{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,7]],"date-time":"2026-07-07T04:18:43Z","timestamp":1783397923215,"version":"3.54.6"},"publisher-location":"Cham","reference-count":15,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783032300379","type":"print"},{"value":"9783032300386","type":"electronic"}],"license":[{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026]]},"DOI":"10.1007\/978-3-032-30038-6_25","type":"book-chapter","created":{"date-parts":[[2026,7,7]],"date-time":"2026-07-07T04:02:18Z","timestamp":1783396938000},"page":"431-442","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Towards POS-Integrated Real-Time LLM System Based on\u00a0Purchased Products Vector Space Stability"],"prefix":"10.1007","author":[{"given":"Guowei","family":"Ma","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Naoki","family":"Tamura","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Haru","family":"Terashima","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Kenta","family":"Urano","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Takuro","family":"Yonezawa","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Nobuo","family":"Kawaguchi","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2026,7,7]]},"reference":[{"key":"25_CR1","unstructured":"Instacart market basket analysis. https:\/\/www.kaggle.com\/c\/instacart-market-basket-analysis. Accessed 2026-01"},{"key":"25_CR2","unstructured":"Cheng, H., Koren, Y.: Modeling shopping basket completion. In: Proceedings of the 21st ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (2015)"},{"key":"25_CR3","unstructured":"Dean, T., Boddy, M.: An analysis of time-dependent planning. In: Proceedings of the National Conference on Artificial Intelligence (1988)"},{"key":"25_CR4","unstructured":"Hidasi, B., Karatzoglou, A., Baltrunas, L., Tikk, D.: Session-based recommendations with recurrent neural networks. In: International Conference on Learning Representations (2016)"},{"key":"25_CR5","doi-asserted-by":"crossref","unstructured":"Horvitz, E.: Principles of mixed-initiative user interfaces. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (1999)","DOI":"10.1145\/302979.303030"},{"issue":"8","key":"25_CR6","doi-asserted-by":"publisher","first-page":"30","DOI":"10.1109\/MC.2009.263","volume":"42","author":"Y Koren","year":"2009","unstructured":"Koren, Y., Bell, R., Volinsky, C.: Matrix factorization techniques for recommender systems. Computer 42(8), 30\u201337 (2009)","journal-title":"Computer"},{"key":"25_CR7","unstructured":"Liang, D., Altosaar, J., Charlin, L.: Cofactor: Factorization machines for item co-occurrence data. In: Proceedings of the Ninth ACM International Conference on Web Search and Data Mining (2016)"},{"key":"25_CR8","unstructured":"Mnih, A., Salakhutdinov, R.: Probabilistic matrix factorization. In: Advances in Neural Information Processing Systems (2007)"},{"key":"25_CR9","doi-asserted-by":"publisher","first-page":"162392","DOI":"10.1109\/ACCESS.2024.3478855","volume":"12","author":"BV Piguave","year":"2024","unstructured":"Piguave, B.V., Abad, A.G.: Basket2vec: Learning retail basket representations from transactional data. IEEE Access 12, 162392\u2013162398 (2024). https:\/\/doi.org\/10.1109\/ACCESS.2024.3478855","journal-title":"IEEE Access"},{"key":"25_CR10","doi-asserted-by":"crossref","unstructured":"Ricci, F., Rokach, L., Shapira, B.: Recommender Systems Handbook. Springer (2015)","DOI":"10.1007\/978-1-4899-7637-6"},{"key":"25_CR11","unstructured":"Smith, F., Linden, G., York, J.: The instacart online grocery shopping dataset 2017. https:\/\/www.kaggle.com\/c\/instacart-market-basket-analysis (2017), kaggle Dataset"},{"key":"25_CR12","doi-asserted-by":"crossref","unstructured":"Teerapittayanon, S., McDanel, B., Kung, H.T.: Branchynet: Fast inference via early exiting from deep neural networks. In: Proceedings of the International Conference on Pattern Recognition (2016)","DOI":"10.1109\/ICPR.2016.7900006"},{"issue":"110","key":"25_CR13","first-page":"3371","volume":"11","author":"P Vincent","year":"2010","unstructured":"Vincent, P., Larochelle, H., Lajoie, I., Bengio, Y., Manzagol, P.A.: Stacked denoising autoencoders: learning useful representations in a deep network with a local denoising criterion. J. Mach. Learn. Res. 11(110), 3371\u20133408 (2010)","journal-title":"J. Mach. Learn. Res."},{"key":"25_CR14","unstructured":"Wan, M., McAuley, J.: Learning distributed representations of retail baskets. In: Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (2018)"},{"key":"25_CR15","doi-asserted-by":"publisher","unstructured":"Wan, M., Wang, D., Liu, J., Bennett, P.N., McAuley, J.: Representing and recommending shopping baskets with complementarity, compatibility, and loyalty. In: Proceedings of the 27th ACM International Conference on Information and Knowledge Management (2018). https:\/\/doi.org\/10.1145\/3269206.3271786","DOI":"10.1145\/3269206.3271786"}],"container-title":["Lecture Notes in Computer Science","Distributed, Ambient and Pervasive Interactions"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-032-30038-6_25","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,7]],"date-time":"2026-07-07T04:02:36Z","timestamp":1783396956000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-032-30038-6_25"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"ISBN":["9783032300379","9783032300386"],"references-count":15,"URL":"https:\/\/doi.org\/10.1007\/978-3-032-30038-6_25","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026]]},"assertion":[{"value":"7 July 2026","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"The authors declare that they have no competing interests.","order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Disclosure of Interest"}},{"value":"HCII","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Human-Computer Interaction","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Montreal, QC","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Canada","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2026","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"26 July 2026","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"31 July 2026","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"28","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"hcii2026","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/2026.hci.international\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}