{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,10]],"date-time":"2026-06-10T16:28:33Z","timestamp":1781108913094,"version":"3.54.1"},"reference-count":37,"publisher":"SAGE Publications","issue":"5","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["SW"],"published-print":{"date-parts":[[2018,8,27]]},"DOI":"10.3233\/sw-180300","type":"journal-article","created":{"date-parts":[[2018,8,10]],"date-time":"2018-08-10T11:01:07Z","timestamp":1533898867000},"page":"707-728","source":"Crossref","is-referenced-by-count":30,"title":["A machine learning approach for product matching and categorization"],"prefix":"10.1177","volume":"9","author":[{"given":"Petar","family":"Ristoski","sequence":"first","affiliation":[{"name":"Data and Web Science Group, University of Mannheim, B6, 26, 68159 Mannheim, Germany. E-mails:\u00a0petar.ristoski@informatik.uni-mannheim.de,\u00a0petar@informatik.uni-mannheim.de,\u00a0heiko@informatik.uni-mannheim.de"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Petar","family":"Petrovski","sequence":"additional","affiliation":[{"name":"Data and Web Science Group, University of Mannheim, B6, 26, 68159 Mannheim, Germany. E-mails:\u00a0petar.ristoski@informatik.uni-mannheim.de,\u00a0petar@informatik.uni-mannheim.de,\u00a0heiko@informatik.uni-mannheim.de"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Peter","family":"Mika","sequence":"additional","affiliation":[{"name":"Yahoo Labs, London, UK. E-mail:\u00a0pmika@yahoo-inc.com"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Heiko","family":"Paulheim","sequence":"additional","affiliation":[{"name":"Data and Web Science Group, University of Mannheim, B6, 26, 68159 Mannheim, Germany. E-mails:\u00a0petar.ristoski@informatik.uni-mannheim.de,\u00a0petar@informatik.uni-mannheim.de,\u00a0heiko@informatik.uni-mannheim.de"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"179","reference":[{"issue":"4","key":"10.3233\/SW-180300_ref1","doi-asserted-by":"publisher","first-page":"98:1","DOI":"10.1145\/2766959","article-title":"Learning visual similarity for product design with convolutional neural networks","volume":"34","author":"Bell","year":"2015","journal-title":"ACM Trans. Graph."},{"key":"10.3233\/SW-180300_ref2","doi-asserted-by":"crossref","unstructured":"S.\u00a0Bhattacharya, S.\u00a0Gollapudi and K.\u00a0Munagala, Consideration set generation in commerce search, in: Proceedings of WWW, ACM, 2011, pp.\u00a0317\u2013326.","DOI":"10.1145\/1963405.1963452"},{"key":"10.3233\/SW-180300_ref3","doi-asserted-by":"crossref","unstructured":"R.\u00a0Collobert and J.\u00a0Weston, A unified architecture for natural language processing: Deep neural networks with multitask learning, in: Proceedings of the 25th International Conference on Machine Learning, ACM, 2008, pp.\u00a0160\u2013167.","DOI":"10.1145\/1390156.1390177"},{"key":"10.3233\/SW-180300_ref4","unstructured":"J.G.\u00a0de\u00a0Souza, M.\u00a0Federico and H.\u00a0Sawaf, Mt quality estimation for e-commerce data, in: Proceedings of MT Summit XV, 2015."},{"key":"10.3233\/SW-180300_ref5","unstructured":"R.\u00a0DeNale and D.\u00a0Weidenhamer, Quarterly Retail E-Commerce Sales 4th Quarter 2015, US Census Bureau News, 2015."},{"key":"10.3233\/SW-180300_ref6","doi-asserted-by":"crossref","unstructured":"J.R.\u00a0Finkel, T.\u00a0Grenager and C.