MA’LUMOTLARNI INTELLEKTUAL TAHLIL QILISHDA CART ALGORITMIDAN FOYDALANISH
Keywords:
Data Mining, yechilmar daraxti, CART, classification, decision tree.Abstract
CART (Classification And Regression Tree) - bu tasniflash va regressiya vazifalari uchun ishlatiladigan yechimlar daraxti algoritmi. Bu ko‘rinmaydigan ma’lumotlarni bashorat qilish uchun belgilangan ma’lumotlardan o‘rganadigan nazorat ostida o‘rganish algoritmidir. CART tugunlar va shoxlardan iborat daraxtga o‘xshash tuzilmani quradi, bu erda tugunlar turli xil qaror nuqtalarini ifodalaydi va filiallar bu qarorlarning mumkin bo‘lgan natijalarini ifodalaydi.
Sinflashtirish va regressiya daraxtlari (CART) algoritmi sinflashtirish va regressiya vazifalari uchun ishlatiladigan yechimlar daraxtini o‘rganishning mashhur usullaridan biri hisoblanadi. Ishda sinflashtirish uchun yechimlar daraxtini yaratishda CART algoritmidan foydalanishning misolini keltirilgan.
References
James, G., Witten, D., Hastie, T., & Tibshirani, R. (2013). An Introduction to Statistical Learning: with Applications in R. Springer Science & Business Media. Chapter 8 of this book provides an accessible introduction to decision trees, including the CART algorithm, with examples in the R programming language.
Lantz, B. (2013). Machine Learning with R. Packt Publishing Ltd.
Chapter 6 of this book provides a practical introduction to the CART algorithm, with examples in the R programming language.
Pedregosa, F., Varoquaux, G., Gramfort, A., Michel, V., Thirion, B., Grisel, O., ... & Vanderplas, J. (2011). Scikit-learn: Machine Learning in Python. Journal of Machine Learning Research, 12, 2825-2830.
This article introduces the scikit-learn library, which includes an implementation of the CART algorithm, with examples in Python.
Raschka, S., & Mirjalili, V. (2017). Python Machine Learning. Packt Publishing Ltd. Chapter 6 of this book provides an introduction to decision tree learning, including the CART algorithm, with examples in Python.
Brownlee, J. (2020). How to Implement the CART Algorithm from Scratch in Python. Machine Learning Mastery.
This online tutorial provides a step-by-step guide for implementing the CART algorithm in Python, with a practical example.
