{"id":"https://openalex.org/W2769313216","doi":"https://doi.org/10.1145/3136560.3136576","title":"Can Human Development be Measured with Satellite Imagery?","display_name":"Can Human Development be Measured with Satellite Imagery?","publication_year":2017,"publication_date":"2017-11-16","ids":{"openalex":"https://openalex.org/W2769313216","doi":"https://doi.org/10.1145/3136560.3136576","mag":"2769313216"},"language":"en","primary_location":{"id":"doi:10.1145/3136560.3136576","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3136560.3136576","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Ninth International Conference on Information and Communication Technologies and Development","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://escholarship.org/uc/item/2np3w475","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5003473641","display_name":"Andrew Head","orcid":"https://orcid.org/0000-0002-1523-3347"},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Andrew Head","raw_affiliation_strings":["Department of Computer Science, University of California, Berkeley, Berkeley, CA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of California, Berkeley, Berkeley, CA","institution_ids":["https://openalex.org/I95457486"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072190601","display_name":"M\u00e9lanie Manguin","orcid":null},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"M\u00e9lanie Manguin","raw_affiliation_strings":["Department of Industrial Engineering and Operations Research, University of California, Berkeley, Berkeley, CA"],"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering and Operations Research, University of California, Berkeley, Berkeley, CA","institution_ids":["https://openalex.org/I95457486"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060801541","display_name":"Nhat Tran","orcid":"https://orcid.org/0000-0002-2575-9633"},"institutions":[{"id":"https://openalex.org/I180670191","display_name":"University of California, San Francisco","ror":"https://ror.org/043mz5j54","country_code":"US","type":"education","lineage":["https://openalex.org/I180670191"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nhat Tran","raw_affiliation_strings":["Department of Bioengineering, University of California, San Francisco, San Francisco, CA"],"affiliations":[{"raw_affiliation_string":"Department of Bioengineering, University of California, San Francisco, San Francisco, CA","institution_ids":["https://openalex.org/I180670191"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054622320","display_name":"Joshua Blumenstock","orcid":"https://orcid.org/0000-0002-1813-7414"},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Joshua E. Blumenstock","raw_affiliation_strings":["School of Information, University of California, Berkeley, Berkeley, CA"],"affiliations":[{"raw_affiliation_string":"School of Information, University of California, Berkeley, Berkeley, CA","institution_ids":["https://openalex.org/I95457486"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5003473641"],"corresponding_institution_ids":["https://openalex.org/I95457486"],"apc_list":null,"apc_paid":null,"fwci":5.3213,"has_fulltext":false,"cited_by_count":86,"citation_normalized_percentile":{"value":0.96139054,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"11"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11963","display_name":"Impact of Light on Environment and Health","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"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/T11963","display_name":"Impact of Light on Environment and Health","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"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/T10689","display_name":"Remote-Sensing Image Classification","score":0.9337000250816345,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/constraint","display_name":"Constraint (computer-aided design)","score":0.656549870967865},{"id":"https://openalex.org/keywords/satellite-imagery","display_name":"Satellite imagery","score":0.618423581123352},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6084588766098022},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.5873297452926636},{"id":"https://openalex.org/keywords/satellite","display_name":"Satellite","score":0.5568985342979431},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.5423714518547058},{"id":"https://openalex.org/keywords/development","display_name":"Development (topology)","score":0.470766544342041},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.43244442343711853},{"id":"https://openalex.org/keywords/satellite-broadcasting","display_name":"Satellite broadcasting","score":0.42528679966926575},{"id":"https://openalex.org/keywords/deep-neural-networks","display_name":"Deep neural networks","score":0.41881299018859863},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.3552253842353821},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.25003552436828613},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.21959254145622253},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09994444251060486},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.07647532224655151}],"concepts":[{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.656549870967865},{"id":"https://openalex.org/C2778102629","wikidata":"https://www.wikidata.org/wiki/Q725252","display_name":"Satellite