\u00a0Manning, Incorporating non-local information into information extraction systems by Gibbs sampling, in: Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics, 2005, pp.\u00a0363\u2013370.","DOI":"10.3115\/1219840.1219885"},{"issue":"1","key":"10.3233\/SW-180300_ref7","doi-asserted-by":"publisher","first-page":"41","DOI":"10.1145\/1147234.1147241","article-title":"Text mining for product attribute extraction","volume":"8","author":"Ghani","year":"2006","journal-title":"ACM SIGKDD Explorations Newsletter"},{"key":"10.3233\/SW-180300_ref8","doi-asserted-by":"crossref","unstructured":"V.\u00a0Gopalakrishnan, S.P.\u00a0Iyengar, A.\u00a0Madaan, R.\u00a0Rastogi and S.\u00a0Sengamedu, Matching product titles using web-based enrichment, in: 21st ACM International Conference on Information and Knowledge Management, 2012, pp.\u00a0605\u2013614.","DOI":"10.1145\/2396761.2396839"},{"key":"10.3233\/SW-180300_ref9","doi-asserted-by":"crossref","unstructured":"M.\u00a0Grbovic, V.\u00a0Radosavljevic, N.\u00a0Djuric, N.\u00a0Bhamidipati, J.\u00a0Savla, V.\u00a0Bhagwan and D.\u00a0Sharp, E-commerce in your inbox: Product recommendations at scale, in: Proceedings of the 21th ACM SIGKDD, ACM, 2015, pp.\u00a01809\u20131818.","DOI":"10.1145\/2783258.2788627"},{"key":"10.3233\/SW-180300_ref11","unstructured":"R.\u00a0Isele and C.\u00a0Bizer, Learning linkage rules using genetic programming, in: Proceedings of the International Workshop on Ontology Matching, 2011, pp.\u00a013\u201324."},{"key":"10.3233\/SW-180300_ref12","doi-asserted-by":"crossref","unstructured":"A.\u00a0Kannan, I.E.\u00a0Givoni, R.\u00a0Agrawal and A.\u00a0Fuxman, Matching unstructured product offers to structured product specifications, in: 17th ACM SIGKDD, 2011.","DOI":"10.1145\/2020408.2020474"},{"key":"10.3233\/SW-180300_ref13","doi-asserted-by":"publisher","DOI":"10.1109\/ICDM.2011.79"},{"key":"10.3233\/SW-180300_ref14","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2015.382"},{"key":"10.3233\/SW-180300_ref15","doi-asserted-by":"crossref","unstructured":"H.\u00a0K\u00f6pcke, A.\u00a0Thor, S.\u00a0Thomas and E.\u00a0Rahm, Tailoring entity resolution for matching product offers, in: Proceedings of the 15th International Conference on Extending Database Technology, ACM, 2012, pp.\u00a0545\u2013550.","DOI":"10.1145\/2247596.2247662"},{"key":"10.3233\/SW-180300_ref16","doi-asserted-by":"crossref","unstructured":"Z.\u00a0Kozareva, Everyone likes shopping! Multi-class product categorization for e-commerce, in: The 2015 Annual Conference of the North Americal, 2015, pp.\u00a01329\u20131333, Chapter for the ACL.","DOI":"10.3115\/v1\/N15-1147"},{"key":"10.3233\/SW-180300_ref17","unstructured":"A.\u00a0Krizhevsky, I.\u00a0Sutskever and G.E.\u00a0Hinton, Imagenet classification with deep convolutional neural networks, in: Advances in Neural Information Processing Systems, 2012, pp.\u00a01097\u20131105."},{"issue":"4","key":"10.3233\/SW-180300_ref19","doi-asserted-by":"publisher","first-page":"541","DOI":"10.1162\/neco.1989.1.4.541","article-title":"Backpropagation applied to handwritten zip code recognition","volume":"1","author":"LeCun","year":"1989","journal-title":"Neural computation"},{"issue":"4","key":"10.3233\/SW-180300_ref20","doi-asserted-by":"publisher","first-page":"848","DOI":"10.3390\/info6040848","article-title":"Effects of semantic features on machine learning-based drug name recognition systems: Word embeddings vs. manually constructed dictionaries","volume":"6","author":"Liu","year":"2015","journal-title":"Information"},{"issue":"12","key":"10.3233\/SW-180300_ref21","doi-asserted-by":"publisher","first-page":"1167","DOI":"10.14778\/2732977.2732990","article-title":"Matching titles with cross title web-search enrichment and community detection","volume":"7","author":"Londhe","year":"2014","journal-title":"Proceedings of the VLDB Endowment"},{"key":"10.3233\/SW-180300_ref22","doi-asserted-by":"crossref","unstructured":"J.