{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,11]],"date-time":"2026-04-11T13:23:47Z","timestamp":1775913827226,"version":"3.50.1"},"reference-count":40,"publisher":"Association for Computing Machinery (ACM)","issue":"9","license":[{"start":{"date-parts":[[2019,8,21]],"date-time":"2019-08-21T00:00:00Z","timestamp":1566345600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["CNS-0832782,CCF-1522054"],"award-info":[{"award-number":["CNS-0832782,CCF-1522054"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":["Commun. ACM"],"published-print":{"date-parts":[[2019,8,21]]},"abstract":"<jats:p>Computer and information scientists join forces with other fields to help solve societal and environmental challenges facing humanity, in pursuit of a sustainable future.<\/jats:p>","DOI":"10.1145\/3339399","type":"journal-article","created":{"date-parts":[[2019,8,23]],"date-time":"2019-08-23T12:00:08Z","timestamp":1566561608000},"page":"56-65","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":78,"title":["Computational sustainability"],"prefix":"10.1145","volume":"62","author":[{"given":"Carla","family":"Gomes","sequence":"first","affiliation":[{"name":"Cornell University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Thomas","family":"Dietterich","sequence":"additional","affiliation":[{"name":"Oregon State University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Christopher","family":"Barrett","sequence":"additional","affiliation":[{"name":"Cornell University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jon","family":"Conrad","sequence":"additional","affiliation":[{"name":"Cornell University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Bistra","family":"Dilkina","sequence":"additional","affiliation":[{"name":"University of Southern California"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Stefano","family":"Ermon","sequence":"additional","affiliation":[{"name":"Stanford University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Fei","family":"Fang","sequence":"additional","affiliation":[{"name":"Carnegie Mellon University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Andrew","family":"Farnsworth","sequence":"additional","affiliation":[{"name":"Cornell University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Alan","family":"Fern","sequence":"additional","affiliation":[{"name":"Oregon State University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiaoli","family":"Fern","sequence":"additional","affiliation":[{"name":"Oregon State University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Daniel","family":"Fink","sequence":"additional","affiliation":[{"name":"Cornell University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Douglas","family":"Fisher","sequence":"additional","affiliation":[{"name":"Vanderbilt University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Alexander","family":"Flecker","sequence":"additional","affiliation":[{"name":"Cornell University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Daniel","family":"Freund","sequence":"additional","affiliation":[{"name":"Massachusetts Institute of Technology"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Angela","family":"Fuller","sequence":"additional","affiliation":[{"name":"U.S. Geological Survey"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"John","family":"Gregoire","sequence":"additional","affiliation":[{"name":"California Institute of Technology"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"John","family":"Hopcroft","sequence":"additional","affiliation":[{"name":"Cornell University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Steve","family":"Kelling","sequence":"additional","affiliation":[{"name":"Cornell University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zico","family":"Kolter","sequence":"additional","affiliation":[{"name":"Carnegie Mellon University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Warren","family":"Powell","sequence":"additional","affiliation":[{"name":"Princeton University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Nicole","family":"Sintov","sequence":"additional","affiliation":[{"name":"The Ohio State University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"John","family":"Selker","sequence":"additional","affiliation":[{"name":"Oregon State University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Bart","family":"Selman","sequence":"additional","affiliation":[{"name":"Cornell University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Daniel","family":"Sheldon","sequence":"additional","affiliation":[{"name":"University of Massachusetts Amherst"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"David","family":"Shmoys","sequence":"additional","affiliation":[{"name":"Cornell