AUTOMATING THE DATA ANALYSIS AND MODEL TRAINING PROCESS FOR SUICIDE RATE PREDICTION
DOI:
https://doi.org/10.24867/14BE12StanicKeywords:
TDD, SOLID principles, machine learning, predictive modelAbstract
This paper describes software modules created following the TDD implementation process, respecting the SOLID principles. These modules are intended to automate certain steps towards creating a machine learning model that predicts suicide rates by countries.
References
[1] https://github.com/CodeEatSleepRepeat/Data-Mining/blob/master/izvestaj.pdf (pristupljeno u maju 2021.)
[2] https://www.digite.com/agile/test-driven-development-tdd/ (pristupljeno u maju 2021.)
[3] https://en.wikipedia.org/wiki/SOLID (pristupljeno u maju 2021.)
[4] https://www.analyticsvidhya.com/blog/2021/04/beginners-guide-to-low-variance-filter-and-its-implementation/ (pristupljeno u maju 2021.)
[5] https://towardsdatascience.com/the-mathematics-of-decision-trees-random-forest-and-feature-importance-in-scikit-learn-and-spark-f2861df67e3 (pristupljeno u maju 2021.)
[6] https://heartbeat.fritz.ai/understanding-the-mathematics-behind-principal-component-analysis-efd7c9ff0bb3 (pristupljeno u maju 2021.)
[7] Factor Analysis - Yong, A. G., & Pearce, S. (2013). A beginner’s guide to factor analysis: Focusing on exploratory factor analysis. Tutorials in quantitative methods for psychology, 9(2), 79-94.
[8] https://medium.com/swlh/decision-tree-regression-and-its-mathematical-implementation-58c6e9c5e88e (pristupljeno u maju 2021.)
[9] Seber, G. A., & Lee, A. J. (2012). Linear regression analysis (Vol. 329). John Wiley & Sons.
[10]http://www.imm.dtu.dk/~perbb/MAS/ST116/module0 3/module.pdf (pristupljeno u maju 2021.)
[11] https://towardsdatascience.com/from-linear-regression-to-ridge-regression-the-lasso-and-the-elastic-net-4eaecaf5f7e6 (pristupljeno u maju 2021.)
[12] https://www.youtube.com/watch?v=OtD8wVaFm6E (pristupljeno u maju 2021.)
[13] https://medium.com/@erika.dauria/looking-at-r-squared-721252709098 (pristupljeno u maju 2021.)
[2] https://www.digite.com/agile/test-driven-development-tdd/ (pristupljeno u maju 2021.)
[3] https://en.wikipedia.org/wiki/SOLID (pristupljeno u maju 2021.)
[4] https://www.analyticsvidhya.com/blog/2021/04/beginners-guide-to-low-variance-filter-and-its-implementation/ (pristupljeno u maju 2021.)
[5] https://towardsdatascience.com/the-mathematics-of-decision-trees-random-forest-and-feature-importance-in-scikit-learn-and-spark-f2861df67e3 (pristupljeno u maju 2021.)
[6] https://heartbeat.fritz.ai/understanding-the-mathematics-behind-principal-component-analysis-efd7c9ff0bb3 (pristupljeno u maju 2021.)
[7] Factor Analysis - Yong, A. G., & Pearce, S. (2013). A beginner’s guide to factor analysis: Focusing on exploratory factor analysis. Tutorials in quantitative methods for psychology, 9(2), 79-94.
[8] https://medium.com/swlh/decision-tree-regression-and-its-mathematical-implementation-58c6e9c5e88e (pristupljeno u maju 2021.)
[9] Seber, G. A., & Lee, A. J. (2012). Linear regression analysis (Vol. 329). John Wiley & Sons.
[10]http://www.imm.dtu.dk/~perbb/MAS/ST116/module0 3/module.pdf (pristupljeno u maju 2021.)
[11] https://towardsdatascience.com/from-linear-regression-to-ridge-regression-the-lasso-and-the-elastic-net-4eaecaf5f7e6 (pristupljeno u maju 2021.)
[12] https://www.youtube.com/watch?v=OtD8wVaFm6E (pristupljeno u maju 2021.)
[13] https://medium.com/@erika.dauria/looking-at-r-squared-721252709098 (pristupljeno u maju 2021.)
Downloads
Published
2021-09-07
Issue
Section
Electrotechnical and Computer Engineering
