{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,29]],"date-time":"2025-12-29T19:03:18Z","timestamp":1767034998194,"version":"3.41.0"},"publisher-location":"New York, NY, USA","reference-count":57,"publisher":"ACM","license":[{"start":{"date-parts":[[2017,8,7]],"date-time":"2017-08-07T00:00:00Z","timestamp":1502064000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["IIS-1160894"],"award-info":[{"award-number":["IIS-1160894"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61672231 and 61602176"],"award-info":[{"award-number":["61672231 and 61602176"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2017,8,7]]},"DOI":"10.1145\/3077136.3080776","type":"proceedings-article","created":{"date-parts":[[2017,7,28]],"date-time":"2017-07-28T19:35:01Z","timestamp":1501270501000},"page":"315-324","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":75,"title":["Personalized Key Frame Recommendation"],"prefix":"10.1145","author":[{"given":"Xu","family":"Chen","sequence":"first","affiliation":[{"name":"Tsinghua University, Beijing, China"}]},{"given":"Yongfeng","family":"Zhang","sequence":"additional","affiliation":[{"name":"University of Massachusetts Amherst, Amherst, MA, USA"}]},{"given":"Qingyao","family":"Ai","sequence":"additional","affiliation":[{"name":"University of Massachusetts Amherst, Amherst, MA, USA"}]},{"given":"Hongteng","family":"Xu","sequence":"additional","affiliation":[{"name":"Georgia Institute of Technology, Atlanta, GA, USA"}]},{"given":"Junchi","family":"Yan","sequence":"additional","affiliation":[{"name":"East China Normal University & IBM Research, China, Shanghai, China"}]},{"given":"Zheng","family":"Qin","sequence":"additional","affiliation":[{"name":"Tsinghua University, Beijing, China"}]}],"member":"320","published-online":{"date-parts":[[2017,8,7]]},"reference":[{"key":"e_1_3_2_1_1_1","volume-title":"Neural machine translation by jointly learning to align and translate. arXiv preprint arXiv:1409.0473","author":"Bahdanau D.","year":"2014","unstructured":"D. Bahdanau , K. Cho , and Y. Bengio . Neural machine translation by jointly learning to align and translate. arXiv preprint arXiv:1409.0473 , 2014 . D. Bahdanau, K. Cho, and Y. Bengio. Neural machine translation by jointly learning to align and translate. arXiv preprint arXiv:1409.0473, 2014."},{"key":"e_1_3_2_1_2_1","first-page":"2","volume-title":"AAAI","author":"Bao Y.","year":"2014","unstructured":"Y. Bao , H. Fang , and J. Zhang . Topicmf: Simultaneously exploiting ratings and reviews for recommendation . In AAAI , pages 2 -- 8 , 2014 . Y. Bao, H. Fang, and J. Zhang. Topicmf: Simultaneously exploiting ratings and reviews for recommendation. In AAAI, pages 2--8, 2014."},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/D15-1077"},{"key":"e_1_3_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.1145\/2911451.2911549"},{"key":"e_1_3_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1145\/2872518.2889349"},{"key":"e_1_3_2_1_6_1","volume-title":"Learning phrase representations using rnn encoder-decoder for statistical machine translation. arXiv preprint arXiv:1406.1078","author":"Cho K.","year":"2014","unstructured":"K. Cho , B. Van Merri\u00ebnboer , C. Gulcehre , D. Bahdanau , F. Bougares , H. Schwenk , and Y. Bengio . Learning phrase representations using rnn encoder-decoder for statistical machine translation. arXiv preprint arXiv:1406.1078 , 2014 . K. Cho, B. Van Merri\u00ebnboer, C. Gulcehre, D. Bahdanau, F. Bougares, H. Schwenk, and Y. Bengio. Learning phrase representations using rnn encoder-decoder for statistical machine translation. arXiv preprint arXiv:1406.1078, 2014."},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1145\/2959100.2959190"},{"key":"e_1_3_2_1_8_1","volume-title":"A visual and textual recurrent neural network for sequential prediction. arXiv preprint arXiv:1611.06668","author":"Cui Q.","year":"2016","unstructured":"Q. Cui , S. Wu , Q. Liu , and L. Wang . A visual and textual recurrent neural network for sequential prediction. arXiv preprint arXiv:1611.06668 , 2016 . Q. Cui, S. Wu, Q. Liu, and L. Wang. A visual and textual recurrent neural network for sequential prediction. arXiv preprint arXiv:1611.06668, 2016."