{"id":"https://openalex.org/W2158831342","doi":"https://doi.org/10.1109/igcc.2012.6322258","title":"Machine learning for computational sustainability","display_name":"Machine learning for computational sustainability","publication_year":2012,"publication_date":"2012-06-01","ids":{"openalex":"https://openalex.org/W2158831342","doi":"https://doi.org/10.1109/igcc.2012.6322258","mag":"2158831342"},"language":"en","primary_location":{"id":"doi:10.1109/igcc.2012.6322258","is_oa":false,"landing_page_url":"https://doi.org/10.1109/igcc.2012.6322258","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 International Green Computing Conference (IGCC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5067135220","display_name":"Tom Dietterich","orcid":null},"institutions":[{"id":"https://openalex.org/I131249849","display_name":"Oregon State University","ror":"https://ror.org/00ysfqy60","country_code":"US","type":"education","lineage":["https://openalex.org/I131249849"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tom Dietterich","raw_affiliation_strings":["School of Electrical Engineering and Computer Science, Oregon State University, Corvallis, OR, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computer Science, Oregon State University, Corvallis, OR, USA","institution_ids":["https://openalex.org/I131249849"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025182155","display_name":"Ethan W. Dereszynski","orcid":null},"institutions":[{"id":"https://openalex.org/I131249849","display_name":"Oregon State University","ror":"https://ror.org/00ysfqy60","country_code":"US","type":"education","lineage":["https://openalex.org/I131249849"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ethan Dereszynski","raw_affiliation_strings":["School of Electrical Engineering and Computer Science, Oregon State University, Corvallis, OR, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computer Science, Oregon State University, Corvallis, OR, USA","institution_ids":["https://openalex.org/I131249849"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103214474","display_name":"Rebecca Hutchinson","orcid":"https://orcid.org/0000-0003-3816-7394"},"institutions":[{"id":"https://openalex.org/I131249849","display_name":"Oregon State University","ror":"https://ror.org/00ysfqy60","country_code":"US","type":"education","lineage":["https://openalex.org/I131249849"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rebecca Hutchinson","raw_affiliation_strings":["School of Electrical Engineering and Computer Science, Oregon State University, Corvallis, OR, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computer Science, Oregon State University, Corvallis, OR, USA","institution_ids":["https://openalex.org/I131249849"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002220847","display_name":"Dan Sheldon","orcid":null},"institutions":[{"id":"https://openalex.org/I131249849","display_name":"Oregon State University","ror":"https://ror.org/00ysfqy60","country_code":"US","type":"education","lineage":["https://openalex.org/I131249849"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dan Sheldon","raw_affiliation_strings":["School of Electrical Engineering and Computer Science, Oregon State University, Corvallis, OR, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computer Science, Oregon State University, Corvallis, OR, USA","institution_ids":["https://openalex.org/I131249849"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I131249849"],"apc_list":null,"apc_paid":null,"fwci":0.7682,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.8515625,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"1"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10895","display_name":"Species Distribution and Climate Change","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2302","display_name":"Ecological Modeling"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10895","display_name":"Species Distribution and Climate Change","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2302","display_name":"Ecological Modeling"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10199","display_name":"Wildlife Ecology and Conservation","score":0.9921000003814697,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13398","display_name":"Data Analysis with R","score":0.9593999981880188,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/sustainability","display_name":"Sustainability","score":0.7540822625160217},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6994723677635193},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.587583065032959},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5133875608444214},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.4851175546646118},{"id":"https://openalex.org/keywords/ecosystem-model","display_name":"Ecosystem