CFP last date
20 January 2025
Reseach Article

Mobile-based CBR System using Dempster-Shafer Modification Rule for Tourist Spots Recommendations in Buleleng Regency

by I Made Agus Wirawan, Sri Hartati
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 83 - Number 7
Year of Publication: 2013
Authors: I Made Agus Wirawan, Sri Hartati
10.5120/14458-2730

I Made Agus Wirawan, Sri Hartati . Mobile-based CBR System using Dempster-Shafer Modification Rule for Tourist Spots Recommendations in Buleleng Regency. International Journal of Computer Applications. 83, 7 ( December 2013), 9-12. DOI=10.5120/14458-2730

@article{ 10.5120/14458-2730,
author = { I Made Agus Wirawan, Sri Hartati },
title = { Mobile-based CBR System using Dempster-Shafer Modification Rule for Tourist Spots Recommendations in Buleleng Regency },
journal = { International Journal of Computer Applications },
issue_date = { December 2013 },
volume = { 83 },
number = { 7 },
month = { December },
year = { 2013 },
issn = { 0975-8887 },
pages = { 9-12 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume83/number7/14458-2730/ },
doi = { 10.5120/14458-2730 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T21:58:44.009375+05:30
%A I Made Agus Wirawan
%A Sri Hartati
%T Mobile-based CBR System using Dempster-Shafer Modification Rule for Tourist Spots Recommendations in Buleleng Regency
%J International Journal of Computer Applications
%@ 0975-8887
%V 83
%N 7
%P 9-12
%D 2013
%I Foundation of Computer Science (FCS), NY, USA
Abstract

Buleleng Regency has many unique cultures and beauty of natural sceneries which are always the charm and attraction for tourists. It requires the effort to increase the number of visits of the tourists by providing the information of tour object in accordance with the tourists' interest and also easily for accessible. This study aimed at designing a mobile-based CBR system using Dempster-Shafer modification rule to provide the recommendation of tourist spots in Buleleng Regency. The process of recommendation based on the data tourist trips in the past as represented into the case based. The data contained in the case-based consisted of a traveler profile and tourist spots that are visited. Traveler profile included gender, country, age, occupation, income per month, and the frequency of visits. The results of this study indicated that the mobile-based CBR system using the Dempster-Shafer modification rule can be applied in providing recommendations of tourist spots for tourists who visited Buleleng Regency. Based on tests performed using K-Fold Cross Validation, were showed that the accuracy average of recommendations of tourist spots was 1) 18% for fully accordance, 2) 62% for partial accordance and 3) 18% of error rate.

References
  1. Goh, D. H. , Ang. R. P. , Lee, C. S. , and Lee, C. K. 2010. Determining Services for the Mobile Tourist. J. Computer Information Systems, 51(1), 31 – 40.
  2. Wellem, T. , 2009, Semantic Web Sebagai Solusi Masalah Dalam E-Tourism Di Indonesia, Pros. Seminar Nasional Aplikasi Teknologi Informasi 2009 (SNATI 2009).
  3. Hafsah. , Kaswidjanti, W. dan Cili, T. R. , 2010, Aplikasi Berbasis Web Pemilihan Obyek Pariwisata Di Yogyakarta Menggunakan Metode Tahani, Pros. Seminar Nasional Informatika. , ISSN: 1979-2328.
  4. Niknafs, A. A. , Shiri, M. E. dan Javidi, M. M. , 2003, A Case-Based Reasoning Approach in E-Tourism: Tour Itinerary Planning, Proceedings of the 14th International Workshop on Database and Expert Systems Applications, J. IEEE. , 1529-4188/03.
  5. Chi, T. H. , La, H. H. , Chu, Y. H. dan Lin, W. C. , 2009, A Mobile Tourism Application Model based on Collective Interactive Genetic Algorithms, Fourth Int. Conference on Computer Sciences and Convergence Information Technology, J. IEEE. , DOl 10. 1l09/ICCIT. 2009. 280.
  6. Miitina, T. , 2005, Perbedaan Proporsi Segrmen Pasar Geografis, Demografis, Psikografis dan perilaku terhadap Keputusan Membeli Produk Wisata Budaya di Kalimantan Timur, J. Aplikasi manajemen. , Vol 3, No 2.
  7. Gavalas, D. dan Kenteris, M. , 2011, A web-based pervasive recommendation system for mobile tourist guides, j. springer. , 15:759–770.
  8. Wickramarathne, T. L. , 2008, A Belief Theoretic Approach for Automated Collaborative Filtering, Thesis, Master of Science Faculty University of Miami, Miami
  9. Petrovic, S. , Mishra, N. dan Sundar, S. , 2011, A novel case based reasoning approach to radiotherapy planning, Int. J. Archive Expert Systems with Applications. , Vol 38, Issue 9.
  10. Ding, Y. J. , Wang, S. L. , Zhao, X. D. , Lv, M. and Yang, X. Q. 2009. A Modified Dempster-Shafer Combination Rule Based on Evidence Ullage. Int. Conference on Artificial Intelligence and Computational Intelligence. J. IEEE, 10. 1109/AICI. 2009. 117.
  11. Giarratano, J. and Riley, G. 2005. Expert System Principles and Programming, Fourth Edition. Course Technology a divison of Thomson Learning. Inc. Canada.
  12. Chowdhury, S. 2012. Fusing probability density function into Dempster–Shafer theory of evidence for the evaluation of water treatment plant. Int. J. Springer, 10. 1007/s10661-012-2840-5.
  13. Simon, C. and Weber, P. 2006. Bayesian Networks Implementation of the Dempster Shafer Theory to Model Reliability Uncertainty. Proc. the First Int. Conference on Availability, Reliability and Security (ARES). J. IEEE, 0-7695-2567-9/06.
  14. Chang, H. L. , Min, S. C. , Zhong, Y. L. and Hee, Y. Y. 2010. Reasoning with Imprecise Context Using Improved Dempster-Shafer Theory. ACM Int. Conference on Web Intelligence and Intelligent Agent Technology. J. IEEE, 10. 1109/WI-IAT. 2010. 190.
Index Terms

Computer Science
Information Sciences

Keywords

Mobile Phone Case Based Reasoning Recommendation System Dempster-Shafer Evidence Ullage Tendency Factor.