메뉴 건너뛰기




Volumn 104, Issue 1, 2015, Pages 239-263

A scientometric review of emerging trends and new developments in recommendation systems

Author keywords

Domain analysis; Emerging trends; Intellectual structure; New developments; Recommendation systems; Scientometric review

Indexed keywords


EID: 84930821741     PISSN: 01389130     EISSN: 15882861     Source Type: Journal    
DOI: 10.1007/s11192-015-1595-5     Document Type: Article
Times cited : (148)

References (86)
  • 1
    • 20844435854 scopus 로고    scopus 로고
    • Toward the next generation of recommender systems: A survey of the state-of-the-art and possible extensions
    • Adomavicius, G. (2005). Toward the next generation of recommender systems: A survey of the state-of-the-art and possible extensions. IEEE Transactions on Knowledge and Data Engineering,17(6), 734–749.
    • (2005) IEEE Transactions on Knowledge and Data Engineering , vol.17 , Issue.6 , pp. 734-749
    • Adomavicius, G.1
  • 2
    • 0027621699 scopus 로고
    • Mining association rules between sets of items in large databases
    • Agrawal, R., Imieliński, T., & Swam, A. (1993). Mining association rules between sets of items in large databases. ACM SIGMOD Record,22(2), 207–216.
    • (1993) ACM SIGMOD Record , vol.22 , Issue.2 , pp. 207-216
    • Agrawal, R.1    Imieliński, T.2    Swam, A.3
  • 3
    • 33750383209 scopus 로고    scopus 로고
    • K-SVD: An algorithm for designing overcomplete dictionaries for sparse representation
    • Aharon, M., Elad, M., & Bruckstein, A. (2006). K-SVD: An algorithm for designing overcomplete dictionaries for sparse representation. IEEE Transactions on Signal Processing,54(11), 4311–4322.
    • (2006) IEEE Transactions on Signal Processing , vol.54 , Issue.11 , pp. 4311-4322
    • Aharon, M.1    Elad, M.2    Bruckstein, A.3
  • 4
    • 55149088329 scopus 로고    scopus 로고
    • Convex multi-task feature learning
    • Argyriou, A., Evgeniou, T., & Pontil, M. (2008). Convex multi-task feature learning. Machine Learning,73(3), 243–272.
    • (2008) Machine Learning , vol.73 , Issue.3 , pp. 243-272
    • Argyriou, A.1    Evgeniou, T.2    Pontil, M.3
  • 6
    • 0031103679 scopus 로고    scopus 로고
    • Fab: Content-based, collaborative recommendation
    • Balabanovic, M., & Shoham, Y. (1997). Fab: Content-based, collaborative recommendation”. Communications of the ACM,40(3), 66–72.
    • (1997) Communications of the ACM , vol.40 , Issue.3 , pp. 66-72
    • Balabanovic, M.1    Shoham, Y.2
  • 13
    • 67349271700 scopus 로고    scopus 로고
    • Collaborative filtering adapted to recommender systems of e-learning
    • Bobadilla, J., Serradilla, F., & Hernando, A. (2009). Collaborative filtering adapted to recommender systems of e-learning. Knowledge-Based Systems,22(4), 261–265.
    • (2009) Knowledge-Based Systems , vol.22 , Issue.4 , pp. 261-265
    • Bobadilla, J.1    Serradilla, F.2    Hernando, A.3
  • 16
    • 33645653318 scopus 로고    scopus 로고
    • A review of image denoising algorithms, with a new one
    • Buades, A., Coll, B., & Morel, J. M. (2005). A review of image denoising algorithms, with a new one. Multiscale Modeling & Simulation,4(2), 490–530.
    • (2005) Multiscale Modeling & Simulation , vol.4 , Issue.2 , pp. 490-530
    • Buades, A.1    Coll, B.2    Morel, J.M.3
  • 17
    • 38549172042 scopus 로고    scopus 로고
    • Hybrid web recommender systems. In P. Brusilovsky, A. Kobsa, & W. Nejdl (Eds.), The adaptive web: Methods and strategies of web personalization (pp
    • Berlin/Heidelberg: Springer
    • Burke, R. (2007). Hybrid web recommender systems. In P. Brusilovsky, A. Kobsa, & W. Nejdl (Eds.), The adaptive web: Methods and strategies of web personalization (pp. 377–408). Berlin/Heidelberg: Springer.
