{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,4]],"date-time":"2026-08-04T22:12:12Z","timestamp":1785881532517,"version":"3.56.0"},"publisher-location":"New York, NY, USA","reference-count":24,"publisher":"ACM","license":[{"start":{"date-parts":[[2021,3,7]],"date-time":"2021-03-07T00:00:00Z","timestamp":1615075200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2021,3,7]]},"DOI":"10.1145\/3444685.3446254","type":"proceedings-article","created":{"date-parts":[[2021,5,4]],"date-time":"2021-05-04T04:48:41Z","timestamp":1620103721000},"page":"1-7","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":1,"title":["A treatment engine by multimodal EMR data"],"prefix":"10.1145","author":[{"given":"Zhaomeng","family":"Huang","sequence":"first","affiliation":[{"name":"Nanjing University of Aeronautics &amp; Astronautics, Nanjing, Jiangsu, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Liyan","family":"Zhang","sequence":"additional","affiliation":[{"name":"Nanjing University of Aeronautics &amp; Astronautics, Nanjing, Jiangsu, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xu","family":"Xu","sequence":"additional","affiliation":[{"name":"Nanjing University of Aeronautics &amp; Astronautics, Nanjing, Jiangsu, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2021,5,3]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICDM.2018.00111"},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1137\/1.9781611975321.32"},{"key":"e_1_3_2_1_3_1","volume-title":"Caglar Gulcehre, Dzmitry Bahdanau, Fethi Bougares, Holger Schwenk, and Yoshua Bengio.","author":"Cho Kyunghyun","year":"2014","unstructured":"Kyunghyun Cho , Bart Van Merrienboer , Caglar Gulcehre, Dzmitry Bahdanau, Fethi Bougares, Holger Schwenk, and Yoshua Bengio. 2014 . Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation. arXiv: Computation and Language ( 2014). Kyunghyun Cho, Bart Van Merrienboer, Caglar Gulcehre, Dzmitry Bahdanau, Fethi Bougares, Holger Schwenk, and Yoshua Bengio. 2014. Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation. arXiv: Computation and Language (2014)."},{"key":"e_1_3_2_1_4_1","volume-title":"Andy Schuetz, Walter F Stewart, and Jimeng Sun.","author":"Choi Edward","year":"2015","unstructured":"Edward Choi , Mohammad Taha Bahadori , Andy Schuetz, Walter F Stewart, and Jimeng Sun. 2015 . Doctor AI : Predicting Clinical Events via Recurrent Neural Networks. arXiv: Learning ( 2015). Edward Choi, Mohammad Taha Bahadori, Andy Schuetz, Walter F Stewart, and Jimeng Sun. 2015. Doctor AI: Predicting Clinical Events via Recurrent Neural Networks. arXiv: Learning (2015)."},{"key":"e_1_3_2_1_5_1","volume-title":"Jimeng Sun, Joshua Kulas, Andy Schuetz, and Walter Stewart.","author":"Choi Edward","year":"2016","unstructured":"Edward Choi , Mohammad Taha Bahadori , Jimeng Sun, Joshua Kulas, Andy Schuetz, and Walter Stewart. 2016 . Retain : An interpretable predictive model for healthcare using reverse time attention mechanism. In Advances in Neural Information Processing Systems . 3504--3512. Edward Choi, Mohammad Taha Bahadori, Jimeng Sun, Joshua Kulas, Andy Schuetz, and Walter Stewart. 2016. Retain: An interpretable predictive model for healthcare using reverse time attention mechanism. In Advances in Neural Information Processing Systems. 3504--3512."},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"crossref","unstructured":"Pingyang Dai Rongrong Ji Haibin Wang Qiong Wu and Yuyu Huang. 2018. Cross-Modality Person Re-Identification with Generative Adversarial Training. (2018) 677--683. Pingyang Dai Rongrong Ji Haibin Wang Qiong Wu and Yuyu Huang. 2018. Cross-Modality Person Re-Identification with Generative Adversarial Training. (2018) 677--683.","DOI":"10.24963\/ijcai.2018\/94"},{"key":"e_1_3_2_1_7_1","volume-title":"Transfer learning for clinical time series analysis using recurrent neural networks. arXiv preprint arXiv:1807.01705","author":"Gupta Priyanka","year":"2018","unstructured":"Priyanka Gupta , Pankaj Malhotra , Lovekesh Vig , and Gautam Shroff . 