dont reject the questions give the steps by steps Given the test example \( x = 5 \), please answer the following questions:a) Assume that the likelihood function of each category has a certain parametric form. Specifically, we have \( p(x \mid \omega_1) \sim N(\mu_1, \sigma_1^2) \) and \( p(x \mid \omega_2) \sim N(\mu_2, \sigma_2^2) \). Which category should we decide on \( x \) when maximum-likelihood estimation is employed to make the prediction?b) Following the above assumption, suppose we further know that \( \sigma_1 = 2 \), The text presents a problem involving Bayesian estimation and Parzen windows as follows:Given:- \(\sigma^2 = 1\),- \(\mu_1 \sim N(0,1)\),- \(\mu_2 \sim N(2,1)\).**Question:**Which category should we decide on \(x\) when Bayesian estimation is employed to make the prediction?**Part c:**Assume that the likelihood function of each category doesn’t have any parametric form. Furthermore, the window function for either category takes the form of \(N(0, 1)\), while the window width for \(\omega_1\) and \(\omega_2\) is 2 and 5 respectively. Which category should we decide on \(x\) when Parzen windows is employed to make the prediction?(Note: No graphs or diagrams were present in the image.)

In the statistical classification and pattern recognition, various estimation and prediction…

a) Assume that the likelihood function of each category has certain parametric form. Specifically, we have P(xwi)N, 07) and p(x₂)~ N(₂, 2). Which category should we decide on when maximum-likelihood estimation is employed to make the prediction? b) Following the above assumption, suppose we further know that σ₁ = 2,

a) Assume that the likelihood function of each category has certain parametric form. Specifically, we have P(xwi)N, 07) and p(x₂)~ N(₂, 2). Which category should we decide on when maximum-likelihood estimation is employed to make the prediction? b) Following the above assumption, suppose we further know that σ₁ = 2,

Database System Concepts

7th Edition

ISBN:9780078022159

Author:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan

Publisher:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan

Chapter1: Introduction

Section: Chapter Questions

Problem 1PE

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