Abstract
E-commerce has become popular and profitable because it provides lots of convenience for both retailers and buyers. We introduce an idea that co-purchase network may have correlation with image shape feature. We develop a simple image shape retrieval model to automatically identify the items that the buyer would be interested. The results provide new insights into user behavior. Based on the results, we found that people would buy items which are similar in shape with the item that they have already selected. Based on this finding, it can provide more personalized recommendation of co-purchase items to the customer.
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References
Leskovec, J., Adamic, L., Huberman, B.A.: The dynamics of viral marketing. ACM Trans. Web 1(1), Article 5, May 2007. 39 pages. doi:10.1145/1232722.1232727
Basuchowdhuri, P., Shekhawat, M.K., Saha, S.K.: Analysis of product purchase patterns in a co-purchase network (2014). doi:10.1109/EAIT.2014.11
Linden, G., Smith, B., York, J.: Amazon.com recommendation - item-to-item collaborative filtering. IEEE Internet Comput. 7(1), 76–80 (2003)
Liu, S., Feng, J., Song, Z., Zhang, T., Lu, H., Xu, C., et al.: Hi, magic closet, tell me what to wear. ACM (2012)
Kalantidis, Y., Kennedy, L., Li, L.-J.: Getting the look: clothing recognition and segmentation for automatic product suggestions in everyday photos. ACM (2013). doi:10.1145/2461466.2461485
McAuley, J., Targett, C., Shi, Q., Hengel, A.V.D.: Image-based recommendations on styles and substitutes (2015)
Amazon product data. http://jmcauley.ucsd.edu/data/amazon/links.html. Accessed 31 May 2017
Nixon, M.S., Aguado, A.S.: Feature Extraction and Image Processing. Academic, Amsterdam, London, Boston (2008)
Euclidean distance, Wikipedia. https://en.wikipedia.org/wiki/Euclidean_distance. Accessed 31 May 2017
Jaccard index, Wikipedia. https://en.wikipedia.org/wiki/Jaccard_index. Accessed 31 May 2017
Cosine Similarity, Wikipedia. https://en.wikipedia.org/wiki/Cosine_similarity. Accessed 31 May 2017
Pearson correlation coefficient, Wikipedia. https://en.wikipedia.org/wiki/Pearson_correlation_coefficient. Accessed 31 May 2017
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Li, X., Lai, J. (2018). Analysis of the Dynamic Co-purchase Network Based on Image Shape Feature. In: Lin, JW., Pan, JS., Chu, SC., Chen, CM. (eds) Genetic and Evolutionary Computing. ICGEC 2017. Advances in Intelligent Systems and Computing, vol 579. Springer, Singapore. https://doi.org/10.1007/978-981-10-6487-6_12
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DOI: https://doi.org/10.1007/978-981-10-6487-6_12
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