University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Milind","family":"Tambe","sequence":"additional","affiliation":[{"name":"Harvard University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Weng-Keen","family":"Wong","sequence":"additional","affiliation":[{"name":"Oregon State University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Christopher","family":"Wood","sequence":"additional","affiliation":[{"name":"Cornell University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiaojian","family":"Wu","sequence":"additional","affiliation":[{"name":"Microsoft AI Research"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yexiang","family":"Xue","sequence":"additional","affiliation":[{"name":"Purdue University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Amulya","family":"Yadav","sequence":"additional","affiliation":[{"name":"Pennsylvania State University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Abdul-Aziz","family":"Yakubu","sequence":"additional","affiliation":[{"name":"Howard University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mary Lou","family":"Zeeman","sequence":"additional","affiliation":[{"name":"Bowdoin College"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2019,8,21]]},"reference":[{"key":"e_1_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1109\/ECC.2016.7810598"},{"key":"e_1_2_1_2_1","volume-title":"Simulator-defined Markov decision processes: A case study in managing bio-invasions. Artificial Intelligence and Conservation (2nd. ed.)","author":"Albers J.H.","year":"2018","unstructured":"Albers , J.H. , Dietterich , T. , Hall , K. , Katherine , L. , and Taleghan , M . Simulator-defined Markov decision processes: A case study in managing bio-invasions. Artificial Intelligence and Conservation (2nd. ed.) . F. Fang, M. Tambe, B. Dilkina, and A. Plumptre, (Eds.). Cambridge Univ. Press , 2018 Albers, J.H., Dietterich, T., Hall, K., Katherine, L., and Taleghan, M. Simulator-defined Markov decision processes: A case study in managing bio-invasions. Artificial Intelligence and Conservation (2nd. ed.). F. Fang, M. Tambe, B. Dilkina, and A. Plumptre, (Eds.). Cambridge Univ. Press, 2018"},{"key":"e_1_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.5555\/3013589.3013593"},{"key":"e_1_2_1_4_1","first-page":"1","article-title":"Phase mapper: Accelerating materials discovery with AI","volume":"39","author":"Bai J.","year":"2018","unstructured":"Bai , J. . Phase mapper: Accelerating materials discovery with AI . AI Mag. 39 , 1 ( 2018 ), 15--26. Bai, J. et al. Phase mapper: Accelerating materials discovery with AI. AI Mag. 39, 1 (2018), 15--26.","journal-title":"AI Mag."},{"key":"e_1_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1146\/annurev-resource-100815-095235"},{"key":"e_1_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.5555\/3305381.3305431"},{"key":"e_1_2_1_7_1","volume-title":"End-to-end learning for the deep multivariate probit model. ICML","author":"Chen D.","year":"2018","unstructured":"Chen , D. , Xue , Y. , and Gomes , C . End-to-end learning for the deep multivariate probit model. ICML ( 2018 ). Chen, D., Xue, Y., and Gomes, C. End-to-end learning for the deep multivariate probit model. ICML (2018)."},{"key":"e_1_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1093\/aepp\/ppx056"},{"key":"e_1_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1111\/cobi.12814"},{"key":"e_1_2_1_10_1","volume-title":"Proceedings of Advances in Neural Information Processing Systemsg Systems","author":"Donti P.","year":"2017","unstructured":"Donti , P. , Kolter , J.Z. , and Amos , B . Task-based end-to-end model learning in stochastic optimization . In Proceedings of Advances in Neural Information Processing Systemsg Systems ( Long Beach, CA, USA, Dec. 4--9 , 2017 ), 5490--5500. Donti, P., Kolter, J.Z., and Amos, B. Task-based end-to-end model learning in stochastic optimization. In Proceedings of Advances in Neural Information Processing Systemsg Systems (Long Beach, CA, USA, Dec. 4--9, 2017), 5490--5500."},{"key":"e_1_2_1_11_1","first-page":"650","article-title":"Learning large-scale dynamic discrete choice models of spatio-temporal preferences with application to migratory pastoralism","volume":"644","author":"Ermon S.","year":"2015","unstructured":"Ermon , S. . Learning large-scale dynamic discrete choice models of spatio-temporal preferences with application to migratory pastoralism in East Africa. In AAAI , 2015 , 644 -- 650 . Ermon, S. et al. Learning large-scale dynamic discrete choice models of spatio-temporal preferences with application to migratory pastoralism in East Africa. In AAAI, 2015, 644--650.","journal-title":"East Africa. In AAAI"},{"key":"e_1_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1089\/big.2014.0026"},{"key":"e_1_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1609\/aimag.v38i1.2710"},{"key":"e_1_2_1_14_1","volume-title":"Artificial Intelligence and Conservation","author":"Fang F.","year":"2018","unstructured":"Fang , F. , Tambe , M. , Dilkina , B. , and Plumptre , A (eds.). Artificial Intelligence and Conservation . Cambridge University Press , 2018 . Fang, F., Tambe, M., Dilkina, B., and Plumptre, A (eds.). Artificial Intelligence and Conservation. Cambridge University Press, 2018."