{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,17]],"date-time":"2026-03-17T22:38:43Z","timestamp":1773787123358,"version":"3.50.1"},"reference-count":42,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2021,5,22]],"date-time":"2021-05-22T00:00:00Z","timestamp":1621641600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2021,5,22]],"date-time":"2021-05-22T00:00:00Z","timestamp":1621641600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["World Wide Web"],"published-print":{"date-parts":[[2021,7]]},"DOI":"10.1007\/s11280-020-00858-z","type":"journal-article","created":{"date-parts":[[2021,5,22]],"date-time":"2021-05-22T11:02:31Z","timestamp":1621681351000},"page":"1045-1064","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":16,"title":["Aspect-level sentiment capsule network for micro-video click-through rate prediction"],"prefix":"10.1007","volume":"24","author":[{"given":"Yuqiang","family":"Han","sequence":"first","affiliation":[]},{"given":"Pan","family":"Gu","sequence":"additional","affiliation":[]},{"given":"Wei","family":"Gao","sequence":"additional","affiliation":[]},{"given":"Guandong","family":"Xu","sequence":"additional","affiliation":[]},{"given":"Jian","family":"Wu","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2021,5,22]]},"reference":[{"key":"858_CR1","unstructured":"Abadi, M., Barham, P., Chen, J., Chen, Z., Davis, A., Dean, J., Devin, M., Ghemawat, S., Irving, G., Isard, M., et al.: Tensorflow: a system for large-scale machine learning. In: 12Th {USENIX} Symposium on Operating Systems Design and Implementation ({OSDI}, vol. 16, pp. 265\u2013283 (2016)"},{"key":"858_CR2","unstructured":"Bahadori, MT: Spectral Capsule Networks (2018)"},{"key":"858_CR3","doi-asserted-by":"crossref","unstructured":"Baluja, S., Seth, R., Sivakumar, D., Jing, Y., Yagnik, J., Kumar, S., Ravichandran, D., Aly, M.: Video suggestion and discovery for youtube: taking random walks through the view graph. In: Proceedings of the 17th International Conference on World Wide Web, pp. 895\u2013904 (2008)","DOI":"10.1145\/1367497.1367618"},{"key":"858_CR4","doi-asserted-by":"crossref","unstructured":"Chen, B., Wang, J., Huang, Q., Mei, T.: Personalized video recommendation through tripartite graph propagation. In: Proceedings of the 20th ACM International Conference on Multimedia, pp. 1133\u20131136 (2012)","DOI":"10.1145\/2393347.2396401"},{"key":"858_CR5","doi-asserted-by":"crossref","unstructured":"Chen, J., Song, X., Nie, L., Wang, X., Zhang, H., Chua, T.S.: Micro tells macro: predicting the popularity of micro-videos via a transductive model. In: Proceedings of the 24th ACM International Conference on Multimedia, pp. 898\u2013907 (2016)","DOI":"10.1145\/2964284.2964314"},{"key":"858_CR6","doi-asserted-by":"crossref","unstructured":"Chen, X., Liu, D., Zha, Z.J., Zhou, W., Xiong, Z., Li, Y.: Temporal hierarchical attention at category-and item-level for micro-video click-through prediction. In: Proceedings of the 26th ACM International Conference on Multimedia, pp. 1146\u20131153 (2018)","DOI":"10.1145\/3240508.3240617"},{"key":"858_CR7","doi-asserted-by":"crossref","unstructured":"Cui, P., Wang, Z., Su, Z.: What videos are similar with you? Learning a common attributed representation for video recommendation. In: Proceedings of the 22nd ACM International Conference on Multimedia, pp. 597\u2013606 (2014)","DOI":"10.1145\/2647868.2654946"},{"key":"858_CR8","doi-asserted-by":"crossref","unstructured":"Ferracani, A., Pezzatini, D., Bertini, M., Del Bimbo, A.: Item-based video recommendation: An hybrid approach considering human factors. In: Proceedings of the 2016 ACM on International Conference on Multimedia