung, J.J., Rim, K.W., Lee, J.H.: Localized approximation method using inertial compensation in WSNs. Information 14(11), 3591–3600 (2011)
18.
Zurück zum Zitat Jung, Y.G., Han, M.S., Chung, K.Y., Lee, S.J.: A study of a valid frequency range using correlation analysis of throat signal. Information 14(11), 3791–3799 (2011) Jung, Y.G., Han, M.S., Chung, K.Y., Lee, S.J.: A study of a valid frequency range using correlation analysis of throat signal. Information 14(11), 3791–3799 (2011)
21.
Zurück zum Zitat Song, C.W., Lee, D., Chung, K.Y., Rim, K.W., Lee, J.H.: Interactive middleware architecture for lifelog based context awareness. Multimed. Tools Appl. (2013). doi:10.1007/s11042-013-1362-7 Song, C.W., Lee, D., Chung, K.Y., Rim, K.W., Lee, J.H.: Interactive middleware architecture for lifelog based context awareness. Multimed. Tools Appl. (2013). doi:10.​1007/​s11042-013-1362-7
22.
23.
Zurück zum Zitat Kim, J.H., Lee, D., Chung, K.Y.: Item recommendation based on context-aware model for personalized u-healthcare service. Multimed. Tools Appl. (2013). doi:10.1007/s11042-011-0920-0 Kim, J.H., Lee, D., Chung, K.Y.: Item recommendation based on context-aware model for personalized u-healthcare service. Multimed. Tools Appl. (2013). doi:10.​1007/​s11042-011-0920-0
Metadaten
Titel
A method of intelligent recommendation using task ontology
verfasst von
Jung-Soo Han
Gui-Jung Kim
Publikationsdatum
01.09.2014
Verlag
Springer US
Erschienen in
Cluster Computing / Ausgabe 3/2014
Print ISSN: 1386-7857
Elektronische ISSN: 1573-7543
DOI
https://doi.org/10.1007/s10586-013-0288-1

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