{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,9]],"date-time":"2026-07-09T02:41:56Z","timestamp":1783564916127,"version":"3.55.0"},"publisher-location":"New York, NY, USA","reference-count":46,"publisher":"ACM","license":[{"start":{"date-parts":[[2021,8,14]],"date-time":"2021-08-14T00:00:00Z","timestamp":1628899200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["91746301,71531001"],"award-info":[{"award-number":["91746301,71531001"]}],"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":[[2021,8,14]]},"DOI":"10.1145\/3447548.3467187","type":"proceedings-article","created":{"date-parts":[[2021,8,13]],"date-time":"2021-08-13T18:21:39Z","timestamp":1628878899000},"page":"3937-3947","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":26,"title":["MugRep: A Multi-Task Hierarchical Graph Representation Learning Framework for Real Estate Appraisal"],"prefix":"10.1145","author":[{"given":"Weijia","family":"Zhang","sequence":"first","affiliation":[{"name":"University of Science and Technology of China & Baidu Research, Heifei, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hao","family":"Liu","sequence":"additional","affiliation":[{"name":"Baidu Research, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Lijun","family":"Zha","sequence":"additional","affiliation":[{"name":"University of Science and Technology of China, Heifei, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hengshu","family":"Zhu","sequence":"additional","affiliation":[{"name":"Baidu Inc., Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ji","family":"Liu","sequence":"additional","affiliation":[{"name":"Baidu Research, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Dejing","family":"Dou","sequence":"additional","affiliation":[{"name":"Baidu Research, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hui","family":"Xiong","sequence":"additional","affiliation":[{"name":"Rutgers University, Newark, NJ, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2021,8,14]]},"reference":[{"key":"e_1_3_2_2_1_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2012.01.183"},{"key":"e_1_3_2_2_2_1","volume-title":"The income approach to property valuation","author":"Baum Andrew","unstructured":"Andrew Baum , David Mackmin , and Nick Nunnington . 2017. The income approach to property valuation . Routledge . Andrew Baum, David Mackmin, and Nick Nunnington. 2017. The income approach to property valuation. Routledge."},{"key":"e_1_3_2_2_3_1","doi-asserted-by":"publisher","DOI":"10.1007\/s41688-018-0027-0"},{"key":"e_1_3_2_2_4_1","doi-asserted-by":"crossref","unstructured":"Paul Cheshire and Stephen Sheppard. 1995. On the price of land and the value of amenities. Economica(1995) 247--267.  Paul Cheshire and Stephen Sheppard. 1995. On the price of land and the value of amenities. Economica(1995) 247--267.","DOI":"10.2307\/2554906"},{"key":"e_1_3_2_2_5_1","unstructured":"Alex Fout Jonathon Byrd Basir Shariat and Asa Ben-Hur. 2017. Protein interface prediction using graph convolutional networks. In Advances in Neural Information Processing Systems. 6533--6542.  Alex Fout Jonathon Byrd Basir Shariat and Asa Ben-Hur. 2017. Protein interface prediction using graph convolutional networks. In Advances in Neural Information Processing Systems. 6533--6542."},{"key":"e_1_3_2_2_6_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICDM.2014.18"},{"key":"e_1_3_2_2_7_1","doi-asserted-by":"publisher","DOI":"10.1145\/2783258.2783383"},{"key":"e_1_3_2_2_8_1","doi-asserted-by":"publisher","DOI":"10.1145\/2623330.2623675"},{"key":"e_1_3_2_2_9_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICDM.2019.00123"},{"key":"e_1_3_2_2_10_1","volume-title":"International Conference on Machine Learning. 1263--1272","author":"Gilmer Justin","year":"2017","unstructured":"Justin Gilmer , Samuel S Schoenholz , Patrick F Riley , Oriol Vinyals , and George E Dahl . 2017 . Neural message passing for quantum chemistry . In International Conference on Machine Learning. 1263--1272 . Justin Gilmer, Samuel S Schoenholz, Patrick F Riley, Oriol Vinyals, and George EDahl. 2017. Neural message passing for quantum chemistry. In International Conference on Machine Learning. 