References
- Adeniyi, D. A., Wei, Z., and Yongquan, Y. "Automated web usage data mining and recommendation system using K-Nearest Neighbor (KNN) classification method," Applied Computing and Informatics, Vol.12, No.1(2016), 90-108. https://doi.org/10.1016/j.aci.2014.10.001
- Adomavicius, G., A. Tuzhilin. "Context-Aware Recommender Systems," Recommender Systems Handbook, Springer US, (2011), 217-253.
- Aher, S. B., and Lobo, L. M. R. J. "A comparative study of association rule algorithms for course recommender system in e-learning," International Journal of Computer Applications, Vol.39, No.1(2012), 48-52. https://doi.org/10.5120/4788-7021
- Ahuja, R., Solanki, A., and Nayyar, A. "Movie recommender system using K-Means clustering and K-Nearest Neighbor," In 2019 9th International Conference on Cloud Computing, Data Science & Engineering (Confluence) (2019, January). 263-268. IEEE.
- Ahn, Sung-Mahn, In Hwan Kim, Byounggu Choi, Yoonho Cho, Eunhong Kim, Myeong-Kyun Kim. (2012). Understanding the Performance of Collaborative Filtering Recommendation through Social Network Analysis. The Jounal of Society for e-Business Studies, 17(2), 129-147.
- Anand, S.S., A.R. Patrick. "A Data Mining methodology for cross-sales," Knowledge-Based Systems, Vol.10, No.7(1998), 449-461. https://doi.org/10.1016/S0950-7051(98)00035-5
- Ansari, A., S. Essegaier, R. Kohli. "Internet recommender systems," Journal of Marketing Research, Vol.37, No.3(2000), 363-375. https://doi.org/10.1509/jmkr.37.3.363.18779
- Balabanovic, M., Y. Shoham. "Content-Based, Collaborative, Recommendation," Communications of the ACM, Vol.40, No.3(1997), 66-72. https://doi.org/10.1145/245108.245124
- Bodapati, A.V. "Recommender systems with purchase data," Journal of Marketing Research, Vol.45, No.1(2008), 77-93. https://doi.org/10.1509/jmkr.45.1.77
- Chen, Y.L., J.M. Chen, C.W. Tung. "A data mining approach for retail knowledge discovery with consideration of the effect of shelf-space adjacency on sales," Decision Support Systems, Vol.42, No.3(2006), 1503-1520. https://doi.org/10.1016/j.dss.2005.12.004
- Cheng, H. T., Koc, L., Harmsen, J., Shaked, T., Chandra, T., Aradhye, H., Anderson, G., Corrado, G., Chai, W., Ispir M., Anil, R., Haque, Z., Hong, L., Jain, V., Liu, X., and Shar, H. "Wide & deep learning for recommender systems," In Proceedings of the 1st workshop on deep learning for recommender systems, (2016, September), 7-10.
- Cho, Yoon Ho, Jae Kyeong Kim, and Soung Hie Kim. "A personalized recommender system based on web usage mining and decision tree induction," Expert systems with Applications Vol.23, No.3(2002), 329-342. https://doi.org/10.1016/S0957-4174(02)00052-0
- Cho, Yoonho, Jounghae Bang. (2009). Social Network Analysis for New Product Recommendation. Journal of Intelligence and Information Systems, 15(4), 183-199.
