{"id":"https://openalex.org/W3147683628","doi":"https://doi.org/10.1007/978-3-030-72699-7_32","title":"Deep Optimisation: Multi-scale Evolution by Inducing and Searching in Deep Representations","display_name":"Deep Optimisation: Multi-scale Evolution by Inducing and Searching in Deep Representations","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3147683628","doi":"https://doi.org/10.1007/978-3-030-72699-7_32","mag":"3147683628"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-72699-7_32","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-72699-7_32","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","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/A5016916851","display_name":"Jamie M. Caldwell","orcid":"https://orcid.org/0000-0002-6531-2289"},"institutions":[{"id":"https://openalex.org/I43439940","display_name":"University of Southampton","ror":"https://ror.org/01ryk1543","country_code":"GB","type":"education","lineage":["https://openalex.org/I43439940"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Jamie Caldwell","raw_affiliation_strings":["Agents, Interaction and Complexity (AIC) Research Group, Southampton University, Southampton, SO17 1BJ, UK"],"affiliations":[{"raw_affiliation_string":"Agents, Interaction and Complexity (AIC) Research Group, Southampton University, Southampton, SO17 1BJ, UK","institution_ids":["https://openalex.org/I43439940"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102858903","display_name":"Joshua Knowles","orcid":"https://orcid.org/0000-0001-8112-6112"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Joshua Knowles","raw_affiliation_strings":["Invenia Labs, Cambridge, CB2 1AW, UK"],"affiliations":[{"raw_affiliation_string":"Invenia Labs, Cambridge, CB2 1AW, UK","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077710357","display_name":"Christoph Thies","orcid":"https://orcid.org/0000-0002-3894-4993"},"institutions":[{"id":"https://openalex.org/I43439940","display_name":"University of Southampton","ror":"https://ror.org/01ryk1543","country_code":"GB","type":"education","lineage":["https://openalex.org/I43439940"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Christoph Thies","raw_affiliation_strings":["Agents, Interaction and Complexity (AIC) Research Group, Southampton University, Southampton, SO17 1BJ, UK"],"affiliations":[{"raw_affiliation_string":"Agents, Interaction and Complexity (AIC) Research Group, Southampton University, Southampton, SO17 1BJ, UK","institution_ids":["https://openalex.org/I43439940"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071682327","display_name":"Filip Kubacki","orcid":null},"institutions":[{"id":"https://openalex.org/I43439940","display_name":"University of Southampton","ror":"https://ror.org/01ryk1543","country_code":"GB","type":"education","lineage":["https://openalex.org/I43439940"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Filip Kubacki","raw_affiliation_strings":["Agents, Interaction and Complexity (AIC) Research Group, Southampton University, Southampton, SO17 1BJ, UK"],"affiliations":[{"raw_affiliation_string":"Agents, Interaction and Complexity (AIC) Research Group, Southampton University, Southampton, SO17 1BJ, UK","institution_ids":["https://openalex.org/I43439940"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082699760","display_name":"Richard A. Watson","orcid":"https://orcid.org/0000-0002-2521-8255"},"institutions":[{"id":"https://openalex.org/I43439940","display_name":"University of Southampton","ror":"https://ror.org/01ryk1543","country_code":"GB","type":"education","lineage":["https://openalex.org/I43439940"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Richard Watson","raw_affiliation_strings":["Agents, Interaction and Complexity (AIC) Research Group, Southampton University, Southampton, SO17 1BJ, UK"],"affiliations":[{"raw_affiliation_string":"Agents, Interaction and Complexity (AIC) Research Group, Southampton University, Southampton, SO17 1BJ, UK","institution_ids":["https://openalex.org/I43439940"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5016916851"],"corresponding_institution_ids":["https://openalex.org/I43439940"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":1.7926,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.86320391,"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":"506","last_page":"521"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9988999962806702,"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"}},"topics":[{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9988999962806702,"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"}},{"id":"https://openalex.org/T11574","display_name":"Artificial Intelligence in Games","score":0.9943000078201294,"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"}},{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9930999875068665,"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/evolvability","display_name":"Evolvability","score":0.8065990805625916},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7202010750770569},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6452488899230957},{"id":"https://openalex.org/keywords/knapsack-problem","display_name":"Knapsack problem","score":0.5821222066879272},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.5733581185340881},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5218231081962585},{"id":"https://openalex.org/keywords/variation","display_name":"Variation (astronomy)","score":0.5156987309455872},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5029670596122742},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.4935206174850464},{"id":"https://openalex.org/keywords/evolutionary-computation","display_name":"Evolutionary computation","score":0.4714525640010834},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4597592055797577},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.4448275864124298},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.43967074155807495},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40491044521331787},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.37112748622894287},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.184421569108963}],"concepts":[{"id":"https://openalex.org/C176147130","wikidata":"https://www.wikidata.org/wiki/Q909622","display_name":"Evolvability","level":2,"score":0.8065990805625916},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7202010750770569},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6452488899230957},{"id":"https://openalex.org/C113138325","wikidata":"https://www.wikidata.org/wiki/Q864457","display_name":"Knapsack