메뉴 건너뛰기




Volumn 17, Issue 3, 2007, Pages 217-255

A content-collaborative recommender that exploits WordNet-based user profiles for neighborhood formation

Author keywords

Collaborative filtering; Content based filtering; Hybrid recommenders; Machine learning; Neighborhood formation in recommender systems; User modeling; WordNet

Indexed keywords

COMPUTATIONAL METHODS; COMPUTER SUPPORTED COOPERATIVE WORK; LEARNING ALGORITHMS; LEARNING SYSTEMS; SEMANTICS; USER INTERFACES;

EID: 34249308531     PISSN: 09241868     EISSN: 15731391     Source Type: Journal    
DOI: 10.1007/s11257-006-9023-4     Document Type: Article
Times cited : (141)

References (67)
  • 1
    • 13844254250 scopus 로고    scopus 로고
    • Incorporating contextual information in recommender systems using a multidimensional approach
    • Adomavicius, G., Sankaranarayanan R., Sen S., Tuzhilin A.: Incorporating contextual information in recommender systems using a multidimensional approach. ACM Trans. Inf. Sys. 23(1), 103-145 (2005)
    • (2005) ACM Trans. Inf. Sys , vol.23 , Issue.1 , pp. 103-145
    • Adomavicius, G.1    Sankaranarayanan, R.2    Sen, S.3    Tuzhilin, A.4
  • 2
    • 20844435854 scopus 로고    scopus 로고
    • Towards the next generation of recommender systems, a survey of the state-of-the-art and possible extensions
    • Adomavicius, G., Tuzhilin, A.: Towards the next generation of recommender systems, a survey of the state-of-the-art and possible extensions. IEEE Trans. Knowledge Data Eng. 17(6):734-749 (2005)
    • (2005) IEEE Trans. Knowledge Data Eng , vol.17 , Issue.6 , pp. 734-749
    • Adomavicius, G.1    Tuzhilin, A.2
  • 3
    • 84906458587 scopus 로고    scopus 로고
    • Asnicar, F., Tasso, C.: ifWeb: a prototype of user model-based intelligent agent for documentation filtering and navigation in the word wide web. In: Tasso, C., Jameson, A., Paris, C.L. (eds.) Proceedings of the First International Workshop on Adaptive Systems and User Modeling on the World Wide Web, Sixth International Conference on User Modeling, pp. 3-12. Chia Laguna, Sardinia, Italy (1997)
    • Asnicar, F., Tasso, C.: ifWeb: a prototype of user model-based intelligent agent for documentation filtering and navigation in the word wide web. In: Tasso, C., Jameson, A., Paris, C.L. (eds.) Proceedings of the First International Workshop on Adaptive Systems and User Modeling on the World Wide Web, Sixth International Conference on User Modeling, pp. 3-12. Chia Laguna, Sardinia, Italy (1997)
  • 11
    • 0036959356 scopus 로고    scopus 로고
    • Hybrid recommender systems: Survey and experiments. User Model
    • Burke, R.: Hybrid recommender systems: survey and experiments. User Model. User-Adapted Interaction 12(4), 331-370 (2002)
    • (2002) User-Adapted Interaction , vol.12 , Issue.4 , pp. 331-370
    • Burke, R.1
  • 20
    • 0001138328 scopus 로고
    • Algorithm AS136: A k-means clustering algorithm
    • Hartigan, J., Wong, M.: Algorithm AS136: a k-means clustering algorithm. Appl. Stat. 28, 100-108 (1979)
    • (1979) Appl. Stat , vol.28 , pp. 100-108
    • Hartigan, J.1    Wong, M.2
  • 25
    • 85164392958 scopus 로고
    • A study of cross-validation and bootstrap for accuracy estimation and model selection
    • San Mateo, CA: Morgan Kaufmann
    • Kohavi, R.: A study of cross-validation and bootstrap for accuracy estimation and model selection. In: Proceedings of the Fourteenth International Joint Conference on Artificial Intelligence, pp. 1137-1145. San Mateo, CA: Morgan Kaufmann (1995)
    • (1995) Proceedings of the Fourteenth International Joint Conference on Artificial Intelligence , pp. 1137-1145