1263--1272."},{"key":"e_1_3_2_2_11_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-12101-2_35"},{"key":"e_1_3_2_2_12_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10799-012-0152-7"},{"key":"e_1_3_2_2_13_1","unstructured":"Will Hamilton Zhitao Ying and Jure Leskovec. 2017. Inductive representation learning on large graphs. In Advances in Neural Information Processing Systems. 1024--1034.  Will Hamilton Zhitao Ying and Jure Leskovec. 2017. Inductive representation learning on large graphs. In Advances in Neural Information Processing Systems. 1024--1034."},{"key":"e_1_3_2_2_14_1","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v35i5.16529"},{"key":"e_1_3_2_2_15_1","volume-title":"Lightgbm: A highly efficient gradient boosting decision tree. In Advances in Neural Information Processing Systems. 3146--3154.","author":"Ke Guolin","year":"2017","unstructured":"Guolin Ke , Qi Meng , Thomas Finley , Taifeng Wang , Wei Chen , Weidong Ma , Qiwei Ye , and Tie-Yan Liu . 2017 . Lightgbm: A highly efficient gradient boosting decision tree. In Advances in Neural Information Processing Systems. 3146--3154. Guolin Ke, Qi Meng, Thomas Finley, Taifeng Wang, Wei Chen, Weidong Ma,Qiwei Ye, and Tie-Yan Liu. 2017. Lightgbm: A highly efficient gradient boosting decision tree. In Advances in Neural Information Processing Systems. 3146--3154."},{"key":"e_1_3_2_2_16_1","volume-title":"Semi-Supervised Classification with Graph Convolutional Networks. In International Conference on Learning Representations, ICLR.","author":"Thomas","unstructured":"Thomas N. Kipf and Max Welling. 2017 . Semi-Supervised Classification with Graph Convolutional Networks. In International Conference on Learning Representations, ICLR. Thomas N. Kipf and Max Welling. 2017. Semi-Supervised Classification with Graph Convolutional Networks. In International Conference on Learning Representations, ICLR."},{"key":"e_1_3_2_2_17_1","doi-asserted-by":"publisher","DOI":"10.1145\/3342240"},{"key":"e_1_3_2_2_18_1","volume-title":"Housing Demand Estimation Based on Express Delivery Data. ACM Transactions on Knowledge Discovery from Data (TKDD)13, 4","author":"Li Qingyang","year":"2019","unstructured":"Qingyang Li , Zhiwen Yu , Bin Guo , Huang Xu , and Xinjiang Lu. 2019. Housing Demand Estimation Based on Express Delivery Data. ACM Transactions on Knowledge Discovery from Data (TKDD)13, 4 ( 2019 ), 1--25. Qingyang Li, Zhiwen Yu, Bin Guo, Huang Xu, and Xinjiang Lu. 2019. Housing Demand Estimation Based on Express Delivery Data. ACM Transactions on Knowledge Discovery from Data (TKDD)13, 4 (2019), 1--25."},{"key":"e_1_3_2_2_19_1","doi-asserted-by":"publisher","DOI":"10.1145\/3394486.3403179"},{"key":"e_1_3_2_2_20_1","volume-title":"Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting. In International Conference on Learning Representations, ICLR.","author":"Li Yaguang","year":"2018","unstructured":"Yaguang Li , Rose Yu , Cyrus Shahabi , and Yan Liu . 2018 . Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting. In International Conference on Learning Representations, ICLR. Yaguang Li, Rose Yu, Cyrus Shahabi, and Yan Liu. 2018. Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting. In International Conference on Learning Representations, ICLR."},{"key":"e_1_3_2_2_21_1","doi-asserted-by":"publisher","DOI":"10.3844\/ajassp.2004.193.201"},{"key":"e_1_3_2_2_22_1","doi-asserted-by":"publisher","DOI":"10.5555\/2028395.2028436"},{"key":"e_1_3_2_2_23_1","doi-asserted-by":"publisher","DOI":"10.5555\/3430915.3442433"},{"key":"e_1_3_2_2_24_1","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2020.2985954"},{"key":"e_1_3_2_2_25_1","first-page":"47","article-title":"An evaluation of MRA, comparable sales analysis, and artificial neural networks (ANNs) for the mass appraisal of residential properties in Northern Ireland","volume":"4","author":"Mccluskey W.","year":"1997","unstructured":"W. Mccluskey and R. Borst . 1997 . An evaluation of MRA, comparable sales analysis, and artificial neural networks (ANNs) for the mass appraisal of residential properties in Northern Ireland . Assessment 4 (1997), 47 -- 55 . W. Mccluskey and R. Borst. 