{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,6,19]],"date-time":"2025-06-19T04:36:37Z","timestamp":1750307797175,"version":"3.41.0"},"publisher-location":"New York, NY, USA","reference-count":28,"publisher":"ACM","license":[{"start":{"date-parts":[[2009,8,12]],"date-time":"2009-08-12T00:00:00Z","timestamp":1250035200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"DOI":"10.13039\/501100001868","name":"National Science Council Taiwan","doi-asserted-by":"publisher","award":["NSC 97-2410-H-218-017-MY2"],"award-info":[{"award-number":["NSC 97-2410-H-218-017-MY2"]}],"id":[{"id":"10.13039\/501100001868","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2009,8,12]]},"DOI":"10.1145\/1593254.1593268","type":"proceedings-article","created":{"date-parts":[[2009,9,25]],"date-time":"2009-09-25T19:37:23Z","timestamp":1253907443000},"page":"99-106","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":5,"title":["Overcoming small-size training set problem in content-based recommendation"],"prefix":"10.1145","author":[{"given":"Yen-Hsien","family":"Lee","sequence":"first","affiliation":[{"name":"National Chiayi University, Chiayi, Taiwan, R.O.C."}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Tsang-Hsiang","family":"Cheng","sequence":"additional","affiliation":[{"name":"Southern Taiwan University, Tainan, Taiwan, R.O.C."}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ci-Wei","family":"Lan","sequence":"additional","affiliation":[{"name":"National Tsing Hua University, Hsinchu, Taiwan, R.O.C."}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chih-Ping","family":"Wei","sequence":"additional","affiliation":[{"name":"National Tsing Hua University, Hsinchu, Taiwan, R.O.C."}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Paul Jen-Hwa","family":"Hu","sequence":"additional","affiliation":[{"name":"University of Utah, Salt Lake City, UT"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2009,8,12]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2005.99"},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1145\/276675.276677"},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1145\/245108.245124"},{"key":"e_1_3_2_1_4_1","first-page":"46","volume-title":"Learning Collaborative Information Filters,\" Proceedings of the Fifteenth International Conference on Machine Learning","author":"Billsus D.","year":"1998","unstructured":"Billsus , D. and Pazzani , M. J. , \" Learning Collaborative Information Filters,\" Proceedings of the Fifteenth International Conference on Machine Learning , Morgan Kaufmann Publishers Inc .(ed.), Madison, WI, 1998 , pp. 46 -- 54 . Billsus, D. and Pazzani, M. J., \"Learning Collaborative Information Filters,\" Proceedings of the Fifteenth International Conference on Machine Learning, Morgan Kaufmann Publishers Inc.(ed.), Madison, WI, 1998, pp. 46--54."},{"key":"e_1_3_2_1_5_1","first-page":"43","volume-title":"Empirical Analysis of Predictive Algorithms for Collaborative Filtering,\" Proceedings of the 14th Conference on Uncertainty in Artificial Intelligence","author":"Breese J. S.","year":"1998","unstructured":"Breese , J. S. , Heckerman , D. , and Kadie , C. , \" Empirical Analysis of Predictive Algorithms for Collaborative Filtering,\" Proceedings of the 14th Conference on Uncertainty in Artificial Intelligence , Madison, WI , 1998 , pp. 43 -- 52 . Breese, J. S., Heckerman, D., and Kadie, C., \"Empirical Analysis of Predictive Algorithms for Collaborative Filtering,\" Proceedings of the 14th Conference on Uncertainty in Artificial Intelligence, Madison, WI, 1998, pp. 43--52."},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1145\/288627.288651"},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1145\/138859.138867"},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1145\/312624.312682"},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0020-7373(75)80023-X"},{"key":"e_1_3_2_1_10_1","volume-title":"Learning User Information Interests through Extraction of Semantically Significant Phrases,\" Proceedings of the AAAI Spring Symposium on Machine Learning in Information Access","author":"Krulwich B.","year":"1996","unstructured":"Krulwich , B. and Burkey , C. , \" Learning User Information Interests through Extraction of Semantically Significant Phrases,\" Proceedings of the AAAI Spring Symposium on Machine Learning in Information Access , Stanford, CA , 1996 . Krulwich, B. and Burkey, C., \"Learning User Information Interests through Extraction of Semantically Significant Phrases,\" Proceedings of the AAAI Spring Symposium on Machine Learning in Information Access, Stanford, CA, 1996."},{"key":"e_1_3_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.1145\/290941.290961"},{"key":"e_1_3_2_1_12_1","first-page":"331","volume-title":"Learning to Filter Netnews,\" Proceedings of the 12th International Conference on Machine Learning","author":"Lang K.","year":"1995","unstructured":"Lang , K. , \" NewsWeeder : Learning to Filter Netnews,\" Proceedings of the 12th International Conference on Machine Learning , Lake Tahoe, CA , 1995 , pp. 331 -- 339 . Lang, K., \"NewsWeeder: Learning to Filter Netnews,\" Proceedings of the 12th International Conference on Machine Learning, Lake Tahoe, CA, 1995, pp. 331--339."},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1023\/A:1009835726774"},{"key":"e_1_3_2_1_14_1","volume-title":"A Comparison of Two Learning Algorithms for Text Categorization,\" Proceedings of Symposium on Document Analysis and Information Retrieval","author":"Lewis D.","year":"1994","unstructured":"Lewis , D. and Ringuette , M. , \" A Comparison of Two Learning Algorithms for Text Categorization,\" Proceedings of Symposium on Document Analysis and Information Retrieval , Las Vegas, NV , 1994 . Lewis, D. and Ringuette, M., \"A Comparison of Two Learning Algorithms for Text Categorization,\" Proceedings of Symposium on Document Analysis and Information Retrieval, Las Vegas, NV, 1994."