{"id":"https://openalex.org/W3047522858","doi":"https://doi.org/10.1109/isads45777.2019.9155892","title":"Towards Artificial Hydrocarbon Networks: The Chemical Nature of Data-Driven Approaches","display_name":"Towards Artificial Hydrocarbon Networks: The Chemical Nature of Data-Driven Approaches","publication_year":2019,"publication_date":"2019-04-01","ids":{"openalex":"https://openalex.org/W3047522858","doi":"https://doi.org/10.1109/isads45777.2019.9155892","mag":"3047522858"},"language":"en","primary_location":{"id":"doi:10.1109/isads45777.2019.9155892","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isads45777.2019.9155892","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE 14th International Symposium on Autonomous Decentralized System (ISADS)","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/A5016698194","display_name":"Hiram P\u00f6nce","orcid":"https://orcid.org/0000-0002-6559-7501"},"institutions":[{"id":"https://openalex.org/I86613570","display_name":"Universidad Panamericana","ror":"https://ror.org/01n1q0h77","country_code":"MX","type":"education","lineage":["https://openalex.org/I86613570"]},{"id":"https://openalex.org/I4210160924","display_name":"Universidad Panamericana","ror":"https://ror.org/05pd6sh18","country_code":"GT","type":"education","lineage":["https://openalex.org/I4210160924"]}],"countries":["GT","MX"],"is_corresponding":true,"raw_author_name":"Hiram Ponce","raw_affiliation_strings":["Universidad Panamericana,Facultad de Ingenier&#x00ED;a,M&#x00E9;xico","Facultad de Ingenier\u00eda, Universidad Panamericana, M\u00e9xico"],"affiliations":[{"raw_affiliation_string":"Universidad Panamericana,Facultad de Ingenier&#x00ED;a,M&#x00E9;xico","institution_ids":["https://openalex.org/I4210160924"]},{"raw_affiliation_string":"Facultad de Ingenier\u00eda, Universidad Panamericana, M\u00e9xico","institution_ids":["https://openalex.org/I86613570"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5016698194"],"corresponding_institution_ids":["https://openalex.org/I4210160924","https://openalex.org/I86613570"],"apc_list":null,"apc_paid":null,"fwci":0.776,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.76237205,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10211","display_name":"Computational Drug Discovery Methods","score":0.9932000041007996,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10211","display_name":"Computational Drug Discovery Methods","score":0.9932000041007996,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11667","display_name":"Advanced Chemical Sensor Technologies","score":0.9900000095367432,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.9848999977111816,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.7760183215141296},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6613160967826843},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6356382369995117},{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.6192615032196045},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.5535573959350586},{"id":"https://openalex.org/keywords/hierarchical-organization","display_name":"Hierarchical organization","score":0.4593278765678406},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.45650842785835266},{"id":"https://openalex.org/keywords/stability","display_name":"Stability (learning theory)","score":0.42171043157577515},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3895905315876007},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.0969034731388092}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.7760183215141296},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6613160967826843},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6356382369995117},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.6192615032196045},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.5535573959350586},{"id":"https://openalex.org/C2780217385","wikidata":"https://www.wikidata.org/wiki/Q2389284","display_name":"Hierarchical organization","level":2,"score":0.4593278765678406},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.45650842785835266},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.42171043157577515},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3895905315876007},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0969034731388092},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isads45777.2019.9155892","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isads45777.2019.9155892","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE 14th International Symposium on Autonomous Decentralized System (ISADS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W97681402","https://openalex.org/W1947097685","https://openalex.org/W1965387791","https://openalex.org/W1987951573","https://openalex.org/W1999638425","https://openalex.org/W2026106480","https://openalex.org/W2061933243","https://openalex.org/W2064769840","https://openalex.org/W2084871429","https://openalex.org/W2107113211","https://openalex.org/W2294389621","https://openalex.org/W2402652953","https://openalex.org/W2461822107","https://openalex.org/W2535337563","https://openalex.org/W2591822739","https://openalex.org/W2734610298","https://openalex.org/W2766468197","https://openalex.org/W2897023949","https://openalex.org/W2900916451","https://openalex.org/W2903098796","https://openalex.org/W2907673537","https://openalex.org/W2908286194","https://openalex.org/W4241194895"],"related_works":["https://openalex.org/W2905433371","https://openalex.org/W2888392564","https://openalex.org/W4310278675","https://openalex.org/W4388422664","https://openalex.org/W4390569940","https://openalex.org/W4361193272","https://openalex.org/W2809283485","https://openalex.org/W4293768783","https://openalex.org/W4288347394","https://openalex.org/W2247996358"],"abstract_inverted_index":{"Inspiration":[0],"in":[1,49,65,73,97,102,191],"nature":[2],"has":[3,118],"been":[4,59,70,119],"widely":[5],"explored,":[6],"from":[7],"macro":[8],"to":[9,22,149],"micro-scale.":[10],"Natural":[11],"phenomena":[12],"mainly":[13],"considers":[14],"adaptability,":[15],"optimization,":[16],"robustness,":[17],"organization,":[18],"among":[19],"other":[20],"properties,":[21],"deal":[23],"with":[24,162],"complexity.":[25],"When":[26],"looking":[27],"into":[28],"chemical":[29,56],"phenomena,":[30],"stability":[31],"and":[32,53,79,86,106,152,168,184,188,195],"organization":[33,105,136],"are":[34,200],"two":[35],"properties":[36],"that":[37],"emerge.":[38],"Recently,":[39],"artificial":[40,66,155],"hydrocarbon":[41,156],"networks":[42,157],"(AHN),":[43],"a":[44,62,122,159,176],"supervised":[45],"learning":[46],"method":[47],"inspired":[48],"the":[50,103,114,132,141,179,185],"inner":[51],"structures":[52],"mechanisms":[54,190],"of":[55,95,108,116,134,137,143,154,178,182],"compounds,":[57],"have":[58,69],"proposed":[60,186],"as":[61,121,129,131,158],"data-driven":[63,74,160],"approach":[64],"intelligence.":[67],"AHN":[68,117,183,199],"successfully":[71],"applied":[72],"approaches,":[75],"such":[76],"as:":[77],"regression":[78],"classification":[80],"models,":[81],"control":[82],"systems,":[83],"signal":[84],"processing,":[85],"robotics.":[87],"To":[88],"do":[89],"so,":[90],"molecules":[91],"-the":[92],"basic":[93],"units":[94],"information":[96],"AHN-play":[98],"an":[99],"important":[100],"role":[101],"stability,":[104],"interpretability":[107],"this":[109,146,172],"method.":[110],"Until":[111],"now,":[112],"building":[113],"architecture":[115],"treated":[120],"whole":[123],"entity;":[124],"but":[125],"distributed":[126,166,187],"computing":[127,167],"mechanisms,":[128],"well":[130],"exploitation":[133],"hierarchical":[135,169,189],"molecules,":[138],"can":[139],"enhance":[140],"performance":[142],"AHN.":[144],"Thus,":[145],"paper":[147],"aims":[148],"discuss":[150],"challenges":[151],"trends":[153,197],"method,":[161],"emphasis":[163],"on":[164,198],"packaging,":[165],"properties.":[170],"Throughout":[171],"work,":[173],"it":[174],"presents":[175],"description":[177],"main":[180],"insights":[181],"molecules.":[192],"Potential":[193],"applications":[194],"future":[196],"also":[201],"discussed.":[202]},"counts_by_year":[{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