\u00a0McAuley, C.\u00a0Targett, Q.\u00a0Shi and A.\u00a0van den Hengel, Image-based recommendations on styles and substitutes, in: Proceedings of the 38th International ACM SIGIR Conference, ACM, 2015, pp.\u00a043\u201352.","DOI":"10.1145\/2766462.2767755"},{"issue":"2","key":"10.3233\/SW-180300_ref23","doi-asserted-by":"publisher","first-page":"153","DOI":"10.1007\/BF02295996","article-title":"Note on the sampling error of the difference between correlated proportions or percentages","volume":"12","author":"McNemar","year":"1947","journal-title":"Psychometrika"},{"key":"10.3233\/SW-180300_ref24","doi-asserted-by":"crossref","unstructured":"G.\u00a0Melli, Shallow semantic parsing of product offering titles (for better automatic hyperlink insertion), in: Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, ACM, 2014, pp.\u00a01670\u20131678.","DOI":"10.1145\/2623330.2623343"},{"key":"10.3233\/SW-180300_ref25","doi-asserted-by":"publisher","first-page":"152","DOI":"10.1007\/978-3-319-18818-8_10","volume-title":"Heuristics for Fixing Common Errors in Deployed schema.org Microdata","author":"Meusel","year":"2015"},{"key":"10.3233\/SW-180300_ref26","doi-asserted-by":"crossref","unstructured":"R.\u00a0Meusel, P.\u00a0Petrovski and C.\u00a0Bizer, The webdatacommons microdata, rdfa and microformat dataset series, in: The Semantic Web-ISWC, 2014, pp.\u00a0277\u2013292.","DOI":"10.1007\/978-3-319-11964-9_18"},{"key":"10.3233\/SW-180300_ref27","doi-asserted-by":"crossref","unstructured":"R.\u00a0Meusel, A.\u00a0Primpeli, C.\u00a0Meilicke, H.\u00a0Paulheim and C.\u00a0Bizer, Exploiting microdata annotations to consistently categorize product offers at web scale, in: Proceedings of EC-Web, Valencia, Spain, 2015.","DOI":"10.1007\/978-3-319-27729-5_7"},{"key":"10.3233\/SW-180300_ref29","unstructured":"T.\u00a0Mikolov, I.\u00a0Sutskever, K.\u00a0Chen, G.S.\u00a0Corrado and J.\u00a0Dean, Distributed representations of words and phrases and their compositionality, in: Advances in Neural Information Processing Systems, 2013, pp.\u00a03111\u20133119."},{"key":"10.3233\/SW-180300_ref30","unstructured":"A.\u00a0Mnih and G.E.\u00a0Hinton, A scalable hierarchical distributed language model, in: Advances in Neural Information Processing Systems, 2009, pp.\u00a01081\u20131088."},{"issue":"7","key":"10.3233\/SW-180300_ref31","doi-asserted-by":"publisher","first-page":"409","DOI":"10.14778\/1988776.1988777","article-title":"Synthesizing products for online catalogs","volume":"4","author":"Nguyen","year":"2011","journal-title":"Proceedings of the VLDB Endowment"},{"key":"10.3233\/SW-180300_ref32","doi-asserted-by":"crossref","unstructured":"J.\u00a0Pennington, R.\u00a0Socher, C.D.\u00a0Manning and Glove, Global vectors for word representation, in: EMNLP, Vol.\u00a014, 2014, pp.\u00a01532\u20131543.","DOI":"10.3115\/v1\/D14-1162"},{"key":"10.3233\/SW-180300_ref33","doi-asserted-by":"crossref","unstructured":"P.