},{"key":"e_1_3_2_1_15_1","first-page":"387","volume-title":"Proceedings of the 19th International Conference on Machine Learning, July 08--12","author":"Liu B.","year":"2002","unstructured":"Liu , B. , Lee , W. S. , Yu , P. S. , Li , X. , \" Partially Supervised Classification of Text Documents,\" Proceedings of the 19th International Conference on Machine Learning, July 08--12 , 2002 , pp. 387 -- 394 . Liu, B., Lee, W. S., Yu, P. S., Li, X., \"Partially Supervised Classification of Text Documents,\" Proceedings of the 19th International Conference on Machine Learning, July 08--12, 2002, pp. 387--394."},{"key":"e_1_3_2_1_16_1","first-page":"213","volume-title":"Proceedings of European Conference on Machine Learning","author":"Modrzejewski M.","year":"1993","unstructured":"Modrzejewski , M. , \" Feature Selection Using Rough Sets Theory,\" Proceedings of European Conference on Machine Learning , 1993 , pp. 213 -- 226 . Modrzejewski, M., \"Feature Selection Using Rough Sets Theory,\" Proceedings of European Conference on Machine Learning, 1993, pp. 213--226."},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1145\/336597.336662"},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1145\/258525.258537"},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1023\/A:1007369909943"},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1109\/HICSS.1998.648324"},{"key":"e_1_3_2_1_21_1","first-page":"318","volume-title":"Learning Internal Representations by Error Propagation,\" In Parallel Distributed Processing: Explorations in the Microstructures of Cognition","author":"Rumelhart D. E.","year":"1986","unstructured":"Rumelhart , D. E. , Hinton , G. E. , and Williams , R. J. , \" Learning Internal Representations by Error Propagation,\" In Parallel Distributed Processing: Explorations in the Microstructures of Cognition , Vol. 1 , D. E. Rumelhart and J. L. McClelland (Eds .), Cambridge, MA : MIT Press , 1986 , pp. 318 -- 362 . Rumelhart, D. E., Hinton, G. E., and Williams, R. J., \"Learning Internal Representations by Error Propagation,\" In Parallel Distributed Processing: Explorations in the Microstructures of Cognition, Vol. 1, D. E. Rumelhart and J. L. McClelland (Eds.), Cambridge, MA: MIT Press, 1986, pp. 318--362."},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1145\/371920.372071"},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1145\/336992.337035"},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1016\/0167-8655(89)90037-8"},{"key":"e_1_3_2_1_25_1","volume-title":"Information Retrieval","author":"Van Rijsbergen C. J.","year":"1979","unstructured":"Van Rijsbergen , C. J. , Information Retrieval , London : Butterworths , 1979 . Van Rijsbergen, C. J., Information Retrieval, London: Butterworths, 1979."},{"key":"e_1_3_2_1_26_1","volume-title":"R. T. Rust and P. K. Kannan (Eds)","author":"Wei C.","year":"2002","unstructured":"Wei , C. , Shaw , M. J. , and Easley , R. F. , \" A Survey of Recommendation Systems in Electronic Commerce,\" E-Service: New Directions in Theory and Practice , R. T. Rust and P. K. Kannan (Eds) , M. E. Sharpe Publisher , 2002 . Wei, C., Shaw, M. J., and Easley, R. F., \"A Survey of Recommendation Systems in Electronic Commerce,\" E-Service: New Directions in Theory and Practice, R. T. Rust and P. K. Kannan (Eds), M. E. Sharpe Publisher, 2002."},{"key":"e_1_3_2_1_27_1","first-page":"1807","article-title":"Using Decision Tree and Association Rules to Predict Cross Selling Opportunities","author":"Yang X. C.","year":"2008","unstructured":"Yang , X. C. , Wu , J. , Zhang , X. H. , and Lu , T. J ., \" Using Decision Tree and Association Rules to Predict Cross Selling Opportunities ,\" Proceedings of International Conference on Machine Learning and Cybernetics , 2008 , pp. 1807 -- 1811 . Yang, X. C., Wu, J., Zhang, X. H., and Lu, T. J., \"Using Decision Tree and Association Rules to Predict Cross Selling Opportunities,\" Proceedings of International Conference on Machine Learning and Cybernetics, 2008, pp. 1807--1811.","journal-title":"Proceedings of International Conference on Machine Learning and Cybernetics"},{"key":"e_1_3_2_1_28_1","doi-asserted-by":"publisher","DOI":"10.1145\/183422.183424"}],"event":{"name":"ICEC '09: International Conference on E-Commerce","sponsor":["School of Business, The University of Hong Kong, Hong Kong","Sayling Wen Cultural & Educational Foundation","Ministry of Education, Taiwan","College of Information Science and Technology, Drexel University, USA","Weatherhead School of Management, Case Western Reserve University, USA","College of Technology Management, National Tsing Hua University, Taiwan","National Science Council, Taiwan","Chinese Enterprise Resource Planning Society, Taiwan","International Center for Electronic Commerce, Korea Advanced Institute of Science & Technology, Korea"],"location":"Taipei Taiwan","acronym":"ICEC '09"},"container-title":["Proceedings of the 11th International Conference on Electronic Commerce"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/1593254.1593268","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/1593254.1593268","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T13:56:27Z","timestamp":1750254987000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/1593254.1593268"}},"subtitle":["a collaboration-based training set expansion approach"],"short-title":[],"issued":{"date-parts":[[2009,8,12]]},"references-count":28,"alternative-id":["10.1145\/1593254.1593268","10.1145\/1593254"],"URL":"https:\/\/doi.org\/10.1145\/1593254.1593268","relation":{},"subject":[],"published":{"date-parts":[[2009,8,12]]},"assertion":[{"value":"2009-08-12","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}