    • (2007) 377–408)
    • Burke, R.1
  • 18
    • 0031176342 scopus 로고    scopus 로고
    • Burke, R., Hammond, K., & Young, B. (1997). The FindMe approach to assisted browsing. IEEE Expert, 12(4), 32–40
    • Burke, R., Hammond, K., & Young, B. (1997). The FindMe approach to assisted browsing. IEEE Expert,12(4), 32–40.
  • 19
    • 84894047367 scopus 로고    scopus 로고
    • Time-aware recommender systems: A comprehensive survey and analysis of existing evaluation protocols
    • Campos, P. G., Díez, F., & Cantador, I. (2014). Time-aware recommender systems: A comprehensive survey and analysis of existing evaluation protocols. User Modeling and User-Adapted Interaction,24(1–2), 67–119.
    • (2014) User Modeling and User-Adapted Interaction , vol.24 , Issue.1-2 , pp. 67-119
    • Campos, P.G.1    Díez, F.2    Cantador, I.3
  • 21
    • 31744440684 scopus 로고    scopus 로고
    • Robust uncertainty principles: Exact signal reconstruction from highly incomplete frequency information
    • Candès, E. J., Romberg, J., & Tao, T. (2006). Robust uncertainty principles: Exact signal reconstruction from highly incomplete frequency information. IEEE Transactions on Information Theory,52(2), 489–509.
    • (2006) IEEE Transactions on Information Theory , vol.52 , Issue.2 , pp. 489-509
    • Candès, E.J.1    Romberg, J.2    Tao, T.3
  • 22
    • 77951528523 scopus 로고    scopus 로고
    • The power of convex relaxation: Near-optimal matrix completion
    • Candès, E. J., & Tao, T. (2010). The power of convex relaxation: Near-optimal matrix completion. IEEE Transactions on Information Theory,56(5), 2053–2080.
    • (2010) IEEE Transactions on Information Theory , vol.56 , Issue.5 , pp. 2053-2080
    • Candès, E.J.1    Tao, T.2
  • 23
    • 33644531603 scopus 로고    scopus 로고
    • CiteSpace II: Detecting and visualizing emerging trends and transient patterns in scientific literature
    • Chen, C. (2006). CiteSpace II: Detecting and visualizing emerging trends and transient patterns in scientific literature. Journal of the American Society for Information Science and Technology,57(3), 359–377.
    • (2006) Journal of the American Society for Information Science and Technology , vol.57 , Issue.3 , pp. 359-377
    • Chen, C.1
  • 24
    • 84905816039 scopus 로고    scopus 로고
    • Emerging trends and new developments in regenerative medicine: A scientometric update (2000–2014)
    • Chen, C., Dubin, R., & Kim, M. C. (2014a). Emerging trends and new developments in regenerative medicine: A scientometric update (2000–2014). Expert Opinion on Biological Therapy,14(9), 1295–1317.
    • (2014) Expert Opinion on Biological Therapy , vol.14 , Issue.9 , pp. 1295-1317
    • Chen, C.1    Dubin, R.2    Kim, M.C.3
  • 25
    • 84903266267 scopus 로고    scopus 로고
    • Orphan drugs and rare diseases: A scientometric review (2000–2014)
    • Chen, C., Dubin, R., & Kim, M. C. (2014b). Orphan drugs and rare diseases: A scientometric review (2000–2014). Expert Opinion on Orphan Drugs,2(7), 709–724.
    • (2014) Expert Opinion on Orphan Drugs , vol.2 , Issue.7 , pp. 709-724
    • Chen, C.1    Dubin, R.2    Kim, M.C.3
  • 26
    • 84859599657 scopus 로고    scopus 로고
    • Emerging trends in regenerative medicine: A scientometric analysis in CiteSpace
    • Chen, C., Hu, Z., Liu, S., & Tseng, H. (2012). Emerging trends in regenerative medicine: A scientometric analysis in CiteSpace. Expert Opinions on Biological Therapy,12(5), 593–608.
