{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,14]],"date-time":"2026-03-14T08:16:45Z","timestamp":1773476205175,"version":"3.50.1"},"publisher-location":"New York, NY, USA","reference-count":45,"publisher":"ACM","license":[{"start":{"date-parts":[[2020,8,20]],"date-time":"2020-08-20T00:00:00Z","timestamp":1597881600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"name":"Beijing National Research Center for Information Science and Technology","award":["20031887521"],"award-info":[{"award-number":["20031887521"]}]},{"name":"Beijing Natural Science Foundation","award":["L182038"],"award-info":[{"award-number":["L182038"]}]},{"name":"The National Key Research and Development Program of China","award":["SQ2018YFB180012"],"award-info":[{"award-number":["SQ2018YFB180012"]}]},{"name":"National Nature Science Foundation of China","award":["61971267, 61972223, 61861136003, 61621091"],"award-info":[{"award-number":["61971267, 61972223, 61861136003, 61621091"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2020,8,23]]},"DOI":"10.1145\/3394486.3403273","type":"proceedings-article","created":{"date-parts":[[2020,8,20]],"date-time":"2020-08-20T23:15:22Z","timestamp":1597965322000},"page":"2225-2233","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":13,"title":["Attentional Multi-graph Convolutional Network for Regional Economy Prediction with Open Migration Data"],"prefix":"10.1145","author":[{"given":"Fengli","family":"Xu","sequence":"first","affiliation":[{"name":"Tsinghua University, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yong","family":"Li","sequence":"additional","affiliation":[{"name":"Tsinghua University, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shusheng","family":"Xu","sequence":"additional","affiliation":[{"name":"Tsinghua University, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2020,8,20]]},"reference":[{"key":"e_1_3_2_1_1_1","volume-title":"Migration and economic growth: a study of Great Britain and the Atlantic economy","author":"Thomas Brinley","year":"1973","unstructured":"Brinley Thomas . Migration and economic growth: a study of Great Britain and the Atlantic economy , volume 12 . CUP Archive , 1973 . Brinley Thomas. Migration and economic growth: a study of Great Britain and the Atlantic economy, volume 12. CUP Archive, 1973."},{"issue":"2","key":"e_1_3_2_1_2_1","first-page":"173","article-title":"The new economics of labor migration","volume":"75","author":"Stark Oded","year":"1985","unstructured":"Oded Stark and David E Bloom . The new economics of labor migration . The American Economic review , 75 ( 2 ): 173 -- 178 , 1985 . Oded Stark and David E Bloom. The new economics of labor migration. The American Economic review, 75(2):173--178, 1985.","journal-title":"The American Economic review"},{"key":"e_1_3_2_1_3_1","volume-title":"Worlds in motion: Understanding international migration at the end of the millennium","author":"Bailey Adrian J","year":"2001","unstructured":"Adrian J Bailey . Worlds in motion: Understanding international migration at the end of the millennium , 2001 . Adrian J Bailey. Worlds in motion: Understanding international migration at the end of the millennium, 2001."},{"key":"e_1_3_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-77796-0"},{"key":"e_1_3_2_1_5_1","volume-title":"Vintage","author":"Saunders Doug","year":"2011","unstructured":"Doug Saunders . Arrival city : How the largest migration in history is reshaping our world . Vintage , 2011 . Doug Saunders. Arrival city: How the largest migration in history is reshaping our world. Vintage, 2011."