},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1145\/2623330.2623758"},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jvcir.2012.06.013"},{"key":"e_1_3_2_1_11_1","first-page":"1","volume-title":"WebDB","volume":"9","author":"Ganu G.","year":"2009","unstructured":"G. Ganu , N. Elhadad , and A. Marian . Beyond the stars: Improving rating predictions using review text content . In WebDB , volume 9 , pages 1 -- 6 . Citeseer , 2009 . G. Ganu, N. Elhadad, and A. Marian. Beyond the stars: Improving rating predictions using review text content. In WebDB, volume 9, pages 1--6. Citeseer, 2009."},{"key":"e_1_3_2_1_12_1","first-page":"275","volume-title":"Aistats","volume":"15","author":"Glorot X.","year":"2011","unstructured":"X. Glorot , A. Bordes , and Y. Bengio . Deep sparse rectifier neural networks . In Aistats , volume 15 , page 275 , 2011 . X. Glorot, A. Bordes, and Y. Bengio. Deep sparse rectifier neural networks. In Aistats, volume 15, page 275, 2011."},{"key":"e_1_3_2_1_13_1","first-page":"174","volume-title":"Computer Vision and Pattern Recognition, 2000. Proceedings. IEEE Conference on","volume":"2","author":"Gong Y.","year":"2000","unstructured":"Y. Gong and X. Liu . Video summarization using singular value decomposition . In Computer Vision and Pattern Recognition, 2000. Proceedings. IEEE Conference on , volume 2 , pages 174 -- 180 . IEEE, 2000 . Y. Gong and X. Liu. Video summarization using singular value decomposition. In Computer Vision and Pattern Recognition, 2000. Proceedings. IEEE Conference on, volume 2, pages 174--180. IEEE, 2000."},{"key":"e_1_3_2_1_14_1","volume-title":"Deep residual learning for image recognition. arXiv preprint arXiv:1512.03385","author":"He K.","year":"2015","unstructured":"K. He , X. Zhang , S. Ren , and J. Sun . Deep residual learning for image recognition. arXiv preprint arXiv:1512.03385 , 2015 . K. He, X. Zhang, S. Ren, and J. Sun. Deep residual learning for image recognition. arXiv preprint arXiv:1512.03385, 2015."},{"key":"e_1_3_2_1_15_1","volume-title":"Vbpr: visual bayesian personalized ranking from implicit feedback. arXiv preprint arXiv:1510.01784","author":"He R.","year":"2015","unstructured":"R. He and J. McAuley . Vbpr: visual bayesian personalized ranking from implicit feedback. arXiv preprint arXiv:1510.01784 , 2015 . R. He and J. McAuley. Vbpr: visual bayesian personalized ranking from implicit feedback. arXiv preprint arXiv:1510.01784, 2015."},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1145\/2806416.2806504"},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2016.2611584"},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1145\/3038912.3052569"},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1145\/2911451.2911489"},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1997.9.8.1735"},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1145\/2647868.2654889"},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-02900-4_2"},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICME.2011.6011841"},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2013.348"},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2014.538"},{"key":"e_1_3_2_1_26_1","first-page":"1346","volume-title":"CVPR","author":"Lee Y. J.","year":"2012","unstructured":"Y. J. Lee , J. Ghosh , and K. Grauman . Discovering important people and objects for egocentric video summarization . In CVPR , pages 1346 -- 1353 , 2012 . Y. J. Lee, J. Ghosh, and K. Grauman. Discovering important people and objects for egocentric video summarization. In CVPR, pages 1346--1353, 2012."},{"key":"e_1_3_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1145\/1963405.1963448"},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.elerap.2012.05.002"},{"key":"e_1_3_2_1_30_1","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2005.854410"},{"key":"e_1_3_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1145\/2507157.2507163"},{"key":"e_1_3_2_1_32_1","doi-asserted-by":"publisher","DOI":"10.1145\/2766462.2767755"},{"key":"e_1_3_2_1_33_1","doi-asserted-by":"publisher","DOI":"10.1145\/1900008.1900096"},{"key":"e_1_3_2_1_34_1","volume-title":"Efficient estimation of word representations in vector space. arXiv preprint arXiv:1301.3781","author":"Mikolov T.","year":"2013","unstructured":"T. Mikolov , K. Chen , G. Corrado , and J. Dean . Efficient estimation of word representations in vector space. arXiv preprint arXiv:1301.3781 , 2013 . T. Mikolov, K. Chen, G. Corrado, and J. Dean. Efficient estimation of word representations in vector space. arXiv preprint arXiv:1301.3781, 2013."