    • (2012) Expert Opinions on Biological Therapy , vol.12 , Issue.5 , pp. 593-608
    • Chen, C.1    Hu, Z.2    Liu, S.3    Tseng, H.4
  • 28
    • 33748566804 scopus 로고    scopus 로고
    • The effect of word of mouth on sales: Online book reviews
    • Chevalier, J. A., & Mayzlin, D. (2006). The effect of word of mouth on sales: Online book reviews. Journal of Marketing Research,43(3), 345–354.
    • (2006) Journal of Marketing Research , vol.43 , Issue.3 , pp. 345-354
    • Chevalier, J.A.1    Mayzlin, D.2
  • 32
    • 84945708920 scopus 로고
    • New methods on automatic exracting
    • Edmunson, H. P. (1969). New methods on automatic exracting. Journal of the ACM,16(2), 264–285.
    • (1969) Journal of the ACM , vol.16 , Issue.2 , pp. 264-285
    • Edmunson, H.P.1
  • 33
    • 33751379736 scopus 로고    scopus 로고
    • Image denoising via sparse and redundant representations over learned dictionaries
    • Elad, M., & Aharon, M. (2006). Image denoising via sparse and redundant representations over learned dictionaries. IEEE Transactions on Image Processing,15(12), 3736–3745.
    • (2006) IEEE Transactions on Image Processing , vol.15 , Issue.12 , pp. 3736-3745
    • Elad, M.1    Aharon, M.2
  • 37
    • 84976668719 scopus 로고
    • Using collaborative filtering to weave an information tapestry
    • Goldberg, D., Nichols, D., Oki, B. M., & Terry, D. (1992). Using collaborative filtering to weave an information tapestry. Communications of the ACM,35(12), 61–70.
    • (1992) Communications of the ACM , vol.35 , Issue.12 , pp. 61-70
    • Goldberg, D.1    Nichols, D.2    Oki, B.M.3    Terry, D.4
  • 39
    • 85015559680 scopus 로고    scopus 로고
    • An algorithmic framework for performing collaborative filtering. In: SIGIR ‘99 Proceedings of the 22nd annual international ACM SIGIR conference on research and development in information retrieval, pp
    • Herlocker, J. L., Konstan, J. A., Borchers, A., & Riedl, J. (1999). An algorithmic framework for performing collaborative filtering. In: SIGIR ‘99 Proceedings of the 22nd annual international ACM SIGIR conference on research and development in information retrieval, pp. 230–237.
    • (1999) 230–237
    • Herlocker, J.L.1    Konstan, J.A.2    Borchers, A.3    Riedl, J.4
  • 43
    • 4344636518 scopus 로고
    • Matrix completion problems: A survey. In Matrix theory and applications (pp. 171–198)
    • Johnson, C. R. (Ed.). (1990) Matrix completion problems: A survey. In Matrix theory and applications (pp. 171–198). American Mathematical Society.
    • (1990) American Mathematical Society
    • Johnson, C.R.1
  • 44
    • 33846834126 scopus 로고    scopus 로고
    • A survey of trust and reputation systems for online service provision
    • Jøsang, A., Ismail, R., & Boyd, C. (2007). A survey of trust and reputation systems for online service provision. Decision Support Systems,43(2), 618–644.
    • (2007) Decision Support Systems , vol.43 , Issue.2 , pp. 618-644
    • Jøsang, A.1    Ismail, R.2    Boyd, C.3
  • 45
    • 78650179405 scopus 로고    scopus 로고
    • E-Learning personalization based on hybrid recommendation strategy and learning style identification
    • Klasnja-Milicevic, A., Vesin, B., Ivanovic, M., & Budimac, Z. (2011). E-Learning personalization based on hybrid recommendation strategy and learning style identification. Computers & Education,56(3), 885–899.
    • (2011) Computers & Education , vol.56 , Issue.3 , pp. 885-899
    • Klasnja-Milicevic, A.1    Vesin, B.2    Ivanovic, M.3    Budimac, Z.4
  • 46
    • 0001290002 scopus 로고    scopus 로고
    • Personalised hypermedia presentation techniques for improving online customer relationships
    • Kobsa, A., Koenemann, J., & Pohl, W. (2001). Personalised hypermedia presentation techniques for improving online customer relationships. The Knowledge Engineering Review,16(2), 111–155.