},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1111\/j.1542-4774.2011.01051.x"},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1177\/0010414010381073"},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1257\/app.20150114"},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.3386\/w16736"},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1596\/1813-9450-7542"},{"key":"e_1_3_2_1_11_1","first-page":"1024","volume-title":"Advances in Neural Information Processing Systems","author":"Hamilton Will","year":"2017","unstructured":"Will Hamilton , Zhitao Ying , and Jure Leskovec . Inductive representation learning on large graphs . In Advances in Neural Information Processing Systems , pages 1024 -- 1034 , 2017 . Will Hamilton, Zhitao Ying, and Jure Leskovec. Inductive representation learning on large graphs. In Advances in Neural Information Processing Systems, pages 1024--1034, 2017."},{"key":"e_1_3_2_1_12_1","volume-title":"Semi-supervised classification with graph convolutional networks. arXiv preprint arXiv:1609.02907","author":"Kipf Thomas N","year":"2016","unstructured":"Thomas N Kipf and Max Welling . Semi-supervised classification with graph convolutional networks. arXiv preprint arXiv:1609.02907 , 2016 . Thomas N Kipf and Max Welling. Semi-supervised classification with graph convolutional networks. arXiv preprint arXiv:1609.02907, 2016."},{"key":"e_1_3_2_1_13_1","first-page":"5998","volume-title":"Advances in neural information processing systems","author":"Vaswani Ashish","year":"2017","unstructured":"Ashish Vaswani , Noam Shazeer , Niki Parmar , Jakob Uszkoreit , Llion Jones , Aidan N Gomez , \u0141ukasz Kaiser , and Illia Polosukhin . Attention is all you need . In Advances in neural information processing systems , pages 5998 -- 6008 , 2017 . Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N Gomez, \u0141ukasz Kaiser, and Illia Polosukhin. Attention is all you need. In Advances in neural information processing systems, pages 5998--6008, 2017."},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jinteco.2013.06.002"},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1257\/mac.2.2.31"},{"issue":"3","key":"e_1_3_2_1_16_1","first-page":"106","article-title":"Urban population modeling based on multiple cellphone networks. Proceedings of the ACM on Interactive, Mobile","volume":"2","author":"Fang Zhihan","year":"2018","unstructured":"Zhihan Fang , Fan Zhang , Ling Yin , and Desheng Zhang . Multicell : Urban population modeling based on multiple cellphone networks. Proceedings of the ACM on Interactive, Mobile , Wearable and Ubiquitous Technologies , 2 ( 3 ): 106 , 2018 . Zhihan Fang, Fan Zhang, Ling Yin, and Desheng Zhang. Multicell: Urban population modeling based on multiple cellphone networks. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 2(3):106, 2018.","journal-title":"Wearable and Ubiquitous Technologies"},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1145\/2971648.2971673"},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1145\/2968219.2968420"},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1145\/2971648.2971735"},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1145\/3267305.3274142"},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1145\/2750858.2805845"},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1145\/2968219.2971430"},{"issue":"3","key":"e_1_3_2_1_23_1","first-page":"147","article-title":"Inferring mobility relationship via graph embedding. Proceedings of the ACM on Interactive, Mobile","volume":"2","author":"Yu Yanwei","year":"2018","unstructured":"Yanwei Yu , Hongjian Wang , and Zhenhui Li . Inferring mobility relationship via graph embedding. Proceedings of the ACM on Interactive, Mobile , Wearable and Ubiquitous Technologies , 2 ( 3 ): 147 , 2018 . Yanwei Yu, Hongjian Wang, and Zhenhui Li. Inferring mobility relationship via graph embedding. