{"id":"https://openalex.org/W7161819829","doi":"https://doi.org/10.1007/978-3-032-21660-1_6","title":"A Privacy-Preserving, Stability-Aware GAN\u2013LSTM Framework for Multi-objective Financial Time Series Forecasting","display_name":"A Privacy-Preserving, Stability-Aware GAN\u2013LSTM Framework for Multi-objective Financial Time Series Forecasting","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7161819829","doi":"https://doi.org/10.1007/978-3-032-21660-1_6"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-032-21660-1_6","doi":"https://doi.org/10.1007/978-3-032-21660-1_6","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-21660-1_6","pdf_url":null,"source":{"id":"https://openalex.org/S4210177878","display_name":"Proceedings in engineering mechanics","issn_l":"2731-0221","issn":["2731-0221","2731-023X"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings in Engineering Mechanics","raw_type":"book-chapter"},"volume":{"id":"https://openalex.org/W7161800338","display_name":"2nd International Conference on Innovative, Sustainable Materials and Technologies"},"type":"conference-paper","is_traditional":true,"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/A5121536102","display_name":"Anjaneyulu Gudla","orcid":"https://orcid.org/0009-0008-8916-4031","observed_orcids":["https://orcid.org/0009-0008-8916-4031"]},"institutions":[{"id":"https://openalex.org/I4405263155","display_name":"SR University","ror":"https://ror.org/039t32v17","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405263155"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Gudla Anjaneyulu","raw_affiliation_strings":["School of Computer Science & Artificial Intelligence, SR University, Warangal, Telangana, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science & Artificial Intelligence, SR University, Warangal, Telangana, India","institution_ids":["https://openalex.org/I4405263155"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062450633","display_name":"Pappula Praveen","orcid":"https://orcid.org/0000-0002-2967-8435","observed_orcids":["https://orcid.org/0000-0002-2967-8435"]},"institutions":[{"id":"https://openalex.org/I4405263155","display_name":"SR University","ror":"https://ror.org/039t32v17","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405263155"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Pappula Praveen","raw_affiliation_strings":["School of Computer Science & Artificial Intelligence, SR University, Warangal, Telangana, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science & Artificial Intelligence, SR University, Warangal, Telangana, India","institution_ids":["https://openalex.org/I4405263155"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4405263155"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"121","last_page":"140"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":1.0,"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":1.0,"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.0,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11918","display_name":"Forecasting Techniques and Applications","score":0.0,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/financial-time-series-forecasting","display_name":"financial time series forecasting","score":0.9750000238418579},{"id":"https://openalex.org/keywords/differential-privacy","display_name":"differential privacy","score":0.8939999938011169},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"multi-objective optimization","score":0.7279999852180481},{"id":"https://openalex.org/keywords/prediction-stability","display_name":"prediction stability","score":0.7369999885559082},{"id":"https://openalex.org/keywords/volatility","display_name":"volatility","score":0.47600001096725464},{"id":"https://openalex.org/keywords/synthetic-data-generation","display_name":"synthetic data generation","score":0.8140000104904175},{"id":"https://openalex.org/keywords/stock-price-prediction","display_name":"stock price prediction","score":0.6610000133514404},{"id":"https://openalex.org/keywords/macroeconomic-indicators","display_name":"macroeconomic indicators","score":0.9409999847412109},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"sentiment analysis","score":0.6840000152587891},{"id":"https://openalex.org/keywords/adversarial-robustness","display_name":"adversarial robustness","score":0.7419999837875366},{"id":"https://openalex.org/keywords/shap","display_name":"SHAP","score":0.9520000219345093},{"id":"https://openalex.org/keywords/hybrid-loss-function","display_name":"hybrid loss function","score":0.6179999709129333}],"concepts":[{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.5293999910354614},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4650999903678894},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.4634999930858612},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.4553999900817871},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.4503999948501587},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.37880000472068787},{"id":"https://openalex.org/C162118730","wikidata":"https://www.wikidata.org/wiki/Q1128453","display_name":"Actuarial science","level":1,"score":0.32440000772476196},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.30410000681877136},{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.29750001430511475},{"id":"https://openalex.org/C163068380","wikidata":"https://www.wikidata.org/wiki/Q3409313","display_name":"Economic forecasting","level":2,"score":0.2872999906539917},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.2736000120639801},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2689000070095062},{"id":"https://openalex.org/C193809577","wikidata":"https://www.wikidata.org/wiki/Q3409300","display_name":"Demand forecasting","level":2,"score":0.2572999894618988},{"id":"https://openalex.org/C27548731","wikidata":"https://www.wikidata.org/wiki/Q88272","display_name":"Investment (military)","level":3,"score":0.2556000053882599},{"id":"https://openalex.org/C19244329","wikidata":"https://www.wikidata.org/wiki/Q208697","display_name":"Financial market","level":2,"score":0.2531000077724457}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-032-21660-1_6","doi":"https://doi.org/10.1007/978-3-032-21660-1_6","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-21660-1_6","pdf_url":null,"source":{"id":"https://openalex.org/S4210177878","display_name":"Proceedings in engineering mechanics","issn_l":"2731-0221","issn":["2731-0221","2731-023X"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings in Engineering Mechanics","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2064675550","https://openalex.org/W2559110679","https://openalex.org/W2622068151","https://openalex.org/W3024761859","https://openalex.org/W3180212133","https://openalex.org/W4280588649","https://openalex.org/W4385069050","https://openalex.org/W4390630144","https://openalex.org/W4391424621","https://openalex.org/W4402469109","https://openalex.org/W4402626791","https://openalex.org/W4407266090","https://openalex.org/W4409349756","https://openalex.org/W4409371312","https://openalex.org/W4411147508"],"related_works":["https://openalex.org/W7154988689","https://openalex.org/W4416457646","https://openalex.org/W7167818327","https://openalex.org/W4226251803","https://openalex.org/W4285291056","https://openalex.org/W4391402146","https://openalex.org/W4417509387","https://openalex.org/W4408017973","https://openalex.org/W7129529949","https://openalex.org/W7167081837"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2026-05-21T00:00:00"}