    • Kohavi, R.1
  • 27
    • 0002542095 scopus 로고    scopus 로고
    • Combining local context and WordNet similarity for word sense identification
    • Fellbaum, C, ed, MIT Press
    • Leacock, C., Chodorow, M.: Combining local context and WordNet similarity for word sense identification. In: Fellbaum, C. (ed.) WordNet: An Electronic Lexical Database, pp. 266-283. MIT Press. (1998)
    • (1998) WordNet: An Electronic Lexical Database , pp. 266-283
    • Leacock, C.1    Chodorow, M.2
  • 29
    • 0037252945 scopus 로고    scopus 로고
    • Amazon.com recommendations: Item-to-item collaborative filtering
    • Linden, O., Smith, B., York, J.: Amazon.com recommendations: item-to-item collaborative filtering. IEEE Internet Comp. 7(1), 76-80 (2003)
    • (2003) IEEE Internet Comp , vol.7 , Issue.1 , pp. 76-80
    • Linden, O.1    Smith, B.2    York, J.3
  • 31
    • 84943173790 scopus 로고    scopus 로고
    • Magnini, B., Strapparava, C.: Improving user modelling with content-based techniques. In: Proceedings of the Eighth International Conference on User Modeling, pp. 74-83. Sonthofen, Germany, Springer (2001)
    • Magnini, B., Strapparava, C.: Improving user modelling with content-based techniques. In: Proceedings of the Eighth International Conference on User Modeling, pp. 74-83. Sonthofen, Germany, Springer (2001)
  • 32
    • 36348988873 scopus 로고    scopus 로고
    • Foundations of statistical natural language processing
    • Chapt. 7:, The MIT Press, Cambridge, US
    • Manning, C., Schütze, H.: Foundations of statistical natural language processing, Chapt. 7: Word Sense Disambiguation, pp. 229-264. The MIT Press, Cambridge, US (1999)
    • (1999) Word Sense Disambiguation , pp. 229-264
    • Manning, C.1    Schütze, H.2
  • 33
    • 34249304215 scopus 로고    scopus 로고
    • Ph.D. thesis, International Doctorate School in Information and Communication Technologies, University of Trento
    • Massa, P.: Trust-aware decentralized recommender systems. Ph.D. thesis, International Doctorate School in Information and Communication Technologies, University of Trento (2006)
    • (2006) Trust-aware decentralized recommender systems
    • Massa, P.1
  • 34
    • 33646432735 scopus 로고    scopus 로고
    • Word sense disambiguation for exploiting hierarchical thesauri in text classification
    • Proceedings of the Ninth European Conference on Principles and Practice of Knowledge Discovery in Databases PKDD, of, Porto, Portugal, Springer
    • Mavroeidis, D., Tsatsaronis, G., Vazirgiannis, M., Theobald, M., Weikum, G.: Word sense disambiguation for exploiting hierarchical thesauri in text classification. In: Proceedings of the Ninth European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD), vol. 3721 of Lecture Notes in Computer Science, pp. 181-192. Porto, Portugal, Springer (2005)
    • (2005) Lecture Notes in Computer Science , vol.3721 , pp. 181-192
    • Mavroeidis, D.1    Tsatsaronis, G.2    Vazirgiannis, M.3    Theobald, M.4    Weikum, G.5
  • 37
    • 84906427060 scopus 로고    scopus 로고
    • Miller, G.: WordNet: an on-line lexical database. Int. J. Lexicogr. 3(4), 235-312. (Special Issue) (1990) Mitchell, T.: Machine Learning. McGraw-Hill, New York (1997)
    • Miller, G.: WordNet: an on-line lexical database. Int. J. Lexicogr. 3(4), 235-312. (Special Issue) (1990) Mitchell, T.: Machine Learning. McGraw-Hill, New York (1997)
  • 38
    • 0033365032 scopus 로고    scopus 로고
    • Text-learning and related intelligent agents: A survey
