{"id":"https://openalex.org/W4407809567","doi":"https://doi.org/10.3233/978-1-61499-720-7-231","title":"An Application of Neural Network in Method for Use Case Based Effort Estimation","display_name":"An Application of Neural Network in Method for Use Case Based Effort Estimation","publication_year":2017,"publication_date":"2017-01-01","ids":{"openalex":"https://openalex.org/W4407809567","doi":"https://doi.org/10.3233/978-1-61499-720-7-231"},"language":"en","primary_location":{"id":"doi:10.3233/978-1-61499-720-7-231","is_oa":false,"landing_page_url":"https://doi.org/10.3233/978-1-61499-720-7-231","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","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/A5116343801","display_name":"Scaron trba Radoslav","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Štrba Radoslav","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116343803","display_name":"Scaron tolfa Svatopluk","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Štolfa Svatopluk","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116343802","display_name":"Scaron tolfa Jakub","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Štolfa Jakub","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116362468","display_name":"Vondr aacute k Ivo","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Vondrák Ivo","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5116343547","display_name":"Sn aacute scaron el V aacute clav","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Snášel Václav","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5116343801"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.65188633,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.27900001406669617,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.27900001406669617,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"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/artificial-neural-network","display_name":"Artificial neural network","score":0.7374044060707092},{"id":"https://openalex.org/keywords/estimation","display_name":"Estimation","score":0.7318668961524963},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5809054374694824},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.42991921305656433},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3599002957344055},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1829908788204193},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.06855937838554382}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.7374044060707092},{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.7318668961524963},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5809054374694824},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42991921305656433},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3599002957344055},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1829908788204193},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.06855937838554382}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/978-1-61499-720-7-231","is_oa":false,"landing_page_url":"https://doi.org/10.3233/978-1-61499-720-7-231","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474"],"abstract_inverted_index":{"Effort":[0],"overruns":[1],"is":[2,11,27],"common":[3],"problem":[4],"in":[5,55,64],"software":[6],"development.":[7],"Our":[8],"main":[9],"intention":[10],"to":[12,28],"support":[13],"estimation":[14],"by":[15],"method":[16],"for":[17,36],"classification":[18,40,71],"of":[19,24,31],"use":[20],"cases.":[21],"The":[22],"goal":[23],"this":[25],"paper":[26],"evaluate":[29],"usage":[30],"the":[32,37,46,56,65,69],"feed-forward":[33,47],"neural":[34,48],"network":[35,49],"Use":[38],"Case":[39],"purposes.":[41],"Experimental":[42],"results":[43],"show":[44],"that":[45],"classifier,":[50],"using":[51],"softmax":[52],"activation":[53,62],"function":[54,63],"output":[57],"layer":[58],"and":[59],"hyperbolic":[60],"tangent":[61],"hidden":[66],"layer,":[67],"offers":[68],"best":[70],"performance.":[72]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}