Retrieval, pp. 351\u2013354 (2016)","DOI":"10.1145\/2911996.2912066"},{"key":"858_CR9","doi-asserted-by":"crossref","unstructured":"He, X., Liao, L., Zhang, H., Nie, L., Hu, X., Chua, T.S.: Neural collaborative filtering. In: Proceedings of the 26th International Conference on World Wide Web, pp. 173\u2013182 (2017)","DOI":"10.1145\/3038912.3052569"},{"key":"858_CR10","unstructured":"Hinton, G., Vinyals, O., Dean, J.: Distilling the knowledge in a neural network. arXiv:150302531 (2015)"},{"key":"858_CR11","doi-asserted-by":"crossref","unstructured":"Hinton, G.E., Krizhevsky, A., Wang, S.D.: Transforming auto-encoders. In: International Conference on Artificial Neural Networks, pp. 44\u201351. Springer (2011)","DOI":"10.1007\/978-3-642-21735-7_6"},{"key":"858_CR12","unstructured":"Hinton, G.E., Sabour, S., Frosst, N.: Matrix Capsules with Em Routing (2018)"},{"key":"858_CR13","doi-asserted-by":"crossref","unstructured":"Huang, L., Luo, B.: Personalized micro-video recommendation via hierarchical user interest modeling. In: Pacific Rim Conference on Multimedia, pp. 564\u2013574. Springer (2017)","DOI":"10.1007\/978-3-319-77380-3_54"},{"key":"858_CR14","doi-asserted-by":"crossref","unstructured":"Huang, Y., Cui, B., Jiang, J., Hong, K., Zhang, W., Xie, Y.: Real-time video recommendation exploration. In: Proceedings of the 2016 International Conference on Management of Data, pp. 35\u201346 (2016)","DOI":"10.1145\/2882903.2903743"},{"key":"858_CR15","unstructured":"Kingma, D.P., Ba, J.: Adam: A method for stochastic optimization. arXiv:14126980 (2014)"},{"key":"858_CR16","doi-asserted-by":"crossref","unstructured":"Li, C., Liu, Z., Wu, M., Xu, Y, Zhao, H, Huang, P., Kang, G., Chen, Q., Li, W., Lee, D.L.: Multi-interest network with dynamic routing for recommendation at tmall. In: Proceedings of the 28th ACM International Conference on Information and Knowledge Management, pp. 2615\u20132623 (2019a)","DOI":"10.1145\/3357384.3357814"},{"key":"858_CR17","doi-asserted-by":"crossref","unstructured":"Li, C., Quan, C., Peng, L., Qi, Y., Deng, Y., Wu, L.: A capsule network for recommendation and explaining what you like and dislike. In: Proceedings of the 42nd International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 275\u2013284 (2019b)","DOI":"10.1145\/3331184.3331216"},{"key":"858_CR18","doi-asserted-by":"crossref","unstructured":"Li, H., Guo, X., DaiWanli Ouyang, B, Wang, X.: Neural network encapsulation. In: Proceedings of the European Conference on Computer Vision (ECCV), pp. 252\u2013267 (2018)","DOI":"10.1007\/978-3-030-01252-6_16"},{"key":"858_CR19","doi-asserted-by":"crossref","unstructured":"Li, Y., Liu, M., Yin, J., Cui, C., Xu, X.S., Nie, L.: Routing micro-videos via a temporal graph-guided recommendation system. In: Proceedings of the 27th ACM International Conference on Multimedia, pp. 1464\u20131472 (2019c)","DOI":"10.1145\/3343031.3350950"},{"key":"858_CR20","doi-asserted-by":"crossref","unstructured":"Liu, S., Chen, Z.: Sequential behavior modeling for next micro-video recommendation with collaborative transformer. In: 2019 IEEE International Conference on Multimedia and Expo (ICME), pp. 460\u2013465. IEEE (2019)","DOI":"10.1109\/ICME.2019.00086"},{"key":"858_CR21","doi-asserted-by":"crossref","unstructured":"Liu, S., Chen, Z., Liu, H., Hu, X.: User-video co-attention network for personalized micro-video recommendation. In: The World Wide Web Conference, pp. 3020\u20133026 (2019)","DOI":"10.1145\/3308558.3313513"},{"issue":"3","key":"858_CR22","doi-asserted-by":"publisher","first-page":"2991","DOI":"10.1007\/s11042-017-4827-2","volume":"77","author":"J Ma","year":"2018","unstructured":"Ma, J., Li, G., Zhong, M., Zhao, X., Zhu, L., Li, X.: