{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,8]],"date-time":"2026-03-08T01:39:37Z","timestamp":1772933977562,"version":"3.50.1"},"reference-count":50,"publisher":"IEEE","license":[{"start":{"date-parts":[[2025,12,8]],"date-time":"2025-12-08T00:00:00Z","timestamp":1765152000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,12,8]],"date-time":"2025-12-08T00:00:00Z","timestamp":1765152000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,12,8]]},"DOI":"10.1109\/bigdata66926.2025.11402576","type":"proceedings-article","created":{"date-parts":[[2026,3,6]],"date-time":"2026-03-06T20:57:57Z","timestamp":1772830677000},"page":"3772-3781","source":"Crossref","is-referenced-by-count":0,"title":["Mobility Data Asset Valuation for Spatial Environment Design"],"prefix":"10.1109","author":[{"given":"Zhenggui","family":"Xiang","sequence":"first","affiliation":[{"name":"School of Economics and Management, Tsinghua University,Beijing,China"}]},{"given":"Guanting","family":"Chen","sequence":"additional","affiliation":[{"name":"School of Economics and Management, Tsinghua University,Beijing,China"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"crossref","first-page":"110493","DOI":"10.1016\/j.buildenv.2023.110493","article-title":"Human-building interaction: A bibliometric review","volume":"242","author":"Taherkhani","year":"2023","journal-title":"Building and Environment"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2025.3551401"},{"key":"ref3","doi-asserted-by":"crossref","first-page":"69","DOI":"10.1016\/j.buildenv.2018.05.001","article-title":"An indoor environmental quality (ieq) assessment of a partially-retrofitted university building","volume":"139","author":"Zuhaib","year":"2018","journal-title":"Building and Environment"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2024.121082"},{"key":"ref5","article-title":"Encoding word order in complex embeddings","volume-title":"International Conference on Learning Representations","author":"Wang","year":"2020"},{"key":"ref6","first-page":"4768","article-title":"A unified approach to interpreting model predictions","volume-title":"Proceedings of the 31st International Conference on Neural Information Processing Systems","author":"Lundberg","year":"2017"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1162\/99608f92.c18db966"},{"key":"ref8","first-page":"331","volume-title":"Intangible Asset Valuation","volume":"18","author":"Mellen","year":"2018"},{"key":"ref9","year":"2024","journal-title":"Asset appraisal expert guidelines no. 9 - data asset appraisal (in chinese)"},{"key":"ref10","first-page":"1885","article-title":"Understanding black-box predictions via influence functions","volume-title":"Proceedings of the 34th International Conference on Machine Learning","volume":"70","author":"Koh"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1007\/s10994-023-06495-7"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v36i8.20893"},{"key":"ref13","first-page":"3832","article-title":"Certified data removal from machine learning models","volume-title":"Proceedings of the 37th International Conference on Machine Learning","volume":"119","author":"Guo"},{"key":"ref14","article-title":"Towards efficient data valuation based on the shapley value","volume-title":"Proceedings of the 22nd International Conference on Artificial Intelligence and Statistics","author":"Jia","year":"2019"},{"key":"ref15","first-page":"13468","article-title":"Measuring the effect of training data on deep learning predictions via randomized experiments","volume-title":"Proceedings of the 39th International Conference on Machine Learning","volume":"162","author":"Lin"},{"key":"ref16","article-title":"A distributional framework for data valuation","volume-title":"Proceedings of the 37th International Conference on Machine Learning","author":"Ghorbani","year":"2020"},{"key":"ref17","first-page":"10842","article-title":"Data valuation using reinforcement learning","volume-title":"Proceedings of the 37th International Conference on Machine Learning","volume":"119","author":"Yoon"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1007\/s42488-024-00133-0"},{"key":"ref19","article-title":"Data valuation using reinforcement learning","volume-title":"Proceedings of International Conference on Machine Learning","author":"Yoon","year":"2020"},{"issue":"6","key":"ref20","doi-asserted-by":"crossref","first-page":"133","DOI":"10.1007\/s10994-025-06763-8","article-title":"Data-efficient reinforcement learning by generalized value estimation","volume":"114","author":"Zhou","year":"2025","journal-title":"Machine Learning"},{"issue":"2","key":"ref21","doi-asserted-by":"crossref","first-page":"298","DOI":"10.1016\/j.buildenv.2010.07.021","article-title":"Selection of window sizes for optimizing occupational comfort and hygiene based on computational fluid dynamics and neural networks","volume":"46","author":"Stavrakakis","year":"2011","journal-title":"Building and Environment"},{"key":"ref22","doi-asserted-by":"crossref","first-page":"106351","DOI":"10.1016\/j.buildenv.2019.106351","article-title":"A critical review of field implementations of occupant-centric building controls","volume":"165","author":"Park","year":"2019","journal-title":"Building and Environment"},{"key":"ref23","doi-asserted-by":"crossref","first-page":"106964","DOI":"10.1016\/j.buildenv.2020.106964","article-title":"Modelling urban-scale occupant behaviour, mobility, and energy in buildings: A