Given datasets X: x1 (1, 4), x2 (2, 3), x3 (3, 4), and x4 (5, -3), x5 (6, -1), x6 (7, -1) with label y = (- 1, -1, -1, 1, 1, 1) respectively, find analytically hard margin W and bias b so that you will be able to determine linear discriminant function f(X) = W^T . X + b. You may need to draw the points and estimate the boundary decision function that may be used to help you to make a very first guess the parameter W and b. Once you found the correct discriminant function f(X) = W^T . X + b, test your function to correctly classify x1 (1, 4) and x4 (5, -3). Please thoroughly describe.

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
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Given datasets X: x1 (1, 4), x2 (2, 3), x3 (3, 4), and x4 (5, -3), x5 (6, -1), x6 (7, -1) with label y = (-
1, -1, -1, 1, 1, 1) respectively, find analytically hard margin W and bias b so that you will be able to
determine linear discriminant function f(X) = W^T
. X + b. You may need to draw the points and
estimate the boundary decision function that may be used to help you to make a very first guess
the parameter W and b. Once you found the correct discriminant function f(X) = W^T
. X + b, test your
function to correctly classify x1 (1, 4) and x4 (5, -3). Please thoroughly describe.

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