- Cho, Yoonho, Jounghae Bang. (2011). Applying Centrality Analysis to Solve the Cold-Start and Sparsity Problems in Collaborative Filtering. Journal of Intelligence and Information Systems, 17(3), 99-114. https://doi.org/10.13088/jiis.2011.17.3.099
- Choi, S., Hyun, Y., Kim, N. "Improving Performance of Recommendation Systems Using Topic Modeling," Journal of Intelligence and Information Systems, Vol.21, No.3(2015), 101-116. https://doi.org/10.13088/jiis.2015.21.3.101
- Choi, Seulbi, Kee-Young Kwahk, Hyunchul Ahn. (2016). Enhancing Predictive Accuracy of Collaborative Filtering Algorithms using the Network Analysis of Trust Relationship among Users. Journal of Intelligence and Information Systems, 22(3), 113-127. https://doi.org/10.13088/jiis.2016.22.3.113
- Choi, S., Kwahk, K.-Y., Ahn, H. "Enhancing Predictive Accuracy of Collaborative Filtering Algorithms using the Network Analysis of Trust Relationship among Users," Journal of Intelligence and Information Systems, Vol.22, No.3(2016), 113-127. https://doi.org/10.13088/jiis.2016.22.3.113
- Christakou, C., Vrettos, S., and Stafylopatis, A. "A hybrid movie recommender system based on neural networks," International Journal on Artificial Intelligence Tools, Vol.16, No.5(2007), 771-792. https://doi.org/10.1142/S0218213007003540
- Devi, M. K., Samy, R. T., Kumar, S. V., and Venkatesh, P. "Probabilistic neural network approach to alleviate sparsity and cold start problems in collaborative recommender systems," In 2010 IEEE International Conference on Computational Intelligence and Computing Research, (2010, December). 1-4. IEEE.
- Di Noia, T., Mirizzi, R., Ostuni, V. C., and Romito, D. "Exploiting the web of data in model-based recommender systems," In Proceedings of the sixth ACM conference on Recommender systems, (2012, September). 253-256.
- Duan, L., Street, W. N., and Xu, E. "Healthcare information systems: data mining methods in the creation of a clinical recommender system," Enterprise Information Systems, Vol.5, No.2(2011), 169-181. https://doi.org/10.1080/17517575.2010.541287
- Fleder, D., K. Hosanagar. "Blockbuster culture's next rise or fall: The impact of recommender systems on sales diversity,"Management Science, Vol.55, No.5(2009), 697-712. https://doi.org/10.1287/mnsc.1080.0974
- Gemmell, J., Schimoler, T., Ramezani, M., and Mobasher, B. "Adapting k-nearest neighbor for tag recommendation in folksonomies," In Proceedings of the 7thInternational Conference on Intelligent Techniques for Web Personalization & Recommender Systems-Volume 528 (2009, July). 69-80. CEUR-WS. Org.
- Gershman, A., Meisels, A., Luke, K. H., Rokach, L., Schclar, A., and Sturm, A. "A decision tree based recommender system," 10th International Conferenceon Innovative Internet Community Systems (I2CS)-Jubilee Edition 2010-. (2010)
- Kang, B. S., "A Novel Web Recommendation Method for New Customers Using Structural Holes in Social Networks," Journal of Industrial Economics and Business, Vol.23, No.5(2010), 2371-2385.
- Kang, Eun-Young, Kee-Young Kwahk. (2011). Managing Duplicate Memberships of Websites : An Approach of Social Network Analysis. Journal of Intelligence and Information Systems, 17(1), 153-169. https://doi.org/10.13088/JIIS.2011.17.1.153
- Karthikeyan, P., Selvi, S. T., Neeraja, G., Deepika, R., Vincent, A., and Abinaya, V. "Prevention of shilling attack in recommender systems using discrete wavelet transform and support vector machine," In 2016 eighth international conferenceon Advanced Computing (ICoAC) (2017, January). 99-104. IEEE.
- Katzman, J. L., Shaham, U., Cloninger, A., Bates, J., Jiang, T., and Kluger, Y. "DeepSurv: personalized treatment recommender system using a Cox proportional hazards deep neural network," BMC medical research methodology, Vol.18, No.1(2018), 24. https://doi.org/10.1186/s12874-018-0482-1
- Kim, H. K., Choi, I. Y., Ha, K. M., Kim, J. K. "Development of User Based Recommender System using Social Network for u-Healthcare," Journal of Intelligence and Information Systems, Vol.16, No.3(2010), 181-199.
- Kim, B. K., S. Lee, S. Bang, J. Kim, and J. H. Lee, "Personalized Recommendation System Using Social Network,"Proceedings of the Conference on Intelligent Information Systems, Vol.20, No.1(2010), 48-49.