imagery","level":2,"score":0.618423581123352},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6084588766098022},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.5873297452926636},{"id":"https://openalex.org/C19269812","wikidata":"https://www.wikidata.org/wiki/Q26540","display_name":"Satellite","level":2,"score":0.5568985342979431},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.5423714518547058},{"id":"https://openalex.org/C2776542497","wikidata":"https://www.wikidata.org/wiki/Q5266672","display_name":"Development (topology)","level":2,"score":0.470766544342041},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.43244442343711853},{"id":"https://openalex.org/C2986254709","wikidata":"https://www.wikidata.org/wiki/Q209588","display_name":"Satellite broadcasting","level":3,"score":0.42528679966926575},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.41881299018859863},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3552253842353821},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.25003552436828613},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.21959254145622253},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09994444251060486},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07647532224655151},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3136560.3136576","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3136560.3136576","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Ninth International Conference on Information and Communication Technologies and Development","raw_type":"proceedings-article"},{"id":"pmh:ark:/13030/qt2np3w475","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null},{"id":"pmh:oai:escholarship.org:ark:/13030/qt2np3w475","is_oa":true,"landing_page_url":"https://escholarship.org/uc/item/2np3w475","pdf_url":null,"source":{"id":"https://openalex.org/S4306400115","display_name":"eScholarship (California Digital Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2801248553","host_organization_name":"California Digital Library","host_organization_lineage":["https://openalex.org/I2801248553"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:escholarship.org:ark:/13030/qt2np3w475","is_oa":true,"landing_page_url":"https://escholarship.org/uc/item/2np3w475","pdf_url":null,"source":{"id":"https://openalex.org/S4306400115","display_name":"eScholarship (California Digital Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2801248553","host_organization_name":"California Digital Library","host_organization_lineage":["https://openalex.org/I2801248553"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},"sustainable_development_goals":[{"score":0.4300000071525574,"id":"https://metadata.un.org/sdg/17","display_name":"Partnerships for the goals"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1507976894","https://openalex.org/W1535803599","https://openalex.org/W1595698486","https://openalex.org/W1914142773","https://openalex.org/W2060146482","https://openalex.org/W2062466755","https://openalex.org/W2143022143","https://openalex.org/W2146585403","https://openalex.org/W2149188925","https://openalex.org/W2154958688","https://openalex.org/W2164928682","https://openalex.org/W2173315138","https://openalex.org/W2319526668","https://openalex.org/W2341011676","https://openalex.org/W2412247133","https://openalex.org/W2513506629","https://openalex.org/W2513604209","https://openalex.org/W2583949569","https://openalex.org/W2963173190","https://openalex.org/W2963578416","https://openalex.org/W3121990984","https://openalex.org/W3122664795","https://openalex.org/W3125786740"],"related_works":["https://openalex.org/W2807251790","https://openalex.org/W2799406489","https://openalex.org/W2049792449","https://openalex.org/W986251431","https://openalex.org/W2884465220","https://openalex.org/W563727013","https://openalex.org/W2502468346","https://openalex.org/W2162155786","https://openalex.org/W2963420405","https://openalex.org/W2187485469"],"abstract_inverted_index":{"In":[0,62],"many":[1],"developing":[2],"country":[3],"environments,":[4],"it":[5],"is":[6],"difficult":[7],"or":[8],"impossible":[9],"to":[10,37,53,58,77],"obtain":[11],"recent,":[12],"reliable":[13],"estimates":[14],"of":[15,83],"human":[16],"development.":[17],"Nationally":[18],"representative":[19],"household":[20],"surveys,":[21],"which":[22],"are":[23,33],"the":[24,47,80],"standard":[25],"instrument":[26],"for":[27,49],"determining":[28],"development":[29],"policy":[30],"and":[31],"priorities,":[32],"typically":[34],"too":[35],"expensive":[36],"collect":[38],"with":[39,73],"any":[40],"regularity.":[41],"Recently,":[42],"however,":[43],"researchers":[44],"have":[45],"shown":[46],"potential":[48],"remote":[50],"sensing":[51],"technologies":[52],"provide":[54],"a":[55],"possible":[56],"solution":[57],"this":[59],"data":[60],"constraint.":[61],"particular,":[63],"recent":[64],"work":[65],"indicates":[66],"that":[67],"satellite":[68],"imagery":[69],"can":[70],"be":[71],"processed":[72],"deep":[74],"neural":[75],"networks":[76],"accurately":[78],"estimate":[79],"sub-regional":[81],"distribution":[82],"wealth":[84],"in":[85],"sub-Saharan":[86],"Africa.":[87]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":12},{"year":2022,"cited_by_count":11},{"year":2021,"cited_by_count":14},{"year":2020,"cited_by_count":22},{"year":2019,"cited_by_count":8},{"year":2018,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