problem","level":2,"score":0.5821222066879272},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.5733581185340881},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5218231081962585},{"id":"https://openalex.org/C2778334786","wikidata":"https://www.wikidata.org/wiki/Q1586270","display_name":"Variation (astronomy)","level":2,"score":0.5156987309455872},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5029670596122742},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.4935206174850464},{"id":"https://openalex.org/C105902424","wikidata":"https://www.wikidata.org/wiki/Q1197129","display_name":"Evolutionary computation","level":2,"score":0.4714525640010834},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4597592055797577},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.4448275864124298},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.43967074155807495},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40491044521331787},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.37112748622894287},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.184421569108963},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C44870925","wikidata":"https://www.wikidata.org/wiki/Q37547","display_name":"Astrophysics","level":1,"score":0.0},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1007/978-3-030-72699-7_32","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-72699-7_32","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:eprints.soton.ac.uk:468234","is_oa":false,"landing_page_url":"http://doi.org/10.1007/978-3-030-72699-7_32>).","pdf_url":null,"source":{"id":"https://openalex.org/S4306401019","display_name":"ePrints Soton (University of Southampton)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I43439940","host_organization_name":"University of Southampton","host_organization_lineage":["https://openalex.org/I43439940"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"},{"id":"pmh:oai:pure.atira.dk:openaire_cris_publications/63f81f81-4651-410b-8fdc-ef51ab66e591","is_oa":false,"landing_page_url":"https://research.birmingham.ac.uk/en/publications/63f81f81-4651-410b-8fdc-ef51ab66e591","pdf_url":null,"source":{"id":"https://openalex.org/S4306402634","display_name":"University of Birmingham Research Portal (University of Birmingham)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79619799","host_organization_name":"University of Birmingham","host_organization_lineage":["https://openalex.org/I79619799"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Caldwell, J, Knowles, J, Thies, C, Kubacki, F & Watson, R 2021, Deep optimisation : multi-scale evolution by inducing and searching in deep representations. in P A Castillo & J L Jim\u00e9nez Laredo (eds), Applications of Evolutionary Computation : 24th International Conference, EvoApplications 2021, Held as Part of EvoStar 2021, Virtual Event, April 7\u20139, 2021, Proceedings. 1 edn, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 12694 LNCS, Springer, pp. 506-521, 24th International Conference on the Applications of Evolutionary Computation, EvoApplications 2021 held as Part of EvoStar 2021, Virtual, Online, 7/04/21. https://doi.org/10.1007/978-3-030-72699-7_32","raw_type":"contributionToPeriodical"},{"id":"pmh:oai:pure.atira.dk:openaire_cris_publications/bc534512-2710-49ea-8af6-0c819433e36a","is_oa":false,"landing_page_url":"https://research.manchester.ac.uk/en/publications/bc534512-2710-49ea-8af6-0c819433e36a","pdf_url":null,"source":{"id":"https://openalex.org/S4306400662","display_name":"Research Explorer (The University of Manchester)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I28407311","host_organization_name":"University of Manchester","host_organization_lineage":["https://openalex.org/I28407311"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Caldwell, J, Knowles, J, Thies, C & Kubacki, F 2021, Deep Optimisation : Multi-scale Evolution by Inducing and Searching in Deep Representations. in P A Castillo & J L Jim\u00e9nez Laredo (eds), Applications of Evolutionary Computation - 24th International Conference, EvoApplications 2021, Held as Part of EvoStar 2021, Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 12694 LNCS, Springer Nature, pp. 506-521, 24th International Conference on the Applications of Evolutionary Computation, EvoApplications 2021 held as Part of EvoStar 2021, Virtual, Online, 7/04/21. https://doi.org/10.1007/978-3-030-72699-7_32","raw_type":"contributionToPeriodical"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W1524657756","https://openalex.org/W1586409345","https://openalex.org/W1597286183","https://openalex.org/W1597878669","https://openalex.org/W1871083578","https://openalex.org/W1944971855","https://openalex.org/W1986254541","https://openalex.org/W2002321414","https://openalex.org/W2013437272","https://openalex.org/W2068887094","https://openalex.org/W2071213669","https://openalex.org/W2099227811","https://openalex.org/W2102021818","https://openalex.org/W2159314501","https://openalex.org/W2160332754","https://openalex.org/W2216829287","https://openalex.org/W2232834753","https://openalex.org/W2338548332","https://openalex.org/W2610998434","https://openalex.org/W2735082404","https://openalex.org/W2951430899","https://openalex.org/W2971799085","https://openalex.org/W3009304813","https://openalex.org/W3140119090","https://openalex.org/W3170112077","https://openalex.org/W3204089767","https://openalex.org/W4285719527","https://openalex.org/W6629007001"],"related_works":["https://openalex.org/W2888641532","https://openalex.org/W3103982436","https://openalex.org/W4297582752","https://openalex.org/W4285805405","https://openalex.org/W2391924736","https://openalex.org/W3133779647","https://openalex.org/W1560122427","https://openalex.org/W1993493607","https://openalex.org/W2021957875","https://openalex.org/W2802808995"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