    • Mladenic, D.: Text-learning and related intelligent agents: a survey. IEEE Intelligent Syst. 14(4), 44-54. (1999)
    • (1999) IEEE Intelligent Syst , vol.14 , Issue.4 , pp. 44-54
    • Mladenic, D.1
  • 39
    • 0033653019 scopus 로고    scopus 로고
    • Content-based book recommending using learning for text categorization
    • San Antonio, US, ACM Press, New York, US
    • Mooney, R.J., Roy, L.: Content-based book recommending using learning for text categorization. In: Proceedings of the Fifth ACM Conference on Digital Libraries, pp. 195-204. San Antonio, US, ACM Press, New York, US (2000)
    • (2000) Proceedings of the Fifth ACM Conference on Digital Libraries , pp. 195-204
    • Mooney, R.J.1    Roy, L.2
  • 42
    • 35248893341 scopus 로고    scopus 로고
    • Using measures of semantic relatedness for word sense disambiguation
    • Gelbukh, A.F, ed, Computational Linguistics and Intelligent Text Processing, Fourth International Conference, CICLing 2003, Proceedings, of, Springer
    • Patwardhan, S., Banerjee, S., Pedersen, T.: Using measures of semantic relatedness for word sense disambiguation. In: Gelbukh, A.F. (ed.) Computational Linguistics and Intelligent Text Processing, Fourth International Conference, CICLing 2003, Proceedings, vol. 2588 of Lecture Notes in Computer Science, pp. 241-257. Springer (2003)
    • (2003) Lecture Notes in Computer Science , vol.2588 , pp. 241-257
    • Patwardhan, S.1    Banerjee, S.2    Pedersen, T.3
  • 43
    • 0031168547 scopus 로고    scopus 로고
    • Learning and revising user profiles: The identification of interesting web sites
    • Pazzani, M., Billsus, D.: Learning and revising user profiles: the identification of interesting web sites. Machine Learning 27(3), 313-331 (1997)
    • (1997) Machine Learning , vol.27 , Issue.3 , pp. 313-331
    • Pazzani, M.1    Billsus, D.2
  • 44
    • 0033325071 scopus 로고    scopus 로고
    • A Framework for collaborative, content-based and demographic filtering
    • Pazzani, M.J.: A Framework for collaborative, content-based and demographic filtering. Artificial Intelligence Rev. 13(5-6), 393-408 (1999)
    • (1999) Artificial Intelligence Rev , vol.13 , Issue.5-6 , pp. 393-408
    • Pazzani, M.J.1
  • 46
    • 0031104254 scopus 로고    scopus 로고
    • Recommender systems
    • Resnick, P., Varian, H.: Recommender systems. Commun. ACM 40(3), 56-58 (1997)
    • (1997) Commun. ACM , vol.40 , Issue.3 , pp. 56-58
    • Resnick, P.1    Varian, H.2
  • 47
    • 0039036808 scopus 로고    scopus 로고
    • WordNet and class-based probabilities
    • Fellbaum, C, ed, MIT Press
    • Resnik, P.: WordNet and class-based probabilities. In: Fellbaum, C. (ed.) WordNet: An Electronic lexical database, pp. 239-263, MIT Press (1998)
    • (1998) WordNet: An Electronic lexical database , pp. 239-263
    • Resnik, P.1
  • 50
    • 33746059304 scopus 로고    scopus 로고
    • Text categorization and information retrieval using WordNet synsets
    • Sojka, P, Pala, K, Smrž, P, Fellbaum, C, Vossen, P, eds, Masaryk University Brno, Czech Republic
    • Rosso, P., Ferretti, E., Jimenez, D., Vidal, V.: Text categorization and information retrieval using WordNet synsets. In: Sojka, P., Pala, K., Smrž, P., Fellbaum, C., Vossen, P. (eds.) Proceedings of the Second International WordNet Conference, pp. 299-304. Masaryk University Brno, Czech Republic (2004)
    • (2004) Proceedings of the Second International WordNet Conference , pp. 299-304
    • Rosso, P.1    Ferretti, E.2    Jimenez, D.3    Vidal, V.4
  • 55
    • 0142014846 scopus 로고    scopus 로고
    • Text classification using WordNet hypernyms