1997. An evaluation of MRA, comparable sales analysis, and artificial neural networks (ANNs) for the mass appraisal of residential properties in Northern Ireland. Assessment 4 (1997), 47--55.","journal-title":"Assessment"},{"key":"e_1_3_2_2_26_1","doi-asserted-by":"crossref","unstructured":"Elli Pagourtzi Vassilis Assimakopoulos Thomas Hatzichristos and Nick French. 2003. Real estate appraisal: a review of valuation methods.Journal of Property Investment & Finance(2003).  Elli Pagourtzi Vassilis Assimakopoulos Thomas Hatzichristos and Nick French. 2003. Real estate appraisal: a review of valuation methods.Journal of Property Investment & Finance(2003).","DOI":"10.1108\/14635780310483656"},{"key":"e_1_3_2_2_27_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2014.11.040"},{"key":"e_1_3_2_2_28_1","doi-asserted-by":"publisher","DOI":"10.5555\/1953048.2078195"},{"key":"e_1_3_2_2_29_1","article-title":"Review on the Application of Artificial Neural Networks in Real Estate Valuation","volume":"9","author":"Peter Nkolika J","year":"2020","unstructured":"Nkolika J Peter , Hilary I Okagbue , Emmanuela CM Obasi , and Adedotun O Akinola . 2020 . Review on the Application of Artificial Neural Networks in Real Estate Valuation . International Journal 9 , 3 (2020). Nkolika J Peter, Hilary I Okagbue, Emmanuela CM Obasi, and Adedotun O Akinola. 2020. Review on the Application of Artificial Neural Networks in Real Estate Valuation. International Journal 9, 3 (2020).","journal-title":"International Journal"},{"key":"e_1_3_2_2_30_1","doi-asserted-by":"publisher","DOI":"10.1080\/10835547.2009.12091245"},{"key":"e_1_3_2_2_31_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00138-018-0922-2"},{"key":"e_1_3_2_2_32_1","volume-title":"Hedonic prices and implicit markets: product differentiation in pure competition.Journal of Political Economy 82, 1","author":"Rosen Sherwin","year":"1974","unstructured":"Sherwin Rosen . 1974. Hedonic prices and implicit markets: product differentiation in pure competition.Journal of Political Economy 82, 1 ( 1974 ), 34--55. Sherwin Rosen. 1974. Hedonic prices and implicit markets: product differentiation in pure competition.Journal of Political Economy 82, 1 (1974), 34--55."},{"key":"e_1_3_2_2_33_1","volume-title":"Mateusz Malinowski, Razvan Pascanu, Peter Battaglia, and Timothy Lillicrap.","author":"Santoro Adam","year":"2017","unstructured":"Adam Santoro , David Raposo , David GT Barrett , Mateusz Malinowski, Razvan Pascanu, Peter Battaglia, and Timothy Lillicrap. 2017 . A simple neural network module for relational reasoning. In Advances in Neural Information Processing Systems . 4974--4983. Adam Santoro, David Raposo, David GT Barrett, Mateusz Malinowski, Razvan Pascanu, Peter Battaglia, and Timothy Lillicrap. 2017. A simple neural network module for relational reasoning. In Advances in Neural Information Processing Systems. 4974--4983."},{"key":"e_1_3_2_2_34_1","volume-title":"WAVO Valuation Congress Valuation in Diversified and Emerging Economies. 17--18","author":"Ciprian","year":"2008","unstructured":"Ciprian ?ipo?, Eng Adrian Crivii , and MBA FRICS. 2008 . A linear regression model for real estate appraisal . In WAVO Valuation Congress Valuation in Diversified and Emerging Economies. 17--18 . Ciprian ?ipo?, Eng Adrian Crivii, and MBA FRICS. 2008. A linear regression model for real estate appraisal. In WAVO Valuation Congress Valuation in Diversified and Emerging Economies. 17--18."},{"key":"e_1_3_2_2_35_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICDM.2017.147"},{"key":"e_1_3_2_2_36_1","volume-title":"International Conference on Learning Representations, ICLR.","author":"Velickovic Petar","year":"2018","unstructured":"Petar Velickovic , Guillem Cucurull , Arantxa Casanova , Adriana Romero , PietroLio, and Yoshua Bengio . 2018 . Graph attention networks . In International Conference on Learning Representations, ICLR. Petar Velickovic, Guillem Cucurull, Arantxa Casanova, Adriana Romero, PietroLio, and Yoshua Bengio. 2018. Graph attention networks. In International Conference on Learning Representations, ICLR."