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 2(3):147, 2018.","journal-title":"Wearable and Ubiquitous Technologies"},{"issue":"4","key":"e_1_3_2_1_24_1","first-page":"174","article-title":"Smartphone app usage prediction using points of interest. Proceedings of the ACM on Interactive, Mobile","volume":"1","author":"Yu Donghan","year":"2018","unstructured":"Donghan Yu , Yong Li , Fengli Xu , Pengyu Zhang , and Vassilis Kostakos . Smartphone app usage prediction using points of interest. Proceedings of the ACM on Interactive, Mobile , Wearable and Ubiquitous Technologies , 1 ( 4 ): 174 , 2018 . Donghan Yu, Yong Li, Fengli Xu, Pengyu Zhang, and Vassilis Kostakos. Smartphone app usage prediction using points of interest. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 1(4):174, 2018.","journal-title":"Wearable and Ubiquitous Technologies"},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1145\/3308558.3313453"},{"key":"e_1_3_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1145\/2494091.2497354"},{"key":"e_1_3_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1145\/3178876.3186144"},{"key":"e_1_3_2_1_28_1","volume-title":"Thirty-Second AAAI Conference on Artificial Intelligence","author":"Yang Yang","year":"2018","unstructured":"Yang Yang , Chenhao Tan , Zongtao Liu , Fei Wu , and Yueting Zhuang . Urban dreams of migrants: A case study of migrant integration in shanghai . In Thirty-Second AAAI Conference on Artificial Intelligence , 2018 . Yang Yang, Chenhao Tan, Zongtao Liu, Fei Wu, and Yueting Zhuang. Urban dreams of migrants: A case study of migrant integration in shanghai. In Thirty-Second AAAI Conference on Artificial Intelligence, 2018."},{"key":"e_1_3_2_1_29_1","volume-title":"Gc-lstm: Graph convolution embedded lstm for dynamic link prediction. arXiv preprint arXiv:1812.04206","author":"Chen Jinyin","year":"2018","unstructured":"Jinyin Chen , Xuanheng Xu , Yangyang Wu , and Haibin Zheng . Gc-lstm: Graph convolution embedded lstm for dynamic link prediction. arXiv preprint arXiv:1812.04206 , 2018 . Jinyin Chen, Xuanheng Xu, Yangyang Wu, and Haibin Zheng. Gc-lstm: Graph convolution embedded lstm for dynamic link prediction. arXiv preprint arXiv:1812.04206, 2018."},{"key":"e_1_3_2_1_30_1","volume-title":"Graph attention networks. arXiv preprint arXiv:1710.10903","author":"Petar Velivc","year":"2017","unstructured":"Petar Velivc kovi\u0107, Guillem Cucurull , Arantxa Casanova , Adriana Romero , Pietro Lio , and Yoshua Bengio . Graph attention networks. arXiv preprint arXiv:1710.10903 , 2017 . Petar Velivc kovi\u0107, Guillem Cucurull, Arantxa Casanova, Adriana Romero, Pietro Lio, and Yoshua Bengio. Graph attention networks. arXiv preprint arXiv:1710.10903, 2017."},{"key":"e_1_3_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1145\/3219819.3219895"},{"key":"e_1_3_2_1_32_1","doi-asserted-by":"publisher","DOI":"10.1145\/3219819.3220077"},{"key":"e_1_3_2_1_33_1","doi-asserted-by":"publisher","DOI":"10.1145\/3219819.3219890"},{"key":"e_1_3_2_1_34_1","doi-asserted-by":"publisher","DOI":"10.1145\/3308558.3313562"},{"key":"e_1_3_2_1_35_1","doi-asserted-by":"publisher","DOI":"10.14778\/3402707.3402736"},{"key":"e_1_3_2_1_36_1","volume-title":"Artificial neural networks (the multilayer perceptron)-a review of applications in the atmospheric sciences. Atmospheric environment, 32(14--15):2627--2636","author":"Gardner Matt W","year":"1998","unstructured":"Matt W Gardner and SR Dorling . Artificial neural networks (the multilayer perceptron)-a review of applications in the atmospheric sciences. Atmospheric environment, 32(14--15):2627--2636 , 1998 . Matt W Gardner and SR Dorling. Artificial neural networks (the multilayer perceptron)-a review of applications in the atmospheric sciences. Atmospheric environment, 32(14--15):2627--2636, 1998."