V V Performance comparison of different prediction models across evaluation metrics.

<p>V V Performance comparison of different prediction models across evaluation metrics.</p>

محفوظ في:
التفاصيل البيبلوغرافية
المؤلف الرئيسي: Wu Huiyong (21743545) (author)
مؤلفون آخرون: Zunlong Wang (22133109) (author)
منشور في: 2025
الموضوعات:
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_version_ 1852017237841412096
author Wu Huiyong (21743545)
author2 Zunlong Wang (22133109)
author2_role author
author_facet Wu Huiyong (21743545)
Zunlong Wang (22133109)
author_role author
dc.creator.none.fl_str_mv Wu Huiyong (21743545)
Zunlong Wang (22133109)
dc.date.none.fl_str_mv 2025-08-27T17:28:38Z
dc.identifier.none.fl_str_mv 10.1371/journal.pone.0330324.g017
dc.relation.none.fl_str_mv https://figshare.com/articles/figure/V_V_Performance_comparison_of_different_prediction_models_across_evaluation_metrics_/29997693
dc.rights.none.fl_str_mv CC BY 4.0
info:eu-repo/semantics/openAccess
dc.subject.none.fl_str_mv Science Policy
Environmental Sciences not elsewhere classified
Biological Sciences not elsewhere classified
Mathematical Sciences not elsewhere classified
Information Systems not elsewhere classified
provides valuable insights
integrates genetic algorithm
global financial markets
experimental results demonstrate
effective modeling strategy
conduct local refinement
capture nonlinear dependencies
perform global search
div >< p
lstm hyperparameter optimization
hybrid prediction model
lstm </ p
search space
lstm model
time series
term patterns
term memory
superior ability
study proposes
rmse ),
research offers
proposed model
predictive accuracy
neural networks
market regulation
investment decision
initial population
increasing complexity
generalization capability
economic planning
critical role
dc.title.none.fl_str_mv V V Performance comparison of different prediction models across evaluation metrics.
dc.type.none.fl_str_mv Image
Figure
info:eu-repo/semantics/publishedVersion
image
description <p>V V Performance comparison of different prediction models across evaluation metrics.</p>
eu_rights_str_mv openAccess
id Manara_c11efab320fc22d856438c39d405667f
identifier_str_mv 10.1371/journal.pone.0330324.g017
network_acronym_str Manara
network_name_str ManaraRepo
oai_identifier_str oai:figshare.com:article/29997693
publishDate 2025
repository.mail.fl_str_mv
repository.name.fl_str_mv
repository_id_str
rights_invalid_str_mv CC BY 4.0
spelling V V Performance comparison of different prediction models across evaluation metrics.Wu Huiyong (21743545)Zunlong Wang (22133109)Science PolicyEnvironmental Sciences not elsewhere classifiedBiological Sciences not elsewhere classifiedMathematical Sciences not elsewhere classifiedInformation Systems not elsewhere classifiedprovides valuable insightsintegrates genetic algorithmglobal financial marketsexperimental results demonstrateeffective modeling strategyconduct local refinementcapture nonlinear dependenciesperform global searchdiv >< plstm hyperparameter optimizationhybrid prediction modellstm </ psearch spacelstm modeltime seriesterm patternsterm memorysuperior abilitystudy proposesrmse ),research offersproposed modelpredictive accuracyneural networksmarket regulationinvestment decisioninitial populationincreasing complexitygeneralization capabilityeconomic planningcritical role<p>V V Performance comparison of different prediction models across evaluation metrics.</p>2025-08-27T17:28:38ZImageFigureinfo:eu-repo/semantics/publishedVersionimage10.1371/journal.pone.0330324.g017https://figshare.com/articles/figure/V_V_Performance_comparison_of_different_prediction_models_across_evaluation_metrics_/29997693CC BY 4.0info:eu-repo/semantics/openAccessoai:figshare.com:article/299976932025-08-27T17:28:38Z
spellingShingle V V Performance comparison of different prediction models across evaluation metrics.
Wu Huiyong (21743545)
Science Policy
Environmental Sciences not elsewhere classified
Biological Sciences not elsewhere classified
Mathematical Sciences not elsewhere classified
Information Systems not elsewhere classified
provides valuable insights
integrates genetic algorithm
global financial markets
experimental results demonstrate
effective modeling strategy
conduct local refinement
capture nonlinear dependencies
perform global search
div >< p
lstm hyperparameter optimization
hybrid prediction model
lstm </ p
search space
lstm model
time series
term patterns
term memory
superior ability
study proposes
rmse ),
research offers
proposed model
predictive accuracy
neural networks
market regulation
investment decision
initial population
increasing complexity
generalization capability
economic planning
critical role
status_str publishedVersion
title V V Performance comparison of different prediction models across evaluation metrics.
title_full V V Performance comparison of different prediction models across evaluation metrics.
title_fullStr V V Performance comparison of different prediction models across evaluation metrics.
title_full_unstemmed V V Performance comparison of different prediction models across evaluation metrics.
title_short V V Performance comparison of different prediction models across evaluation metrics.
title_sort V V Performance comparison of different prediction models across evaluation metrics.
topic Science Policy
Environmental Sciences not elsewhere classified
Biological Sciences not elsewhere classified
Mathematical Sciences not elsewhere classified
Information Systems not elsewhere classified
provides valuable insights
integrates genetic algorithm
global financial markets
experimental results demonstrate
effective modeling strategy
conduct local refinement
capture nonlinear dependencies
perform global search
div >< p
lstm hyperparameter optimization
hybrid prediction model
lstm </ p
search space
lstm model
time series
term patterns
term memory
superior ability
study proposes
rmse ),
research offers
proposed model
predictive accuracy
neural networks
market regulation
investment decision
initial population
increasing complexity
generalization capability
economic planning
critical role