\u00a0Petrovski, V.\u00a0Bryl and C.\u00a0Bizer, Integrating product data from websites offering microdata markup, in: Proceedings of the Companion Publication of the 23rd International Conference on World Wide Web Companion, 2014, pp.\u00a01299\u20131304.","DOI":"10.1145\/2567948.2579704"},{"issue":"13","key":"10.3233\/SW-180300_ref35","doi-asserted-by":"publisher","first-page":"2194","DOI":"10.14778\/2831360.2831372","article-title":"Large-scale discovery and extraction of product specifications on the web","volume":"8","author":"Qiu","year":"2015","journal-title":"Proceedings of the VLDB Endowment"},{"key":"10.3233\/SW-180300_ref36","doi-asserted-by":"crossref","unstructured":"P.\u00a0Ristoski and P.\u00a0Mika, Enriching product ads with metadata from html annotations, in: Proceedings of the 13th Extended Semantic Web Conference, 2016.","DOI":"10.1007\/978-3-319-34129-3_10"},{"key":"10.3233\/SW-180300_ref37","doi-asserted-by":"publisher","first-page":"85","DOI":"10.1016\/j.neunet.2014.09.003","article-title":"Deep learning in neural networks: An overview","volume":"61","author":"Schmidhuber","year":"2015","journal-title":"Neural Networks"},{"issue":"3","key":"10.3233\/SW-180300_ref39","doi-asserted-by":"publisher","first-page":"425","DOI":"10.1016\/j.dss.2012.02.010","article-title":"Faceted product search powered by the semantic web","volume":"53","author":"Vandic","year":"2012","journal-title":"Decision Support Systems"},{"key":"10.3233\/SW-180300_ref40","unstructured":"M.\u00a0Wang and C.D.\u00a0Manning, Effect of non-linear deep architecture in sequence labeling, in: IJCNLP, 2013, pp.\u00a01285\u20131291."},{"key":"10.3233\/SW-180300_ref41","doi-asserted-by":"crossref","unstructured":"X.\u00a0Wang, Z.\u00a0Sun, W.\u00a0Zhang, Y.\u00a0Zhou and Y.G.\u00a0Jiang, Matching user photos to online products with robust deep features, in: Proceedings of the 2016 ACM on International Conference on Multimedia Retrieval, ICMR\u201916, ACM, New York, NY, USA, 2016, pp.\u00a07\u201314, http:\/\/doi.acm.org\/10.1145\/2911996.2912002.","DOI":"10.1145\/2911996.2912002"},{"issue":"5","key":"10.3233\/SW-180300_ref42","doi-asserted-by":"crossref","first-page":"1147","DOI":"10.1109\/TKDE.2015.2508816","article-title":"Connecting social media to e-commerce: Cold-start product recommendation on microblogs","volume":"28","author":"Zhao","year":"2016","journal-title":"IEEE Transactions on Knowledge and Data Engineering"}],"container-title":["Semantic Web"],"original-title":[],"link":[{"URL":"https:\/\/content.iospress.com\/download?id=10.3233\/SW-180300","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T05:24:00Z","timestamp":1777613040000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/full\/10.3233\/SW-180300"}},"subtitle":["Use case: Enriching product ads with semantic structured data"],"editor":[{"given":"Claudia","family":"d\u2019Amato","sequence":"additional","affiliation":[{"name":"Universit\u00e0 degli Studi di Bari, Italy"}],"role":[{"vocabulary":"crossref","role":"editor"}]}],"short-title":[],"issued":{"date-parts":[[2018,8,27]]},"references-count":37,"journal-issue":{"issue":"5"},"URL":"https:\/\/doi.org\/10.3233\/sw-180300","relation":{},"ISSN":["2210-4968","1570-0844"],"issn-type":[{"value":"2210-4968","type":"electronic"},{"value":"1570-0844","type":"print"}],"subject":[],"published":{"date-parts":[[2018,8,27]]}}}