- Kim, J., Lee, S.-W. "The Ontology Based, the Movie Contents Recommendation Scheme, Using Relations of Movie Metadata," Journal of Intelligence and Information Systems, Vol.19, No.3(2013), 25-44. https://doi.org/10.13088/jiis.2013.19.3.025
- Kim, J. W., Lee, B. H., Shaw, M. J., Chang, H. L., and Nelson, M. "Application of decision-tree induction techniques to personalized advertisements on internet storefronts," International Journal of Electronic Commerce, Vol.5, No.3(2001), 45-62. https://doi.org/10.1080/10864415.2001.11044215
- Kim, K.-J., Kim, B.-G. "Product Recommender System for Online Shopping Malls using Data Mining Techniques," Journal of Intelligence and Information Systems, Vol.11, No.1(2005), 191-205.
- Kim, M., and K. J. Kim, "Recommender Systems using Structural Hole and Collaborative Filtering," Journal of Intelligence and Information Systems, Vol.20, No.4(2014), 107-120. https://doi.org/10.13088/jiis.2014.20.4.107
- Kim, Mingun, Kyoung-jae Kim. (2014). Recommender Systems using Structural Hole and Collaborative Filtering. Journal of Intelligence and Information Systems, 20(4), 107-120. https://doi.org/10.13088/jiis.2014.20.4.107
- Kim, M. G., and K. J. Kim, "Recommender Systems using SVD with Social Network Information," Journal of Intelligence and Information Systems, Vol.22, No.4(2016), 1-18. https://doi.org/10.13088/jiis.2016.22.4.001
- Kim, S. H., and R. S. Chang, "The Study on the Research Trend of Social Network Analysis and the its Applicability to Information Science," Journal of the Korean Society for Information Management, Vol.27, No.4(2010), 71-87. https://doi.org/10.3743/KOSIM.2010.27.4.071
- Kim, Y. and W.N. Street. "An intelligent system for customer targeting: a data mining approach," Decision Support Systems, Vol.37, No.2(2004), 215-228. https://doi.org/10.1016/S0167-9236(03)00008-3
- Kim, Y. S., and Yum, B. J. "Recommender system based on click stream data using association rule mining," Expert Systems with Applications, Vol.38, No.10(2011), 13320-13327. https://doi.org/10.1016/j.eswa.2011.04.154
- Konstan, J.A., B.N. Miller, D. Maltz, J.L. Herlocker, L.R. Gordon, J. Riedl. "GroupLens: applying collaborative filtering to Usenet news," Communications of the ACM, Vol.40, No.3(1997), 77-87. https://doi.org/10.1145/245108.245126
- Lee, D. "Extension Method of Association Rules Using Social Network Analysis," Journal of Intelligence and Information Systems. Vol.23, No.4(2017), 111-126. https://doi.org/10.13088/JIIS.2017.23.4.111
- Lee, D., S. Park, and S. Moon. "Utility-based association rule mining: A marketing solution for cross-selling," Expert Systems with Applications. Vol.40, No.7(2013), 2715-25. https://doi.org/10.1016/j.eswa.2012.11.021
- Lee, M., Choi, P., and Woo, Y. "A hybrid recommender system combining collaborative filtering with neural network," In International conference on adaptive hypermedia and adaptive web-based systems, (2002, May). 531-534. Springer, Berlin, Heidelberg.
- Lee, Seok Kee, Hyeon Jo, Sung Yong Chun. (2011). A Customer Profile Model for Collaborative Recommendation in e-Commerce. JOURNAL OF THE KOREA CONTENTS ASSOCIATION, 11(5), 67-74. https://doi.org/10.5392/JKCA.2011.11.5.067
- Li, P., and Yamada, S "A movie recommender system based on inductive learning," In IEEE Conference on Cybernetics and Intelligent Systems, Vol.1(2004, December). 318-323. IEEE.
- Min, S. H., and Han, I. "Recommender systems using support vector machines," In International Conference on Web Engineering, (2005, July). 387-393. Springer, Berlin, Heidelberg.