    • (2001) The Knowledge Engineering Review , vol.16 , Issue.2 , pp. 111-155
    • Kobsa, A.1    Koenemann, J.2    Pohl, W.3
  • 49
    • 85008044987 scopus 로고    scopus 로고
    • Matrix factorization techniques for recommender systems
    • Koren, Y., Bell, R., & Volinsky, C. (2009). Matrix factorization techniques for recommender systems. Computer,42(8), 30–37.
    • (2009) Computer , vol.42 , Issue.8 , pp. 30-37
    • Koren, Y.1    Bell, R.2    Volinsky, C.3
  • 50
    • 77649340033 scopus 로고    scopus 로고
    • Collaborative filtering with ordinal scale-based implicit ratings for mobile music recommendations
    • Lee, S. K., Cho, Y. H., & Kim, S. H. (2010). Collaborative filtering with ordinal scale-based implicit ratings for mobile music recommendations. Information Sciences,180(11), 2142–2155.
    • (2010) Information Sciences , vol.180 , Issue.11 , pp. 2142-2155
    • Lee, S.K.1    Cho, Y.H.2    Kim, S.H.3
  • 54
    • 79957957723 scopus 로고    scopus 로고
    • Fixed point and Bregman iterative methods for matrix rank minimization
    • Ma, S., Goldfarb, D., & Chen, L. (2011a). Fixed point and Bregman iterative methods for matrix rank minimization. Mathematical Programming,128(1–2), 321–353.
    • (2011) Mathematical Programming , vol.128 , Issue.1-2 , pp. 321-353
    • Ma, S.1    Goldfarb, D.2    Chen, L.3
  • 55
    • 80051490270 scopus 로고    scopus 로고
    • Improving recommender systems by incorporating social contextual information. ACM Transactions on Information Systems, 29(2)
    • Ma, H., Zhou, T. C., Lyu, M. R. & King, I. (2011). Improving recommender systems by incorporating social contextual information. ACM Transactions on Information Systems, 29(2), Article 9.
    • (2011) Article , pp. 9
    • Ma, H.1    Zhou, T.C.2    Lyu, M.R.3    King, I.4
  • 56
    • 0028476392 scopus 로고
    • Agents that reduce work and information overload
    • Maes, P. (1994). Agents that reduce work and information overload. Communications of the ACM,37(7), 30–40.
    • (1994) Communications of the ACM , vol.37 , Issue.7 , pp. 30-40
    • Maes, P.1
  • 59
    • 0006544679 scopus 로고    scopus 로고
    • Automatic personalization based on Web usage mining
    • Mobasher, B., Cooley, R., & Srivastava, J. (2000). Automatic personalization based on Web usage mining. Communications of the ACM,43(8), 142–151.
    • (2000) Communications of the ACM , vol.43 , Issue.8 , pp. 142-151
    • Mobasher, B.1    Cooley, R.2    Srivastava, J.3
  • 60
    • 77649111353 scopus 로고    scopus 로고
    • What makes a helpful online review? A study of customer reviews on Amazon.com
    • Mudambi, S. M., & Schuff, D. (2010). What makes a helpful online review? A study of customer reviews on Amazon.com. MIS Quarterly,34(1), 185–200.
    • (2010) MIS Quarterly , vol.34 , Issue.1 , pp. 185-200
    • Mudambi, S.M.1    Schuff, D.2
  • 61
    • 84862777391 scopus 로고    scopus 로고
    • A literature review and classification of recommender systems research
    • Park, D. H., Kim, H. K., Choi, I. Y., & Kim, J. K. (2012). A literature review and classification of recommender systems research. Expert Systems with Applications,39(11), 10059–10072.
    • (2012) Expert Systems with Applications , vol.39 , Issue.11 , pp. 10059-10072
    • Park, D.H.1    Kim, H.K.2    Choi, I.Y.3    Kim, J.K.4
  • 62
    • 0033325071 scopus 로고    scopus 로고
    • A framework for collaborative, content-based and demographic filtering
    • Pazzani, M. J. (1999). A framework for collaborative, content-based and demographic filtering. Artificial Intelligence Review,13(5–6), 393–408.
    • (1999) Artificial Intelligence Review , vol.13 , Issue.5-6 , pp. 393-408
    • Pazzani, M.J.1
  • 63
    • 78549288866 scopus 로고    scopus 로고
    • Guaranteed minimum-rank solutions of linear matrix equations via nuclear norm minimization
    • Recht, B., Fazel, M., & Parrilo, P. A. (2010). Guaranteed minimum-rank solutions of linear matrix equations via nuclear norm minimization. SIAM Review,52(3), 471–501.