},{"key":"e_1_3_2_2_37_1","doi-asserted-by":"publisher","DOI":"10.1145\/3292500.3330836"},{"key":"e_1_3_2_2_38_1","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v34i04.6087"},{"key":"e_1_3_2_2_39_1","volume-title":"andS Yu Philip","author":"Wu Zonghan","year":"2020","unstructured":"Zonghan Wu , Shirui Pan , Fengwen Chen , Guodong Long , Chengqi Zhang , andS Yu Philip . 2020 . A comprehensive survey on graph neural networks. IEEE Transactions on Neural Networks and Learning Systems( 2020). Zonghan Wu, Shirui Pan, Fengwen Chen, Guodong Long, Chengqi Zhang, andS Yu Philip. 2020. A comprehensive survey on graph neural networks. IEEE Transactions on Neural Networks and Learning Systems(2020)."},{"key":"e_1_3_2_2_40_1","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v35i5.16581"},{"key":"e_1_3_2_2_41_1","doi-asserted-by":"publisher","DOI":"10.1145\/3219819.3219890"},{"key":"e_1_3_2_2_42_1","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2017.2710804"},{"key":"e_1_3_2_2_43_1","volume-title":"Semi-Supervised City-Wide Parking Availability Prediction via Hierarchical Re-current Graph Neural Network","author":"Zhang Weijia","year":"2020","unstructured":"Weijia Zhang , Hao Liu , Yanchi Liu , Jingbo Zhou , Tong Xu , and Hui Xiong . 2020. Semi-Supervised City-Wide Parking Availability Prediction via Hierarchical Re-current Graph Neural Network . IEEE Transactions on Knowledge and Data Engineering( 2020 ). Weijia Zhang, Hao Liu, Yanchi Liu, Jingbo Zhou, Tong Xu, and Hui Xiong. 2020. Semi-Supervised City-Wide Parking Availability Prediction via Hierarchical Re-current Graph Neural Network. IEEE Transactions on Knowledge and Data Engineering(2020)."},{"key":"e_1_3_2_2_44_1","volume-title":"Intelligent Electric Vehicle Charging Recommendation Based on Multi-Agent Reinforcement Learning. In The World Wide Web Conference.","author":"Zhang Weijia","year":"2021","unstructured":"Weijia Zhang , Hao Liu , Fan Wang , Tong Xu , Haoran Xin , Dejing Dou , and Hui Xiong . 2021 . Intelligent Electric Vehicle Charging Recommendation Based on Multi-Agent Reinforcement Learning. In The World Wide Web Conference. Weijia Zhang, Hao Liu, Fan Wang, Tong Xu, Haoran Xin, Dejing Dou, and Hui Xiong. 2021. Intelligent Electric Vehicle Charging Recommendation Based on Multi-Agent Reinforcement Learning. In The World Wide Web Conference."},{"key":"e_1_3_2_2_45_1","first-page":"1","article-title":"Rapid Learning of Earthquake Felt Area and Intensity Distribution with Real-time Search Engine Queries","volume":"10","author":"Zhu Hengshu","year":"2020","unstructured":"Hengshu Zhu , Ying Sun , Wenjia Zhao , Fuzhen Zhuang , Baoshan Wang , and Hui Xiong . 2020 . Rapid Learning of Earthquake Felt Area and Intensity Distribution with Real-time Search Engine Queries . Scientific Reports 10 , 1 (2020), 1 -- 9 . Hengshu Zhu, Ying Sun, Wenjia Zhao, Fuzhen Zhuang, Baoshan Wang, and Hui Xiong. 2020. Rapid Learning of Earthquake Felt Area and Intensity Distribution with Real-time Search Engine Queries. Scientific Reports 10, 1 (2020), 1--9.","journal-title":"Scientific Reports"},{"key":"e_1_3_2_2_46_1","doi-asserted-by":"publisher","DOI":"10.1145\/2939672.2939686"}],"event":{"name":"KDD '21: The 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining","location":"Virtual Event Singapore","acronym":"KDD '21","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 27th ACM SIGKDD Conference on Knowledge Discovery & Data Mining"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3447548.3467187","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3447548.3467187","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T20:18:27Z","timestamp":1750191507000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3447548.3467187"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,8,14]]},"references-count":46,"alternative-id":["10.1145\/3447548.3467187","10.1145\/3447548"],"URL":"https:\/\/doi.org\/10.1145\/3447548.3467187","relation":{},"subject":[],"published":{"date-parts":[[2021,8,14]]},"assertion":[{"value":"2021-08-14","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}