model","score":0.4426150918006897},{"id":"https://openalex.org/keywords/earth-system-science","display_name":"Earth system science","score":0.43507063388824463},{"id":"https://openalex.org/keywords/ecosystem","display_name":"Ecosystem","score":0.39205631613731384},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37653985619544983},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.34590795636177063},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.33534955978393555},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.17720633745193481},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.0823984146118164}],"concepts":[{"id":"https://openalex.org/C66204764","wikidata":"https://www.wikidata.org/wiki/Q219416","display_name":"Sustainability","level":2,"score":0.7540822625160217},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6994723677635193},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.587583065032959},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5133875608444214},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.4851175546646118},{"id":"https://openalex.org/C64107356","wikidata":"https://www.wikidata.org/wiki/Q295046","display_name":"Ecosystem model","level":3,"score":0.4426150918006897},{"id":"https://openalex.org/C80368990","wikidata":"https://www.wikidata.org/wiki/Q3046459","display_name":"Earth system science","level":2,"score":0.43507063388824463},{"id":"https://openalex.org/C110872660","wikidata":"https://www.wikidata.org/wiki/Q37813","display_name":"Ecosystem","level":2,"score":0.39205631613731384},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37653985619544983},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.34590795636177063},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33534955978393555},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.17720633745193481},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0823984146118164},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/igcc.2012.6322258","is_oa":false,"landing_page_url":"https://doi.org/10.1109/igcc.2012.6322258","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 International Green Computing Conference (IGCC)","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.298.8998","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.298.8998","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://web.engr.oregonstate.edu/~tgd/publications/dietterich-dereszynski-hutchinson-sheldon-ml-for-comp-sust-igcc2012.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Life in Land","score":0.75,"id":"https://metadata.un.org/sdg/15"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W34105695","https://openalex.org/W91088564","https://openalex.org/W1594031697","https://openalex.org/W1678356000","https://openalex.org/W1989650021","https://openalex.org/W2094023494","https://openalex.org/W2116665868","https://openalex.org/W2119259314","https://openalex.org/W2151409566","https://openalex.org/W2151877045","https://openalex.org/W2162392127"],"related_works":["https://openalex.org/W2193640329","https://openalex.org/W2179620014","https://openalex.org/W2359552762","https://openalex.org/W1964941128","https://openalex.org/W2365423012","https://openalex.org/W4229332264","https://openalex.org/W2088317384","https://openalex.org/W2046240022","https://openalex.org/W4248831647","https://openalex.org/W1974617949"],"abstract_inverted_index":{"To":[0],"avoid":[1],"ecological":[2],"collapse,":[3],"we":[4,78,93],"must":[5],"manage":[6],"Earth's":[7],"ecosystems":[8],"sustainably.":[9],"Viewed":[10],"as":[11],"a":[12,25,95],"control":[13,42,72],"problem,":[14],"the":[15,28,41,55,80,100],"two":[16],"central":[17],"challenges":[18],"of":[19,27,57,73,82,102,109],"ecosystem":[20],"management":[21],"are":[22],"to":[23,33,98,113,116],"acquire":[24],"model":[26],"system":[29],"that":[30,45],"is":[31,112],"sufficient":[32],"guide":[34],"good":[35],"decision":[36],"making":[37],"and":[38],"then":[39],"optimize":[40],"policy":[43],"against":[44],"model.":[46],"This":[47],"paper":[48],"describes":[49],"three":[50],"efforts":[51],"aimed":[52],"at":[53],"addressing":[54],"first":[56,66],"these":[58,110],"challenges-machine":[59],"learning":[60,83],"methods":[61,111],"for":[62,107],"modeling":[63,99],"ecosystems.":[64],"The":[65],"effort":[67],"focuses":[68],"on":[69],"automated":[70],"quality":[71],"environmental":[74],"sensor":[75],"data.":[76,91],"Next,":[77],"consider":[79],"problem":[81],"species":[84],"distribution":[85],"models":[86],"from":[87],"citizen":[88],"science":[89],"observational":[90],"Finally,":[92],"describe":[94],"novel":[96],"approach":[97],"migration":[101],"birds.":[103],"A":[104],"major":[105],"challenge":[106],"all":[108],"scale":[114],"up":[115],"large,":[117],"spatially-distributed":[118],"systems.":[119]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":1}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}