2018. Transfer learning for clinical time series analysis using recurrent neural networks. arXiv preprint arXiv:1807.01705 ( 2018 ). Priyanka Gupta, Pankaj Malhotra, Lovekesh Vig, and Gautam Shroff. 2018. Transfer learning for clinical time series analysis using recurrent neural networks. arXiv preprint arXiv:1807.01705 (2018)."},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1997.9.8.1735"},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2019\/155"},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1145\/3219819.3220095"},{"key":"e_1_3_2_1_11_1","volume-title":"Leo Anthony Celi, and Roger G Mark","author":"Johnson Alistair EW","year":"2016","unstructured":"Alistair EW Johnson , Tom J Pollard , Lu Shen , H Lehman Li-wei, Mengling Feng , Mohammad Ghassemi , Benjamin Moody , Peter Szolovits , Leo Anthony Celi, and Roger G Mark . 2016 . MIMIC-III, a freely accessible critical care database. Scientific data 3 (2016), 160035. Alistair EW Johnson, Tom J Pollard, Lu Shen, H Lehman Li-wei, Mengling Feng, Mohammad Ghassemi, Benjamin Moody, Peter Szolovits, Leo Anthony Celi, and Roger G Mark. 2016. MIMIC-III, a freely accessible critical care database. Scientific data 3 (2016), 160035."},{"key":"e_1_3_2_1_12_1","volume-title":"Adversarial Multimodal Representation Learning for Click-Through Rate Prediction. arXiv: Information Retrieval","author":"Li Xiang","year":"2020","unstructured":"Xiang Li , Chao Wang , Jiwei Tan , Xiaoyi Zeng , Dan Ou , and Bo Zheng . 2020. Adversarial Multimodal Representation Learning for Click-Through Rate Prediction. arXiv: Information Retrieval ( 2020 ). Xiang Li, Chao Wang, Jiwei Tan, Xiaoyi Zeng, Dan Ou, and Bo Zheng. 2020. Adversarial Multimodal Representation Learning for Click-Through Rate Prediction. arXiv: Information Retrieval (2020)."},{"key":"e_1_3_2_1_13_1","volume-title":"Cross-modality Person re-identification with Shared-Specific Feature Transfer. arXiv: Computer Vision and Pattern Recognition","author":"Lu Yan","year":"2020","unstructured":"Yan Lu , Yue Wu , Bin Liu , Tianzhu Zhang , Baopu Li , Qi Chu , and Nenghai Yu. 2020. Cross-modality Person re-identification with Shared-Specific Feature Transfer. arXiv: Computer Vision and Pattern Recognition ( 2020 ). Yan Lu, Yue Wu, Bin Liu, Tianzhu Zhang, Baopu Li, Qi Chu, and Nenghai Yu. 2020. Cross-modality Person re-identification with Shared-Specific Feature Transfer. arXiv: Computer Vision and Pattern Recognition (2020)."},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1145\/3097983.3098088"},{"key":"e_1_3_2_1_15_1","volume-title":"Wavenet: A generative model for raw audio. arXiv preprint arXiv:1609.03499","author":"van den Oord Aaron","year":"2016","unstructured":"Aaron van den Oord , Sander Dieleman , Heiga Zen , Karen Simonyan , Oriol Vinyals , Alex Graves , Nal Kalchbrenner , Andrew Senior , and Koray Kavukcuoglu . 2016 . Wavenet: A generative model for raw audio. arXiv preprint arXiv:1609.03499 (2016). Aaron van den Oord, Sander Dieleman, Heiga Zen, Karen Simonyan, Oriol Vinyals, Alex Graves, Nal Kalchbrenner, Andrew Senior, and Koray Kavukcuoglu. 2016. Wavenet: A generative model for raw audio. arXiv preprint arXiv:1609.03499 (2016)."},{"key":"e_1_3_2_1_16_1","volume-title":"Hospitals' Use of Electronic Health Records Data","author":"Parasrampuria Sonal","year":"2015","unstructured":"Sonal Parasrampuria and Jawanna Henry . 2019. Hospitals' Use of Electronic Health Records Data , 2015 --2017. ONC Data Brief 46 (2019). Sonal Parasrampuria and Jawanna Henry. 2019. Hospitals' Use of Electronic Health Records Data, 2015--2017. ONC Data Brief 46 (2019)."},{"key":"e_1_3_2_1_17_1","first-page":"1126","article-title":"GAMENet","volume":"33","author":"Shang Junyuan","year":"2019","unstructured":"Junyuan Shang , Cao Xiao , Tengfei Ma , Hongyan Li , and Jimeng Sun . 2019 . GAMENet : Graph Augmented MEmory Networks for Recommending Medication Combination. 33 , 01 (2019), 1126 -- 1133 . Junyuan Shang, Cao Xiao, Tengfei Ma, Hongyan Li, and Jimeng Sun. 2019. GAMENet: Graph Augmented MEmory Networks for Recommending Medication Combination. 