- Montanes, E., Quevedo, J. R., Diaz, I., and Ranilla, J. "Collaborative tag recommendation system based on logistic regression," ECML PKDD Discovery Challenge, (2009), 173-188.
- Noh, H., S. Choi, and H. Ahn, "Social Network-based Hybrid Collaborative Filtering using Genetic Algorithms," Journal of Intelligence and Information Systems, Vol.23, No.2(2017), 19-38. https://doi.org/10.13088/jiis.2017.23.2.019
- Noh, Heeryong, Hyunchul Ahn. (2017). A Study on the Recommendation Algorithm based on Trust/Distrust Relationship Network Analysis. Journal of Information Technology Applications & Management, 24(1), 169-185. https://doi.org/10.21219/jitam.2017.24.1.169
- Paradarami, T. K., Bastian, N. D., and Wightman, J. L. "A hybrid recommender system using artificial neural networks," Expert Systems with Applications, 83(2017), 300-313. https://doi.org/10.1016/j.eswa.2017.04.046
- Paranjape-Voditel, P., and Deshpande, U. "A stock market portfolio recommender system based on association rule mining," Applied Soft Computing, Vol.13, No.2(2013), 1055-1063. https://doi.org/10.1016/j.asoc.2012.09.012
- Parra, D., Karatzoglou, A., Amatriain, X., and Yavuz, I. "Implicit feedback recommendation via implicit-to-explicit ordinal logistic regression mapping," Proceedings of the CARS-2011, 5. (2011).
- Park, J. H., Y. H. Cho, and J. K. Kim, "Social Network:A Novel Approach to New Customer Recommendations," Journal of Intelligence and Information Systems, Vol.15, No.1(2009), 123-140.
- Shin, C. H., J. W. Lee, H. N. Yang, and I. Y. Choi, "The Research on Recommender for New Customers Using Collaborative Filtering and Social Network Analysis," Journal of Intelligence and Information Systems, Vol.18, No.4(2012), 19-42. https://doi.org/10.13088/JIIS.2012.18.4.019
- Sarwar, B., Karypis, G., Konstan, J., and Riedl, J. "Item-based collaborative filtering recommendation algorithms," In Proceedings of the 10th international conference on World Wide Web, (2001, April). 285-295.
- Sarwar, B. M., Karypis, G., Konstan, J., and Riedl, J. "Recommender systems for large-scale e-commerce: Scalable neighborhood formation using clustering," In Proceedings of the fifth international conference on computer and information technology, Vol.1 (2002, December). 291-324.
- Sohn D., Social Network Analysis, Kyungmoon Publications, 2002.
- Subramaniyaswamy, V., and Logesh, R. "Adaptive KNN based recommender system through mining of user preferences," Wireless Personal Communications, Vol.97, No.2(2017), 2229-2247. https://doi.org/10.1007/s11277-017-4605-5
- Twardowski, B. "Modelling contextual information in session-aware recommender systems with neural networks," In Proceedings of the 10th ACM Conference on Recommender Systems, (2016, September). 273-276.
- Vassiliou, C., Stamoulis, D., Martakos, D., and Athanassopoulos, S. "A recommender system framework combining neural networks & collaborative filtering," In Proceedings of the 5th WSEAS international conference on Instrumentation, measurement, circuits and systems, (2006, April). 285-290.
- Wang, X., Luo, F., Qian, Y., and Ranzi, G. "A personalized electronic movie recommendation system based on support vector machine and improved particle swarm optimization," PloS one, Vol.11, No.11(2016), e0165868. https://doi.org/10.1371/journal.pone.0165868
- Wang, Y., Feng, D., Li, D., Chen, X., Zhao, Y., and Niu, X. "A mobile recommendation system based on logistic regression and Gradient Boosting Decision Trees," In 2016 International Joint Conference on Neural Networks (IJCNN), (2016, July). 1896-1902. IEEE.
- Yun, Y., and S. Chae, Introduction to Complex Systems, Samsung Economic Research Institute, 2005.
- Y. Kim, Social Network Analysis, Pakyoungsa, 2003.