},{"key":"e_1_3_2_1_35_1","first-page":"1257","volume-title":"Advances in neural information processing systems","author":"Mnih A.","year":"2007","unstructured":"A. Mnih and R. Salakhutdinov . Probabilistic matrix factorization . In Advances in neural information processing systems , pages 1257 -- 1264 , 2007 . A. Mnih and R. Salakhutdinov. Probabilistic matrix factorization. In Advances in neural information processing systems, pages 1257--1264, 2007."},{"key":"e_1_3_2_1_36_1","doi-asserted-by":"publisher","DOI":"10.5555\/173861.173908"},{"key":"e_1_3_2_1_37_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICMIC.2015.7409480"},{"key":"e_1_3_2_1_38_1","volume-title":"Social collaborative viewpoint regression with explainable recommendations. Under submission, page 10","author":"Ren Z.","year":"2016","unstructured":"Z. Ren , S. Liang , P. Li , S. Wang , and M. de Rijke . Social collaborative viewpoint regression with explainable recommendations. Under submission, page 10 , 2016 . Z. Ren, S. Liang, P. Li, S. Wang, and M. de Rijke. Social collaborative viewpoint regression with explainable recommendations. Under submission, page 10, 2016."},{"key":"e_1_3_2_1_39_1","first-page":"452","volume-title":"Proceedings of the 25th Conference on Uncertainty in Artificial Intelligence","author":"Rendle S.","year":"2009","unstructured":"S. Rendle , C. Freudenthaler , Z. Gantner , and L. Schmidt-Thieme . Bpr: Bayesian personalized ranking from implicit feedback . In Proceedings of the 25th Conference on Uncertainty in Artificial Intelligence , pages 452 -- 461 . AUAI Press , 2009 . S. Rendle, C. Freudenthaler, Z. Gantner, and L. Schmidt-Thieme. Bpr: Bayesian personalized ranking from implicit feedback. In Proceedings of the 25th Conference on Uncertainty in Artificial Intelligence, pages 452--461. AUAI Press, 2009."},{"key":"e_1_3_2_1_40_1","first-page":"3104","volume-title":"Advances in neural information processing systems","author":"Sutskever I.","year":"2014","unstructured":"I. Sutskever , O. Vinyals , and Q. V. Le . Sequence to sequence learning with neural networks . In Advances in neural information processing systems , pages 3104 -- 3112 , 2014 . I. Sutskever, O. Vinyals, and Q. V. Le. Sequence to sequence learning with neural networks. In Advances in neural information processing systems, pages 3104--3112, 2014."},{"key":"e_1_3_2_1_41_1","volume-title":"IJCAI. AAAI","author":"Tan Y.","year":"2016","unstructured":"Y. Tan , M. Zhang , Y. Liu , and S. Ma . Rating-boosted latent topics: Understanding users and items with ratings and reviews . In IJCAI. AAAI , 2016 . Y. Tan, M. Zhang, Y. Liu, and S. Ma. Rating-boosted latent topics: Understanding users and items with ratings and reviews. In IJCAI. AAAI, 2016."},{"key":"e_1_3_2_1_42_1","doi-asserted-by":"publisher","DOI":"10.3115\/v1\/P15-1098"},{"key":"e_1_3_2_1_43_1","first-page":"1340","volume-title":"IJCAI","author":"Tang D.","year":"2015","unstructured":"D. Tang , B. Qin , T. Liu , and Y. Yang . User modeling with neural network for review rating prediction . In IJCAI , pages 1340 -- 1346 , 2015 . D. Tang, B. Qin, T. Liu, and Y. Yang. User modeling with neural network for review rating prediction. In IJCAI, pages 1340--1346, 2015."},{"key":"e_1_3_2_1_44_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2015.7298935"},{"key":"e_1_3_2_1_45_1","doi-asserted-by":"publisher","DOI":"10.1145\/2783258.2783273"},{"key":"e_1_3_2_1_46_1","first-page":"415","volume-title":"NIPS","author":"Wang H.","year":"2016","unstructured":"H. Wang , S. Xingjian , and D.-Y. Yeung . Collaborative recurrent autoencoder: Recommend while learning to fill in the blanks . In NIPS , pages 415 -- 423 , 2016 . H. Wang, S. Xingjian, and D.-Y. Yeung. Collaborative recurrent autoencoder: Recommend while learning to fill in the blanks. In NIPS, pages 415--423, 2016."},{"issue":"4","key":"e_1_3_2_1_47_1","first-page":"975","article-title":"Event driven web video summarization by tag localization and key-shot identification. Multimedia","volume":"14","author":"Wang M.","year":"2012","unstructured":"M. Wang , R. Hong , G. Li , Z.-J. Zha , S. Yan , and T.