Lga: latent genre aware micro-video recommendation on social media. Multimedia Tools Appl 77(3), 2991\u20133008 (2018)","journal-title":"Multimedia Tools Appl"},{"key":"858_CR23","doi-asserted-by":"crossref","unstructured":"Ma, J., Wen, J., Zhong, M., Chen, W., Zhou, X., Indulska, J.: Multi-source multi-net micro-video recommendation with hidden item category discovery. In: International Conference on Database Systems for Advanced Applications, pp. 384\u2013400. Springer (2019)","DOI":"10.1007\/978-3-030-18579-4_23"},{"issue":"2","key":"858_CR24","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/1961209.1961213","volume":"29","author":"T Mei","year":"2011","unstructured":"Mei, T., Yang, B., Hua, X.S., Li, S.: Contextual video recommendation by multimodal relevance and user feedback. ACM Trans Inf Sys (TOIS) 29 (2), 1\u201324 (2011)","journal-title":"ACM Trans Inf Sys (TOIS)"},{"key":"858_CR25","doi-asserted-by":"crossref","unstructured":"Ouyang, W., Zhang, X., Li, L., Zou, H., Xing, X., Liu, Z., Du, Y.: Deep spatio-temporal neural networks for click-through rate prediction. In: Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, pp. 2078\u20132086 (2019)","DOI":"10.1145\/3292500.3330655"},{"key":"858_CR26","doi-asserted-by":"crossref","unstructured":"Peska, L., Vojtas, P.: Negative implicit feedback in e-commerce recommender systems. In: Proceedings of the 3rd International Conference on Web Intelligence, Mining and Semantics, pp. 1\u20134 (2013)","DOI":"10.1145\/2479787.2479800"},{"key":"858_CR27","unstructured":"Rendle, S., Freudenthaler, C., Gantner, Z., Schmidt-Thieme, L.: Bpr: Bayesian personalized ranking from implicit feedback. arXiv:12052618 (2012)"},{"key":"858_CR28","unstructured":"Sabour, S., Frosst, N., Hinton, G.E.: Dynamic routing between capsules. In: Advances in Neural Information Processing Systems, pp. 3856\u20133866 (2017)"},{"key":"858_CR29","unstructured":"Wang, D., Liu, Q.: An optimization view on dynamic routing between capsules (2018)"},{"key":"858_CR30","doi-asserted-by":"crossref","unstructured":"Wei, Y., Cheng, Z., Yu, X., Zhao, Z., Zhu, L., Nie, L.: Personalized hashtag recommendation for micro-videos. In: Proceedings of the 27th ACM International Conference on Multimedia, pp. 1446\u20131454 (2019a)","DOI":"10.1145\/3343031.3350858"},{"key":"858_CR31","doi-asserted-by":"crossref","unstructured":"Wei, Y., Wang, X., Nie, L., He, X., Hong, R., Chua, T.S.: Mmgcn: Multi-modal graph convolution network for personalized recommendation of micro-video. In: Proceedings of the 27th ACM International Conference on Multimedia, pp. 1437\u20131445 (2019b)","DOI":"10.1145\/3343031.3351034"},{"issue":"1-3","key":"858_CR32","doi-asserted-by":"publisher","first-page":"37","DOI":"10.1016\/0169-7439(87)80084-9","volume":"2","author":"S Wold","year":"1987","unstructured":"Wold, S., Esbensen, K., Geladi, P.: Principal component analysis. Chemomet Intell Lab Sys 2(1-3), 37\u201352 (1987)","journal-title":"Chemomet Intell Lab Sys"},{"key":"858_CR33","doi-asserted-by":"crossref","unstructured":"Xia, C., Zhang, C., Yan, X., Chang, Y., Yu, P.S.: Zero-shot user intent detection via capsule neural networks. arXiv:180900385 (2018)","DOI":"10.18653\/v1\/D18-1348"},{"key":"858_CR34","doi-asserted-by":"crossref","unstructured":"Xiao, L., Zhang, H., Chen, W., Wang, Y., Jin, Y.: Mcapsnet: Capsule network for text with multi-task learning. In: Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing, pp. 4565\u20134574 (2018)","DOI":"10.18653\/v1\/D18-1486"},{"key":"858_CR35","doi-asserted-by":"crossref","unstructured":"Yan, M., Sang, J., Xu, C.: Unified youtube video recommendation