33, 01 (2019), 1126--1133.","journal-title":"Graph Augmented MEmory Networks for Recommending Medication Combination."},{"key":"e_1_3_2_1_18_1","volume-title":"Azra Bihorac, and Parisa Rashidi.","author":"Shickel Benjamin","year":"2017","unstructured":"Benjamin Shickel , Patrick James Tighe , Azra Bihorac, and Parisa Rashidi. 2017 . Deep EHR: a survey of recent advances in deep learning techniques for electronic health record (EHR) analysis. IEEE journal of biomedical and health informatics 22, 5 (2017), 1589--1604. Benjamin Shickel, Patrick James Tighe, Azra Bihorac, and Parisa Rashidi. 2017. Deep EHR: a survey of recent advances in deep learning techniques for electronic health record (EHR) analysis. IEEE journal of biomedical and health informatics 22, 5 (2017), 1589--1604."},{"key":"e_1_3_2_1_19_1","unstructured":"Ashish Vaswani Noam Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan N Gomez \u0141ukasz Kaiser and Illia Polosukhin. 2017. Attention is all you need. In Advances in neural information processing systems. 5998--6008. Ashish Vaswani Noam Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan N Gomez \u0141ukasz Kaiser and Illia Polosukhin. 2017. Attention is all you need. In Advances in neural information processing systems. 5998--6008."},{"key":"e_1_3_2_1_20_1","unstructured":"Bokun Wang Yang Yang Xing Xu Alan Hanjalic and Heng Tao Shen. 2017. Adversarial Cross-Modal Retrieval. (2017) 154--162. Bokun Wang Yang Yang Xing Xu Alan Hanjalic and Heng Tao Shen. 2017. Adversarial Cross-Modal Retrieval. (2017) 154--162."},{"key":"e_1_3_2_1_21_1","volume-title":"Learning Fine-Grained Patient Similarity with Dynamic Bayesian Network Embedded RNNs. In International Conference on Database Systems for Advanced Applications. Springer, 587--603","author":"Wang Yanda","year":"2019","unstructured":"Yanda Wang , Weitong Chen , Bohan Li , and Robert Boots . 2019 . Learning Fine-Grained Patient Similarity with Dynamic Bayesian Network Embedded RNNs. In International Conference on Database Systems for Advanced Applications. Springer, 587--603 . Yanda Wang, Weitong Chen, Bohan Li, and Robert Boots. 2019. Learning Fine-Grained Patient Similarity with Dynamic Bayesian Network Embedded RNNs. In International Conference on Database Systems for Advanced Applications. Springer, 587--603."},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1093\/jamia\/ocy068"},{"key":"e_1_3_2_1_23_1","volume-title":"Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. ACM, 1315--1324","author":"Zhang Yutao","year":"2017","unstructured":"Yutao Zhang , Robert Chen , Jie Tang , Walter F Stewart , and Jimeng Sun . 2017 . LEAP: learning to prescribe effective and safe treatment combinations for multi-morbidity . In Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. ACM, 1315--1324 . Yutao Zhang, Robert Chen, Jie Tang, Walter F Stewart, and Jimeng Sun. 2017. LEAP: learning to prescribe effective and safe treatment combinations for multi-morbidity. In Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. ACM, 1315--1324."},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2019\/607"}],"event":{"name":"MMAsia '20: ACM Multimedia Asia","location":"Virtual Event Singapore","acronym":"MMAsia '20","sponsor":["SIGMM ACM Special Interest Group on Multimedia"]},"container-title":["Proceedings of the 2nd ACM International Conference on Multimedia in Asia"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3444685.3446254","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3444685.3446254","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T20:47:46Z","timestamp":1750193266000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3444685.3446254"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,3,7]]},"references-count":24,"alternative-id":["10.1145\/3444685.3446254","10.1145\/3444685"],"URL":"https:\/\/doi.org\/10.1145\/3444685.3446254","relation":{},"subject":[],"published":{"date-parts":[[2021,3,7]]},"assertion":[{"value":"2021-05-03","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}