Optimizing Financial Data Analysis: A Comparative Study of Preprocessing Techniques for Regression Modeling of Apple Inc.'s Net Income and Stock Prices
Author
Abstract
Suggested Citation
Download full text from publisher
Other versions of this item:
- Ungar Kevin & Oprean-Stan Camelia, 2025. "Optimizing Financial Data Analysis: A Comparative Study of Preprocessing Techniques for Regression Modeling of Apple Inc.’S Net Income and Stock Prices," Studia Universitatis „Vasile Goldis” Arad – Economics Series, Sciendo, vol. 35(1), pages 49-82.
References listed on IDEAS
- Jianhong Guo & Che-Jung Chang & Yingyi Huang & Xiaotian Zhang & Andrea Murari, 2022. "An Aggregating Prediction Model for Management Decision Analysis," Complexity, Hindawi, vol. 2022, pages 1-7, May.
- Andreas Lanz & Gregor Reich & Ole Wilms, 2022. "Adaptive grids for the estimation of dynamic models," Quantitative Marketing and Economics (QME), Springer, vol. 20(2), pages 179-238, June.
- Esra’a Alshdaifat & Doa’a Alshdaifat & Ayoub Alsarhan & Fairouz Hussein & Subhieh Moh’d Faraj S. El-Salhi, 2021. "The Effect of Preprocessing Techniques, Applied to Numeric Features, on Classification Algorithms’ Performance," Data, MDPI, vol. 6(2), pages 1-23, January.
- Vasile Brătian & Ana-Maria Acu & Camelia Oprean-Stan & Emil Dinga & Gabriela-Mariana Ionescu, 2021. "Efficient or Fractal Market Hypothesis? A Stock Indexes Modelling Using Geometric Brownian Motion and Geometric Fractional Brownian Motion," Mathematics, MDPI, vol. 9(22), pages 1-20, November.
- Gründler, Klaus & Krieger, Tommy, 2022. "Should we care (more) about data aggregation?," European Economic Review, Elsevier, vol. 142(C).
Most related items
These are the items that most often cite the same works as this one and are cited by the same works as this one.- Borisova, Ekaterina & Gründler, Klaus & Hackenberger, Armin & Harter, Anina & Potrafke, Niklas & Schoors, Koen, 2023.
"Crisis experience and the deep roots of COVID-19 vaccination preferences,"
European Economic Review, Elsevier, vol. 160(C).
- Ekaterina Borisova & Klaus Gründler & Armin Hackenberger & Anina Harter & Niklas Potrafke & Koen Schoors, 2023. "Crisis Experience and the Deep Roots of Covid-19 Vaccination Preferences," CESifo Working Paper Series 10348, CESifo.
- Ekaterina Borisova & Klaus Gründler & Armin Hackenberger & Anina Harter & Niklas Potrafke & Koen Schoors, 2023. "Crisis experience and the deep roots of COVID-19 vaccination preferences," Post-Print hal-04272149, HAL.
- Sutirtha Bagchi & Matthew J. Fagerstrom, 2023.
"Wealth inequality and democracy,"
Public Choice, Springer, vol. 197(1), pages 89-136, October.
- Sutirtha Bagchi & Matthew J. Fagerstrom, 2022. "Wealth Inequality and Democracy," Villanova School of Business Department of Economics and Statistics Working Paper Series 57, Villanova School of Business Department of Economics and Statistics.
- Samuka Mohanty & Rajashree Dash, 2023. "A New Dual Normalization for Enhancing the Bitcoin Pricing Capability of an Optimized Low Complexity Neural Net with TOPSIS Evaluation," Mathematics, MDPI, vol. 11(5), pages 1-28, February.
- Lars Pelke, 2023. "Reanalysing the link between democracy and economic development," International Area Studies Review, Center for International Area Studies, Hankuk University of Foreign Studies, vol. 26(4), pages 361-383, December.
- Krieger, Tommy, 2022. "Democracy and the quality of economic institutions: Theory and evidence," ZEW Discussion Papers 22-032, ZEW - Leibniz Centre for European Economic Research.
- repec:zbw:vfsc24:302413 is not listed on IDEAS
- Tommy Krieger, 2022. "Democracy and the quality of economic institutions: theory and evidence," Public Choice, Springer, vol. 192(3), pages 357-376, September.
- Fairouz Hussein & Ayat Al-Ahmad & Subhieh El-Salhi & Esra’a Alshdaifat & Mo’taz Al-Hami, 2022. "Advances in Contextual Action Recognition: Automatic Cheating Detection Using Machine Learning Techniques," Data, MDPI, vol. 7(9), pages 1-13, August.
- Sima, Di & Huang, Fali, 2023. "Is democracy good for growth? — Development at political transition time matters," European Journal of Political Economy, Elsevier, vol. 78(C).
- Celico, Andrea & Rode, Martin & Rodriguez-Carreño, Ignacio, 2024. "Will the real populists please stand up? A machine learning index of party populism," European Journal of Political Economy, Elsevier, vol. 82(C).
- Tommy Krieger, 2022. "Elites and Health Infrastructure Improvements in Industrializing Regimes," CESifo Working Paper Series 9808, CESifo.
- Krieger, Tommy, 2022. "Measuring democracy," ZEW Discussion Papers 22-063, ZEW - Leibniz Centre for European Economic Research.
More about this item
JEL classification:
- G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading
- G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
- C45 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Neural Networks and Related Topics
- G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill
NEP fields
This paper has been announced in the following NEP Reports:- NEP-INV-2025-02-03 (Investment)
Statistics
Access and download statisticsCorrections
All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:arx:papers:2501.06587. See general information about how to correct material in RePEc.
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: arXiv administrators (email available below). General contact details of provider: http://arxiv.org/ .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.