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2015 | OriginalPaper | Chapter

Exploring Alternate Modalities for Tag Recommendation

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Abstract

Etsy is an online marketplace (www.​etsy.​com) for users selling unique handcrafted goods and vintage wares. Etsy’s sellers currently maintain a total of 25 million active listings in the marketplace. Usability research has identified the listing creation process as a pain point for sellers. Adding tags to a listing can be a particularly challenging task for new sellers who are unfamiliar with the tagging taxonomy. Automatically generated tags can reduce confusion and minimize the effort required to list new items for sale in an online marketplace. In this paper we explore listings images in the absence of text modality for automatic tag suggestion. Coupled with the ability for users to manually add tags, the proposed model can ease the burden of tagging and increase the utility of retrieval systems built on top of tagging data.

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Literature
1.
go back to reference Csurka, G., Dance, C., Fan, L., Willamowski, J., Bray, C.: Visual categorization with bags of keypoints. In: Workshop on Statistical Learning in Computer Vision, ECCV, vol. 1, pp. 1–2 (2004) Csurka, G., Dance, C., Fan, L., Willamowski, J., Bray, C.: Visual categorization with bags of keypoints. In: Workshop on Statistical Learning in Computer Vision, ECCV, vol. 1, pp. 1–2 (2004)
2.
go back to reference Karlsen, R., Andersen, A.: Tools for image annotation using context-awareness, NFC and image clustering. In: Norsk Informatikkonferanse (NIK) (2014) Karlsen, R., Andersen, A.: Tools for image annotation using context-awareness, NFC and image clustering. In: Norsk Informatikkonferanse (NIK) (2014)
3.
go back to reference Katakis, I., Tsoumakas, G., Vlahavas, I.: Multilabel text classification for automated tag suggestion. In: Proceedings of the ECML/PKDD (2008) Katakis, I., Tsoumakas, G., Vlahavas, I.: Multilabel text classification for automated tag suggestion. In: Proceedings of the ECML/PKDD (2008)
4.
go back to reference Lowe, D.G.: Distinctive image features from scale-invariant keypoints. Int. J. Comput. Vis. 60(2), 91–110 (2004)CrossRef Lowe, D.G.: Distinctive image features from scale-invariant keypoints. Int. J. Comput. Vis. 60(2), 91–110 (2004)CrossRef
5.
go back to reference McParlane, P.J., Jose, J.: A novel system for the semi automatic annotation of event images. In: Proceedings of the 37th International ACM SIGIR Conference on Research & Development in Information Retrieval, pp. 1269–1270. ACM (2014) McParlane, P.J., Jose, J.: A novel system for the semi automatic annotation of event images. In: Proceedings of the 37th International ACM SIGIR Conference on Research & Development in Information Retrieval, pp. 1269–1270. ACM (2014)
6.
go back to reference Miliou, I., Vlachou, A.: Location-aware tag recommendations for flickr. In: Decker, H., Lhotská, L., Link, S., Spies, M., Wagner, R.R. (eds.) DEXA 2014, Part I. LNCS, vol. 8644, pp. 97–104. Springer, Heidelberg (2014)CrossRef Miliou, I., Vlachou, A.: Location-aware tag recommendations for flickr. In: Decker, H., Lhotská, L., Link, S., Spies, M., Wagner, R.R. (eds.) DEXA 2014, Part I. LNCS, vol. 8644, pp. 97–104. Springer, Heidelberg (2014)CrossRef
7.
go back to reference Muja, M., Lowe, D.G.: Fast approximate nearest neighbors with automatic algorithm configuration. In: VISAPP (1), pp. 331–340 (2009) Muja, M., Lowe, D.G.: Fast approximate nearest neighbors with automatic algorithm configuration. In: VISAPP (1), pp. 331–340 (2009)
8.
go back to reference Sood, S., Owsley, S., Hammond, K.J., Birnbaum, L.: TagAssist: automatic tag suggestion for blog posts. In: ICWSM (2007) Sood, S., Owsley, S., Hammond, K.J., Birnbaum, L.: TagAssist: automatic tag suggestion for blog posts. In: ICWSM (2007)
9.
go back to reference Vedaldi, A., Fulkerson, B.: Vlfeat: an open and portable library of computer vision algorithms. In: Proceedings of the International Conference on Multimedia, pp. 1469–1472. ACM (2010) Vedaldi, A., Fulkerson, B.: Vlfeat: an open and portable library of computer vision algorithms. In: Proceedings of the International Conference on Multimedia, pp. 1469–1472. ACM (2010)
10.
go back to reference Wang, Y.J., Minor, M.S., Wei, J.: Aesthetics and the online shopping environment: understanding consumer responses. J. Retail. 87(1), 46–58 (2011)CrossRef Wang, Y.J., Minor, M.S., Wei, J.: Aesthetics and the online shopping environment: understanding consumer responses. J. Retail. 87(1), 46–58 (2011)CrossRef
Metadata
Title
Exploring Alternate Modalities for Tag Recommendation
Authors
Kamelia Aryafar
Jerry Soung
Copyright Year
2015
DOI
https://doi.org/10.1007/978-3-319-14899-1_14

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