    • (2010) SIAM Review , vol.52 , Issue.3 , pp. 471-501
    • Recht, B.1    Fazel, M.2    Parrilo, P.A.3
  • 70
    • 34249990939 scopus 로고    scopus 로고
    • Collaborative filtering recommender systems. In P. Brusilovsky, A. Kobsa, & W. Nejdl (Eds.), The adaptive web: Methods and strategies of web personalization (pp
    • Berlin/Heidelberg: Springer
    • Schafer, J. B., Frankowski, D., Herlocker, J., & Sen, S. (2007). Collaborative filtering recommender systems. In P. Brusilovsky, A. Kobsa, & W. Nejdl (Eds.), The adaptive web: Methods and strategies of web personalization (pp. 291–324). Berlin/Heidelberg: Springer.
    • (2007) 291–324)
    • Schafer, J.B.1    Frankowski, D.2    Herlocker, J.3    Sen, S.4
  • 72
    • 79952315959 scopus 로고    scopus 로고
    • A google wave-based fuzzy recommender system to disseminate information in University Digital Libraries 2.0
    • Serrano-Guerrero, J., Herrera-Viedma, E., Olivas, J. A., Cerezo, A., & Romero, F. P. (2011). A google wave-based fuzzy recommender system to disseminate information in University Digital Libraries 2.0. Information Sciences,181(9), 1503–1516.
    • (2011) Information Sciences , vol.181 , Issue.9 , pp. 1503-1516
    • Serrano-Guerrero, J.1    Herrera-Viedma, E.2    Olivas, J.A.3    Cerezo, A.4    Romero, F.P.5
  • 74
  • 76
    • 84863622813 scopus 로고    scopus 로고
    • Using rich social media information for music recommendation via hypergraph model. ACM Transactions on Multimedia Computing
    • Tan, S., Bu, J., Chen, Ch. & He, X. (2011). Using rich social media information for music recommendation via hypergraph model. ACM Transactions on Multimedia Computing, Communications, and Applications, 7(1): Article 7.
    • (2011) Communications, and Applications, 7(1): Article , pp. 7
    • Tan, S.1    Bu, J.2    Chen, C.3    He, X.4
  • 79
    • 84893004833 scopus 로고    scopus 로고
    • Phosphorus levels in croplands of the European Union with implications for P fertilizer use
    • Tóth, G., Guicharnauda, R.-A., Tóth, B., & Hermann, T. (2014). Phosphorus levels in croplands of the European Union with implications for P fertilizer use. European Journal of Agronomy,55, 42–52.
    • (2014) European Journal of Agronomy , vol.55 , pp. 42-52
    • Tóth, G.1    Guicharnauda, R.-A.2    Tóth, B.3    Hermann, T.4
  • 81
    • 0032482432 scopus 로고    scopus 로고
    • Collective dynamics of ‘small-world’ networks
    • Watts, D. J., & Strogatz, S. H. (1998). Collective dynamics of ‘small-world’ networks. Nature,393, 440–442.
    • (1998) Nature , vol.393 , pp. 440-442
    • Watts, D.J.1    Strogatz, S.H.2
  • 83
    • 33847704486 scopus 로고    scopus 로고
    • E-commerce product recommendation agents: Use, characteristics, and impact
    • Xiao, B., & Benbasat, I. (2007). E-commerce product recommendation agents: Use, characteristics, and impact. MIS Quarterly,31(1), 137–209.
    • (2007) MIS Quarterly , vol.31 , Issue.1 , pp. 137-209
    • Xiao, B.1    Benbasat, I.2
  • 84
    • 84883778327 scopus 로고    scopus 로고
    • Collaborative web service qos prediction via neighborhood integrated matrix factorization
    • Zheng, Z., Ma, H., Lyu, M. R., & King, I. (2013). Collaborative web service qos prediction via neighborhood integrated matrix factorization. IEEE Transcations on Services Computing,6(3), 289–299.
    • (2013) IEEE Transcations on Services Computing , vol.6 , Issue.3 , pp. 289-299
    • Zheng, Z.1    Ma, H.2    Lyu, M.R.3    King, I.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.