},{"key":"e_1_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1890\/09-1340.1"},{"key":"e_1_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1109\/MIS.2016.61"},{"key":"e_1_2_1_17_1","volume-title":"Sharing Economy: Making Supply Meet Demand. Springer","author":"Freund D.","year":"2018","unstructured":"Freund , D. , Henderson , S.G. , and Shmoys , D.B . Sharing Economy: Making Supply Meet Demand. Springer , 2018 . Freund, D., Henderson, S.G., and Shmoys, D.B. Sharing Economy: Making Supply Meet Demand. Springer, 2018."},{"key":"e_1_2_1_18_1","first-page":"4","article-title":"Computational methods for a sustainable environment, economy, and society","volume":"39","author":"Gomes C.P.","year":"2009","unstructured":"Gomes , C.P. Computational sustainability : Computational methods for a sustainable environment, economy, and society . The Bridge 39 , 4 ( 2009 ), 5--13. Gomes, C.P. Computational sustainability: Computational methods for a sustainable environment, economy, and society. The Bridge 39, 4 (2009), 5--13.","journal-title":"The Bridge"},{"key":"e_1_2_1_19_1","volume-title":"Proceedings of the Inter Conf. Artificial Intelligence and Statistics (Playa Blanca","author":"Grover A.","year":"2018","unstructured":"Grover , A. et al. Best arm identification in multi-armed bandits with delayed feedback . In Proceedings of the Inter Conf. Artificial Intelligence and Statistics (Playa Blanca , Lanzarote, Canary Islands, Spain, April 9--11 , 2018 ), 833--842. Grover, A. et al. Best arm identification in multi-armed bandits with delayed feedback. In Proceedings of the Inter Conf. Artificial Intelligence and Statistics (Playa Blanca, Lanzarote, Canary Islands, Spain, April 9--11, 2018), 833--842."},{"key":"e_1_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1126\/science.aaf7894"},{"key":"e_1_2_1_21_1","volume-title":"et al. Can observation skills of citizen scientists be estimated using species accumulation curves? PloS one 10, 10","author":"Kelling S.","year":"2015","unstructured":"Kelling , S. et al. Can observation skills of citizen scientists be estimated using species accumulation curves? PloS one 10, 10 ( 2015 ). Kelling, S. et al. Can observation skills of citizen scientists be estimated using species accumulation curves? PloS one 10, 10 (2015)."},{"key":"e_1_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1007\/s12667-016-0226-4"},{"key":"e_1_2_1_23_1","first-page":"172","article-title":"Automated negotiation and decision-making in multiagent environments","volume":"150","author":"Kraus S","year":"2001","unstructured":"Kraus , S . Automated negotiation and decision-making in multiagent environments . ECCAI Advanced Course on Artificial Intelligence. Springer , 2001 , 150 -- 172 . Kraus, S. Automated negotiation and decision-making in multiagent environments. ECCAI Advanced Course on Artificial Intelligence. Springer, 2001, 150--172.","journal-title":"ECCAI Advanced Course on Artificial Intelligence. Springer"},{"key":"e_1_2_1_24_1","volume-title":"Computational Sustainability. Studies in Computational Intelligence 645","author":"L\u00e4ssig J.","year":"2016","unstructured":"L\u00e4ssig , J. , Kersting , K. , and Morik , K (Eds.). Computational Sustainability. Studies in Computational Intelligence 645 ( 2016 ). Springer . L\u00e4ssig, J., Kersting, K., and Morik, K (Eds.). Computational Sustainability. Studies in Computational Intelligence 645 (2016). Springer."},{"key":"e_1_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ecolmodel.2005.03.026"},{"key":"e_1_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2018.07.014"},{"key":"e_1_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1126\/sciadv.1700707"},{"key":"e_1_2_1_28_1","doi-asserted-by":"publisher","DOI":"10.5751\/ES-03180-140232"},{"key":"e_1_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10994-013-5425-9"},{"key":"e_1_2_1_30_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11265-016-1155-0"},{"key":"e_1_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1609\/aimag.v36i4.2577"},{"key":"e_1_2_1_32_1","first-page":"1169","article-title":"Collective graphical models","volume":"1161","author":"Sheldon D.R.","year":"2011","unstructured":"Sheldon , D.R. and Dietterich , T.G . Collective graphical models . Advances in Neural Information Processing Systems , 2011 , 1161 -- 1169 . Sheldon, D.R. and Dietterich, T.G. Collective graphical models. Advances in Neural