{"id":"https://openalex.org/W2944263397","doi":"https://doi.org/10.1109/is.2018.8710559","title":"Implementation of Robo-Advisors Using Neural Networks for Different Risk Attitude Investment Decisions","display_name":"Implementation of Robo-Advisors Using Neural Networks for Different Risk Attitude Investment Decisions","publication_year":2018,"publication_date":"2018-09-01","ids":{"openalex":"https://openalex.org/W2944263397","doi":"https://doi.org/10.1109/is.2018.8710559","mag":"2944263397"},"language":"en","primary_location":{"id":"doi:10.1109/is.2018.8710559","is_oa":false,"landing_page_url":"https://doi.org/10.1109/is.2018.8710559","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 International Conference on Intelligent Systems (IS)","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/A5054377737","display_name":"Oleksandr Snihovyi","orcid":"https://orcid.org/0000-0002-9547-3585"},"institutions":[{"id":"https://openalex.org/I882086214","display_name":"Kherson State University","ror":"https://ror.org/04cbe1f31","country_code":"UA","type":"education","lineage":["https://openalex.org/I882086214"]}],"countries":["UA"],"is_corresponding":true,"raw_author_name":"Oleksandr Snihovyi","raw_affiliation_strings":["Department of Computer Science, Kherson State University, Kherson, Ukraine"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Kherson State University, Kherson, Ukraine","institution_ids":["https://openalex.org/I882086214"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009058062","display_name":"Oleksii Ivanov","orcid":"https://orcid.org/0000-0003-3824-3377"},"institutions":[{"id":"https://openalex.org/I882086214","display_name":"Kherson State University","ror":"https://ror.org/04cbe1f31","country_code":"UA","type":"education","lineage":["https://openalex.org/I882086214"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Oleksyi Ivanov","raw_affiliation_strings":["Department of Computer Science, Kherson State University, Kherson, Ukraine"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Kherson State University, Kherson, Ukraine","institution_ids":["https://openalex.org/I882086214"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089990103","display_name":"Vitaliy Kobets","orcid":"https://orcid.org/0000-0002-4386-4103"},"institutions":[{"id":"https://openalex.org/I882086214","display_name":"Kherson State University","ror":"https://ror.org/04cbe1f31","country_code":"UA","type":"education","lineage":["https://openalex.org/I882086214"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Vitaliy Kobets","raw_affiliation_strings":["Department of Computer Science, Kherson State University, Kherson, Ukraine"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Kherson State University, Kherson, Ukraine","institution_ids":["https://openalex.org/I882086214"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5054377737"],"corresponding_institution_ids":["https://openalex.org/I882086214"],"apc_list":null,"apc_paid":null,"fwci":1.0587,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.81063877,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"332","last_page":"336"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10047","display_name":"Financial Markets and Investment Strategies","score":0.9929999709129333,"subfield":{"id":"https://openalex.org/subfields/2003","display_name":"Finance"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11059","display_name":"Market Dynamics and Volatility","score":0.9800000190734863,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/cryptocurrency","display_name":"Cryptocurrency","score":0.7439246773719788},{"id":"https://openalex.org/keywords/investment","display_name":"Investment (military)","score":0.7321258187294006},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5893747806549072},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5718784332275391},{"id":"https://openalex.org/keywords/plan","display_name":"Plan (archaeology)","score":0.5510953068733215},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.397262305021286},{"id":"https://openalex.org/keywords/finance","display_name":"Finance","score":0.38363906741142273},{"id":"https://openalex.org/keywords/actuarial-science","display_name":"Actuarial science","score":0.3372843265533447},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.3211786150932312},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.2180500328540802}],"concepts":[{"id":"https://openalex.org/C180706569","wikidata":"https://www.wikidata.org/wiki/Q13479982","display_name":"Cryptocurrency","level":2,"score":0.7439246773719788},{"id":"https://openalex.org/C27548731","wikidata":"https://www.wikidata.org/wiki/Q88272","display_name":"Investment (military)","level":3,"score":0.7321258187294006},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5893747806549072},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5718784332275391},{"id":"https://openalex.org/C2776505523","wikidata":"https://www.wikidata.org/wiki/Q4785468","display_name":"Plan (archaeology)","level":2,"score":0.5510953068733215},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.397262305021286},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.38363906741142273},{"id":"https://openalex.org/C162118730","wikidata":"https://www.wikidata.org/wiki/Q1128453","display_name":"Actuarial science","level":1,"score":0.3372843265533447},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.3211786150932312},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.2180500328540802},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"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/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"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/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/is.2018.8710559","is_oa":false,"landing_page_url":"https://doi.org/10.1109/is.2018.8710559","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 International Conference on Intelligent Systems (IS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/17","score":0.47999998927116394,"display_name":"Partnerships for the goals"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W2218914098","https://openalex.org/W2396338152","https://openalex.org/W2492957416","https://openalex.org/W2513607014","https://openalex.org/W2579511336","https://openalex.org/W2593701215","https://openalex.org/W2785317601","https://openalex.org/W2918921092","https://openalex.org/W6732516396","https://openalex.org/W6733992787","https://openalex.org/W6760141426"],"related_works":["https://openalex.org/W4366411693","https://openalex.org/W3211641817","https://openalex.org/W3164717803","https://openalex.org/W4389915954","https://openalex.org/W3123387860","https://openalex.org/W4291291739","https://openalex.org/W2915579847","https://openalex.org/W3110645133","https://openalex.org/W4321377877","https://openalex.org/W4394604524"],"abstract_inverted_index":{"This":[0],"paper":[1],"is":[2,17,30],"a":[3,24,31,71],"sequel":[4],"to":[5,10,18,49],"our":[6],"previous":[7],"works":[8],"related":[9],"Robo-advisors":[11],"and":[12,74,100],"cryptocurrencies.":[13],"Our":[14],"goal":[15],"now":[16],"build":[19,50],"two":[20],"application":[21],"modules":[22],"for":[23,54,70,92,97,103],"single":[25],"Robo-advisor.":[26],"The":[27,43,64],"first":[28],"module":[29,45,66],"Long":[32],"short-term":[33],"memory":[34],"(LSTM)":[35],"neural":[36,75],"network":[37],"which":[38],"forecasts":[39],"cryptocurrencies":[40,56,86],"prices":[41],"daily.":[42],"second":[44],"uses":[46],"Robo-advising":[47],"approach":[48],"an":[51],"investment":[52,62],"plan":[53],"novice":[55],"investors":[57,99],"with":[58],"different":[59],"risk":[60],"attitude":[61],"decisions.":[63],"third":[65],"does":[67],"ETL":[68],"(Extract-Transform-Load)":[69],"statistics":[72],"dataset":[73],"networks":[76],"models.":[77],"Results":[78],"of":[79],"the":[80],"investigation":[81],"show":[82],"that":[83],"investing":[84],"in":[85],"can":[87],"give":[88],"23.7%":[89],"per":[90,95],"year":[91,96],"risk-averse,":[93],"31.8%":[94],"risk-seeking":[98],"16.5%":[101],"annually":[102],"riskneutral":[104],"investors.":[105]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}