},{"key":"e_1_3_2_1_37_1","volume-title":"Empirical evaluation of rectified activations in convolutional network. arXiv preprint arXiv:1505.00853","author":"Xu Bing","year":"2015","unstructured":"Bing Xu , Naiyan Wang , Tianqi Chen , and Mu Li . Empirical evaluation of rectified activations in convolutional network. arXiv preprint arXiv:1505.00853 , 2015 . Bing Xu, Naiyan Wang, Tianqi Chen, and Mu Li. Empirical evaluation of rectified activations in convolutional network. arXiv preprint arXiv:1505.00853, 2015."},{"key":"e_1_3_2_1_38_1","first-page":"1603","volume-title":"Advances in neural information processing systems","author":"Memisevic Roland","year":"2010","unstructured":"Roland Memisevic , Christopher Zach , Marc Pollefeys , and Geoffrey E Hinton . Gated softmax classification . In Advances in neural information processing systems , pages 1603 -- 1611 , 2010 . Roland Memisevic, Christopher Zach, Marc Pollefeys, and Geoffrey E Hinton. Gated softmax classification. In Advances in neural information processing systems, pages 1603--1611, 2010."},{"key":"e_1_3_2_1_39_1","first-page":"1","volume-title":"The","author":"Zipf George Kingsley","year":"1946","unstructured":"George Kingsley Zipf . The p 1 p 2\/d hypothesis: on the intercity movement of persons. American sociological review, 11(6):677--686, 1946 . George Kingsley Zipf. The p 1 p 2\/d hypothesis: on the intercity movement of persons. American sociological review, 11(6):677--686, 1946."},{"key":"e_1_3_2_1_40_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.physrep.2010.11.002"},{"key":"e_1_3_2_1_41_1","volume-title":"Gravity model in the korean highway. EPL (Europhysics Letters), 81(4):48005","author":"Jung Woo-Sung","year":"2008","unstructured":"Woo-Sung Jung , Fengzhong Wang , and H Eugene Stanley . Gravity model in the korean highway. EPL (Europhysics Letters), 81(4):48005 , 2008 . Woo-Sung Jung, Fengzhong Wang, and H Eugene Stanley. Gravity model in the korean highway. EPL (Europhysics Letters), 81(4):48005, 2008."},{"key":"e_1_3_2_1_42_1","first-page":"155","volume-title":"Linda Kaufman, Alex J Smola, and Vladimir Vapnik. Support vector regression machines. In Advances in neural information processing systems","author":"Drucker Harris","year":"1997","unstructured":"Harris Drucker , Christopher JC Burges , Linda Kaufman, Alex J Smola, and Vladimir Vapnik. Support vector regression machines. In Advances in neural information processing systems , pages 155 -- 161 , 1997 . Harris Drucker, Christopher JC Burges, Linda Kaufman, Alex J Smola, and Vladimir Vapnik. Support vector regression machines. In Advances in neural information processing systems, pages 155--161, 1997."},{"key":"e_1_3_2_1_43_1","doi-asserted-by":"publisher","DOI":"10.1145\/2623330.2623732"},{"key":"e_1_3_2_1_44_1","doi-asserted-by":"publisher","DOI":"10.1145\/2939672.2939754"},{"key":"e_1_3_2_1_45_1","doi-asserted-by":"publisher","DOI":"10.1145\/2736277.2741093"}],"event":{"name":"KDD '20: The 26th ACM SIGKDD Conference on Knowledge Discovery and Data Mining","location":"Virtual Event CA USA","acronym":"KDD '20","sponsor":["SIGMOD ACM Special Interest Group on Management of Data","SIGKDD ACM Special Interest Group on Knowledge Discovery in Data"]},"container-title":["Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery &amp; Data Mining"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3394486.3403273","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3394486.3403273","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T22:01:47Z","timestamp":1750197707000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3394486.3403273"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,8,20]]},"references-count":45,"alternative-id":["10.1145\/3394486.3403273","10.1145\/3394486"],"URL":"https:\/\/doi.org\/10.1145\/3394486.3403273","relation":{},"subject":[],"published":{"date-parts":[[2020,8,20]]},"assertion":[{"value":"2020-08-20","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}