Information Processing Systems, 2011, 1161--1169.","journal-title":"Advances in Neural Information Processing Systems"},{"key":"e_1_2_1_33_1","volume-title":"Proceedings of the 27<sup>th<\/sup> AAAI Conf. Artificial Intelligence.","author":"Sheldon D.R.","year":"2013","unstructured":"Sheldon , D.R. et al. Approximate Bayesian inference for reconstructing velocities of migrating birds from weather radar . In Proceedings of the 27<sup>th<\/sup> AAAI Conf. Artificial Intelligence. ( Bellevue, WA, USA, July 14--18 , 2013 ). Sheldon, D.R. et al. Approximate Bayesian inference for reconstructing velocities of migrating birds from weather radar. In Proceedings of the 27<sup>th<\/sup> AAAI Conf. Artificial Intelligence. (Bellevue, WA, USA, July 14--18, 2013)."},{"key":"e_1_2_1_34_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.biocon.2013.11.003"},{"key":"e_1_2_1_35_1","doi-asserted-by":"publisher","DOI":"10.5555\/3311999"},{"key":"e_1_2_1_36_1","first-page":"4","article-title":"The Trans-African Hydro-Meteorological Observatory (TAHMO)","volume":"1","author":"Giesen N.","year":"2014","unstructured":"Giesen , N. , Hut , R. , and Selker , J . The Trans-African Hydro-Meteorological Observatory (TAHMO) . Wiley Interdisciplinary Reviews: Water 1 , 4 ( 2014 ), 341--348. Giesen, N., Hut, R., and Selker, J. The Trans-African Hydro-Meteorological Observatory (TAHMO). Wiley Interdisciplinary Reviews: Water 1, 4 (2014), 341--348.","journal-title":"Wiley Interdisciplinary Reviews: Water"},{"key":"e_1_2_1_37_1","first-page":"6","article-title":"Plant phenotyping using probabilistic topic models: Uncovering the hyperspectral language of plants","author":"Wahabzada M.","year":"2016","unstructured":"Wahabzada , M. , Mahlein , A.K. , Bauckhage , C. , Steiner , U. , Oerke , E.C. , and Kersting , K . Plant phenotyping using probabilistic topic models: Uncovering the hyperspectral language of plants . Scientific Reports 6 ( 2016 ). Wahabzada, M., Mahlein, A.K., Bauckhage, C., Steiner, U., Oerke, E.C., and Kersting, K. Plant phenotyping using probabilistic topic models: Uncovering the hyperspectral language of plants. Scientific Reports 6 (2016).","journal-title":"Scientific Reports"},{"key":"e_1_2_1_38_1","volume-title":"AAAI","author":"Wu X.","year":"2018","unstructured":"Wu , X. et al. Efficiently approximating the Pareto frontier: Hydropower dam placement in the Amazon basin . In AAAI ( 2018 ). Wu, X. et al. Efficiently approximating the Pareto frontier: Hydropower dam placement in the Amazon basin. In AAAI (2018)."},{"key":"e_1_2_1_39_1","volume-title":"Proceedings of the 2016 Intl. Conf. on Autonomous Agents & Multiagent Systems. 776--785","author":"Xue Y.","unstructured":"Xue , Y. , Davies , I. , Fink , D. , Wood , C. , and Gomes , C.P . Avicaching: A two stage game for bias reduction in citizen science . In Proceedings of the 2016 Intl. Conf. on Autonomous Agents & Multiagent Systems. 776--785 . Xue, Y., Davies, I., Fink, D., Wood, C., and Gomes, C.P. Avicaching: A two stage game for bias reduction in citizen science. In Proceedings of the 2016 Intl. Conf. on Autonomous Agents & Multiagent Systems. 776--785."},{"key":"e_1_2_1_40_1","volume-title":"Proceedings of the 16<sup>th<\/sup> Conference on Autonomous Agents and MultiAgent Systems","author":"Yadav A.","year":"2017","unstructured":"Yadav , A. et al. Influence maximization in the field: The arduous journey from emerging to deployed application . In Proceedings of the 16<sup>th<\/sup> Conference on Autonomous Agents and MultiAgent Systems , 2017 , 150--158. Yadav, A. et al. Influence maximization in the field: The arduous journey from emerging to deployed application. In Proceedings of the 16<sup>th<\/sup> Conference on Autonomous Agents and MultiAgent Systems, 2017, 150--158."}],"container-title":["Communications of the ACM"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3339399","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3339399","content-type":"application\/pdf","content-version":"vor","intended-application":"syndication"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3339399","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T23:54:08Z","timestamp":1750204448000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3339399"}},"subtitle":["computing for a better world and a sustainable future"],"short-title":[],"issued":{"date-parts":[[2019,8,21]]},"references-count":40,"journal-issue":{"issue":"9","published-print":{"date-parts":[[2019,8,21]]}},"alternative-id":["10.1145\/3339399"],"URL":"https:\/\/doi.org\/10.1145\/3339399","relation":{},"ISSN":["0001-0782","1557-7317"],"issn-type":[{"value":"0001-0782","type":"print"},{"value":"1557-7317","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,8,21]]},"assertion":[{"value":"2019-08-21","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}