    • Harabagiu, S, ed, Somerset, New Jersey, Association for Computational Linguistics
    • Scott, S., Matwin, S.: Text classification using WordNet hypernyms. In: Harabagiu, S. (ed.) COLING-ACL Workshop on Usage of WordNet in NLP Systems, pp. 45-51. Somerset, New Jersey, Association for Computational Linguistics (1998)
    • (1998) COLING-ACL Workshop on Usage of WordNet in NLP Systems , pp. 45-51
    • Scott, S.1    Matwin, S.2
  • 56
    • 0002442796 scopus 로고    scopus 로고
    • Machine learning in automated text categorization
    • Sebastiani, F.: Machine learning in automated text categorization. ACM Comp. Surveys 34(1), 1-47 (2002)
    • (2002) ACM Comp. Surveys , vol.34 , Issue.1 , pp. 1-47
    • Sebastiani, F.1
  • 59
    • 0001845248 scopus 로고    scopus 로고
    • Combining content and collaboration in text filtering
    • Workshop: Machine Learning for Information Filtering, pp, Stockholm, Sweden
    • Soboroff, I., Nicholas, C.: Combining content and collaboration in text filtering. In: IJCAI'99 Workshop: Machine Learning for Information Filtering, pp. 86-91. Stockholm, Sweden (1999)
    • (1999) IJCAI'99 , pp. 86-91
    • Soboroff, I.1    Nicholas, C.2
  • 61
    • 84906447096 scopus 로고    scopus 로고
    • Terveen, L., Hill, W.: Human-computer collaboration in recommender systems, pp. 223-242. In: Carroll, J. (ed.) HCI on the new Millennium, Addison Wesley (2001)
    • Terveen, L., Hill, W.: Human-computer collaboration in recommender systems, pp. 223-242. In: Carroll, J. (ed.) HCI on the new Millennium, Addison Wesley (2001)
  • 62
    • 84906447097 scopus 로고    scopus 로고
    • Theobald, M., Schenkel, R., Weikum, G.: Exploting structure, annotation, and ontological knowledge for automatic classification of XML data. In: Proceedings of the Seventh International Workshop on Web and Databases, pp. 1-6. Maison de la Chimie, Paris, France (2004)
    • Theobald, M., Schenkel, R., Weikum, G.: Exploting structure, annotation, and ontological knowledge for automatic classification of XML data. In: Proceedings of the Seventh International Workshop on Web and Databases, pp. 1-6. Maison de la Chimie, Paris, France (2004)
  • 65
    • 0026187945 scopus 로고
    • The zero-frequency problem: Estimating the probabilities of novel events in adaptive text compression
    • Witten, I., Bell, T.: The zero-frequency problem: estimating the probabilities of novel events in adaptive text compression. IEEE Trans. Inf. Theory 37(4), 1085-1094 (1991)
    • (1991) IEEE Trans. Inf. Theory , vol.37 , Issue.4 , pp. 1085-1094
    • Witten, I.1    Bell, T.2
  • 66
    • 0003141935 scopus 로고    scopus 로고
    • A comparative study on feature selection in text categorization
    • Fisher, D.H, ed, Nashville, US, Morgan Kaufmann Publishers, San Francisco, US
    • Yang, Y. Pedersen, J.O.: A comparative study on feature selection in text categorization. In: Fisher, D.H. (ed.) Proceedings of ICML-97, Fourteenth International Conference on Machine Learning, pp. 412-420. Nashville, US, Morgan Kaufmann Publishers, San Francisco, US (1997)
    • (1997) Proceedings of ICML-97, Fourteenth International Conference on Machine Learning , pp. 412-420
    • Yang, Y.1    Pedersen, J.O.2
  • 67
    • 84982461894 scopus 로고
    • Measuring retrieval effectiveness based on user preference of documents
    • Yao, Y.Y.: Measuring retrieval effectiveness based on user preference of documents. J. Am. Soc. Inf. Sci. 46(2), 133-145 (1995)
    • (1995) J. Am. Soc. Inf. Sci , vol.46 , Issue.2 , pp. 133-145
    • Yao, Y.Y.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.