Stock exchange trading using grid pattern optimized by a genetic algorithm with speciation : the case of S&P 500 / / Tiago Martins, Rui Neves

• Record Nr.: UNINA9910491030403321
• Autore: Martins Tiago
• Pubbl/distr/stampa: Cham, Switzerland : , : Springer, , [2021]; ©2021
• ISBN: 3-030-76680-2
• Descrizione fisica: 1 online resource (79 pages)
• Collana: SpringerBriefs in Applied Sciences and Technology
• Disciplina: 006.3
• Soggetti: Computational intelligence; Financial engineering
• Lingua di pubblicazione: Inglese
• Formato: Materiale a stampa
• Livello bibliografico: Monografia
• Nota di contenuto: Intro -- Preface -- Contents -- Acronyms -- List of Figures -- List of Tables -- 1 Introduction -- 1.1 Background -- 1.2 Proposed Solution -- 1.3 Main Contribution -- 1.4 Outline -- References -- 2 Related Work -- 2.1 Financial Portfolio and Portfolio Optimization -- 2.2 Stock Market Analysis -- 2.2.1 Technical Indicators -- 2.3 Optimization Techniques -- 2.3.1 Genetic Algorithms -- 2.3.2 Artificial Neural Networks -- 2.3.3 NeuroEvolution -- 2.3.4 NeuroEvolution of Augmenting Topologies -- 2.3.5 Speciation -- 2.4 Pattern Detection -- 2.4.1 Chart Patterns -- 2.4.2 Detection of Perceptually Important Points -- 2.4.3 Application of Templates -- 2.4.4 Application of Rules -- 2.5 Chapter Conclusion -- References -- 3 Architecture -- 3.1 System's Architecture -- 3.2 User Interface -- 3.3 Financial Data -- 3.4 Data Flow and Data Processing -- 3.5 Trading Algorithm -- 3.5.1 Pattern Detection -- 3.5.2 API for Genetic Algorithm -- 3.5.3 Genetic Algorithm and Speciation -- 3.5.4 System Optimizations -- 3.6 Chapter Conclusion -- References -- 4 Evaluation -- 4.1 Tests Scenarios and Objectives -- 4.2 General Setup -- 4.3 Test Scenario 1-FSGW Versus TSAG -- 4.3.1 Parameter Specification -- 4.3.2 Performance Measures -- 4.3.3 Discussion of Results and Illustrative Examples -- 4.4 Test Scenario 2-FSGW with Market Exiting Parameters Depending ... -- 4.4.1 Parameter Specification -- 4.4.2 Performance Measures -- 4.4.3 ; Discussion of Results and Illustrative Examples -- 4.5 Test Scenario 3-FSGW Using Speciation in GA Versus ... -- 4.5.1 Parameter Specification -- 4.5.2 Performance Measures -- 4.5.3 Discussion of Results and Illustrative Examples -- 4.6 Overall Analysis -- 4.7 Chapter Conclusion -- Reference -- 5 Conclusions and Future Work -- 5.1 Summary and Achievements -- 5.2 Future Work.