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Quantiles-in-Non-parametric-Regression

(Local Constant Estimators)

This is an Under Graduate Project I did at IITK.

The project is aimed at exploring two local constant estimators for non-parametric regression namely Nadaraya Watson estimator and Local Constant Quantile estimator . The main aim of the project is to do empirical comparison of the two methods on a simulated data set.

The project is divided into 3 main parts:

  1. Parametric v/s Non-parametric approach
  2. Choice of Bandwidth
  3. Empirical Comparison b/w the two local constant estimators

The relevant books have been attached.

Codes and Graphs are present in respective folders.

Project Report -> final_report_UGP.pdf