-S. Chua . Event driven web video summarization by tag localization and key-shot identification. Multimedia , IEEE Transactions on , 14 ( 4 ): 975 -- 985 , 2012 . M. Wang, R. Hong, G. Li, Z.-J. Zha, S. Yan, and T.-S. Chua. Event driven web video summarization by tag localization and key-shot identification. Multimedia, IEEE Transactions on, 14(4):975--985, 2012.","journal-title":"IEEE Transactions on"},{"key":"e_1_3_2_1_48_1","doi-asserted-by":"publisher","DOI":"10.1145\/2072508.2072516"},{"key":"e_1_3_2_1_49_1","doi-asserted-by":"publisher","DOI":"10.1145\/2623330.2623625"},{"key":"e_1_3_2_1_50_1","doi-asserted-by":"publisher","DOI":"10.1145\/2872518.2889400"},{"key":"e_1_3_2_1_51_1","doi-asserted-by":"publisher","DOI":"10.1145\/2684822.2685291"},{"key":"e_1_3_2_1_52_1","doi-asserted-by":"publisher","DOI":"10.1145\/2757513.2757516"},{"key":"e_1_3_2_1_53_1","first-page":"2198","volume-title":"IJCAI","author":"Xu H.","year":"2015","unstructured":"H. Xu , Y. Zhen , and H. Zha . Trailer generation via a point process-based visual attractiveness model . In IJCAI , pages 2198 -- 2204 , 2015 . H. Xu, Y. Zhen, and H. Zha. Trailer generation via a point process-based visual attractiveness model. In IJCAI, pages 2198--2204, 2015."},{"issue":"3","key":"e_1_3_2_1_54_1","first-page":"273","article-title":"A multiple visual models based perceptive analysis framework for multilevel video summarization. CSVT","volume":"17","author":"You J.","year":"2007","unstructured":"J. You , G. Liu , L. Sun , and H. Li . A multiple visual models based perceptive analysis framework for multilevel video summarization. CSVT , IEEE Transactions on , 17 ( 3 ): 273 -- 285 , 2007 . J. You, G. Liu, L. Sun, and H. Li. A multiple visual models based perceptive analysis framework for multilevel video summarization. CSVT, IEEE Transactions on, 17(3):273--285, 2007.","journal-title":"IEEE Transactions on"},{"key":"e_1_3_2_1_55_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2015.7299101"},{"key":"e_1_3_2_1_56_1","volume-title":"IJCAI. ACM","author":"Zhang W.","year":"2016","unstructured":"W. Zhang , Q. Yuan , J. Han , and J. Wang . Collaborative multi-level embedding learning from reviews for rating prediction . In IJCAI. ACM , 2016 . W. Zhang, Q. Yuan, J. Han, and J. Wang. Collaborative multi-level embedding learning from reviews for rating prediction. In IJCAI. ACM, 2016."},{"key":"e_1_3_2_1_57_1","doi-asserted-by":"publisher","DOI":"10.1145\/2600428.2609579"},{"key":"e_1_3_2_1_58_1","first-page":"866","volume-title":"Image Processing, 1998. ICIP 98. Proceedings. 1998 International Conference on","volume":"1","author":"Zhuang Y.","year":"1998","unstructured":"Y. Zhuang , Y. Rui , T. S. Huang , and S. Mehrotra . Adaptive key frame extraction using unsupervised clustering . In Image Processing, 1998. ICIP 98. Proceedings. 1998 International Conference on , volume 1 , pages 866 -- 870 . IEEE, 1998 . Y. Zhuang, Y. Rui, T. S. Huang, and S. Mehrotra. Adaptive key frame extraction using unsupervised clustering. In Image Processing, 1998. ICIP 98. Proceedings. 1998 International Conference on, volume 1, pages 866--870. IEEE, 1998."}],"event":{"name":"SIGIR '17: The 40th International ACM SIGIR conference on research and development in Information Retrieval","sponsor":["SIGIR ACM Special Interest Group on Information Retrieval"],"location":"Shinjuku Tokyo Japan","acronym":"SIGIR '17"},"container-title":["Proceedings of the 40th International ACM SIGIR Conference on Research and Development in Information Retrieval"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3077136.3080776","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3077136.3080776","content-type":"application\/pdf","content-version":"vor","intended-application":"syndication"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3077136.3080776","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T19:04:07Z","timestamp":1750273447000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3077136.3080776"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,8,7]]},"references-count":57,"alternative-id":["10.1145\/3077136.3080776","10.1145\/3077136"],"URL":"https:\/\/doi.org\/10.1145\/3077136.3080776","relation":{},"subject":[],"published":{"date-parts":[[2017,8,7]]},"assertion":[{"value":"2017-08-07","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}