survey","volume":"183","author":"Salim","year":"2020","journal-title":"Building and Environment"},{"key":"ref24","doi-asserted-by":"crossref","first-page":"110126","DOI":"10.1016\/j.buildenv.2023.110126","article-title":"Understanding the long-term effects of public open space on older adults\u2019 functional ability and mental health","volume":"234","author":"Liu","year":"2023","journal-title":"Building and Environment"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1145\/3355089.3356556"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1145\/3386569.3392391"},{"key":"ref27","article-title":"LayoutGAN: Generating graphic layouts with wireframe discriminator","volume-title":"International Conference on Learning Representations","author":"Li","year":"2019"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-58452-8_10"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2021.3126478"},{"key":"ref30","doi-asserted-by":"crossref","first-page":"113637","DOI":"10.1016\/j.enbuild.2023.113637","article-title":"Transfer learning for occupancy-based hvac control: A data-driven approach using unsupervised learning of occupancy profiles and deep reinforcement learning","volume":"300","author":"Esrafilian-Najafabadi","year":"2023","journal-title":"Energy and Buildings"},{"key":"ref31","doi-asserted-by":"crossref","first-page":"111479","DOI":"10.1016\/j.buildenv.2024.111479","article-title":"A data-driven agent-based model of occupants\u2019 thermal comfort behaviors for the planning of district-scale flexible work arrangements","volume":"257","author":"Mosteiro-Romero","year":"2024","journal-title":"Building and Environment"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1145\/3588917"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1016\/j.jobe.2024.108901"},{"key":"ref34","doi-asserted-by":"crossref","first-page":"112251","DOI":"10.1016\/j.buildenv.2024.112251","article-title":"Source term estimation of a time-varying source around a building based on bayesian inference and unsteady adjoint equations","volume":"267","author":"Lin","year":"2025","journal-title":"Building and Environment"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1016\/j.buildenv.2025.112552"},{"key":"ref36","doi-asserted-by":"crossref","first-page":"113429","DOI":"10.1016\/j.buildenv.2025.113429","article-title":"Remapping spatio-temporal cumulative heat stress of centralized rural community: an agent-based modeling approach","volume":"284","author":"Du","year":"2025","journal-title":"Building and Environment"},{"key":"ref37","doi-asserted-by":"crossref","first-page":"112879","DOI":"10.1016\/j.buildenv.2025.112879","article-title":"Ai agent-based indoor environmental informatics: Concept, methodology, and case study","volume":"277","author":"Hwang","year":"2025","journal-title":"Building and Environment"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.14778\/3685800.3685893"},{"key":"ref39","article-title":"Attention is all you need","author":"Vaswani","year":"2017","journal-title":"Advances in neural information processing systems"},{"key":"ref40","article-title":"Encoding word order in complex embeddings","volume-title":"Proceedings of the ICLR","author":"Wang","year":"2020"},{"key":"ref41","first-page":"3865","article-title":"UniDrop: A simple yet effective technique to improve transformer without extra cost","volume-title":"Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies","author":"Wu","year":"2021"},{"key":"ref42","article-title":"Reducing transformer depth on demand with structured dropout","volume-title":"International Conference on Learning Representations","author":"Fan","year":"2020"},{"key":"ref43","doi-asserted-by":"crossref","first-page":"1971","DOI":"10.18653\/v1\/2020.findings-emnlp.178","article-title":"Scheduled DropHead: A regularization method for transformer models","volume-title":"Findings of the Association for Computational Linguistics: EMNLP 2020","author":"Zhou","year":"2020"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.01170"},{"key":"ref45","volume-title":"Reinforcement Learning: An Introduction","volume":"1","author":"Sutton","year":"2018"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1016\/j.artint.2023.104001"},{"key":"ref47","article-title":"A unified game-theoretic approach to multiagent reinforcement learning","author":"Lanctot","year":"2017","journal-title":"Advances in neural information processing systems"},{"key":"ref48","article-title":"Spatiallm: Training large language models for structured indoor modeling","author":"Mao","year":"2025","journal-title":"Advances in Neural Information Processing Systems"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1145\/2939672.2939785"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.00088"}],"event":{"name":"2025 IEEE International Conference on Big Data (BigData)","location":"Macau, China","start":{"date-parts":[[2025,12,8]]},"end":{"date-parts":[[2025,12,11]]}},"container-title":["2025 IEEE International Conference on Big Data (BigData)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11400704\/11400712\/11402576.pdf?arnumber=11402576","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,3,7]],"date-time":"2026-03-07T06:56:41Z","timestamp":1772866601000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11402576\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,12,8]]},"references-count":50,"URL":"https:\/\/doi.org\/10.1109\/bigdata66926.2025.11402576","relation":{},"subject":[],"published":{"date-parts":[[2025,12,8]]}}}