via cross-network collaboration. In: Proceedings of the 5th ACM on International Conference on Multimedia Retrieval, pp. 19\u201326 (2015)","DOI":"10.1145\/2671188.2749344"},{"key":"858_CR36","doi-asserted-by":"crossref","unstructured":"Zhang, J., Nie, L., Wang, X., He, X., Huang, X., Chua, T.S.: Shorter-is-better: Venue category estimation from micro-video. In: Proceedings of the 24th ACM International Conference on Multimedia, pp. 1415\u20131424 (2016)","DOI":"10.1145\/2964284.2964307"},{"key":"858_CR37","doi-asserted-by":"crossref","unstructured":"Zhang, X., Li, P., Jia, W., Zhao, H.: Multi-labeled relation extraction with attentive capsule network. In: Proceedings of the AAAI Conference on Artificial Intelligence, vol. 33, pp. 7484\u20137491 (2019)","DOI":"10.1609\/aaai.v33i01.33017484"},{"key":"858_CR38","unstructured":"Zhao, W., Ye, J., Yang, M., Lei, Z., Zhang, S., Zhao, Z.: Investigating capsule networks with dynamic routing for text classification. arXiv:180400538 (2018a)"},{"key":"858_CR39","doi-asserted-by":"crossref","unstructured":"Zhao, X., Li, G., Wang, M., Yuan, J., Zha, Z.J., Li, Z., Chua, T.S.: Integrating rich information for video recommendation with multi-task rank aggregation. In: Proceedings of the 19th ACM International Conference on Multimedia, pp. 1521\u20131524 (2011)","DOI":"10.1145\/2072298.2072055"},{"key":"858_CR40","doi-asserted-by":"crossref","unstructured":"Zhao, X., Zhang, L., Ding, Z., Xia, L., Tang, J., Yin, D.: Recommendations with negative feedback via pairwise deep reinforcement learning. In: Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, pp. 1040\u20131048 (2018b)","DOI":"10.1145\/3219819.3219886"},{"key":"858_CR41","doi-asserted-by":"crossref","unstructured":"Zhou, C., Bai, J., Song, J., Liu, X., Zhao, Z., Chen, X., Gao, J.: Atrank: an attention-based user behavior modeling framework for recommendation. In: Thirty-Second AAAI Conference on Artificial Intelligence (2018)","DOI":"10.1609\/aaai.v32i1.11618"},{"key":"858_CR42","doi-asserted-by":"crossref","unstructured":"Zhou, X., Chen, L., Zhang, Y., Cao, L., Huang, G., Wang, C.: Online video recommendation in sharing community. In: Proceedings of the 2015 ACM SIGMOD International Conference on Management of Data, pp. 1645\u20131656 (2015)","DOI":"10.1145\/2723372.2749444"}],"container-title":["World Wide Web"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11280-020-00858-z.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s11280-020-00858-z\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11280-020-00858-z.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,8,31]],"date-time":"2024-08-31T10:46:13Z","timestamp":1725101173000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s11280-020-00858-z"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,5,22]]},"references-count":42,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2021,7]]}},"alternative-id":["858"],"URL":"https:\/\/doi.org\/10.1007\/s11280-020-00858-z","relation":{},"ISSN":["1386-145X","1573-1413"],"issn-type":[{"value":"1386-145X","type":"print"},{"value":"1573-1413","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,5,22]]},"assertion":[{"value":"4 August 2020","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"22 November 2020","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"14 December 2020","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"22 May 2021","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Compliance with Ethical Standards"}},{"value":"The authors declare that they have no conflict of interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"<!--Emphasis Type='Bold' removed-->Conflict of interests"}}]}}