AUTOMATIZACIJA PROCESA ANALIZE PODATAKA I OBUČAVANJA MODELA ZA PREDIKCIJU STOPE SAMOUBISTAVA
Ključne reči:
TDD, SOLID principi, mašinsko učenje, prediktivni model
Apstrakt
U okviru ovog rada opisani su softverski moduli kreirani TDD procesom razvoja, poštujući SOLID principe. Oni su namenjeni automatizaciji odredjenih koraka ka kreiranju kvalitetnog prediktivnog modela kako bi se rešio problem predikcije stope samoubistava po državama.
Reference
[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]https://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]https://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.)
Objavljeno
2021-09-07
Sekcija
Elektrotehničko i računarsko inženjerstvo
