Answered step by step
Verified Expert Solution
Link Copied!

Question

1 Approved Answer

Suppose the softmax regression technique was applied to classify a data set that contains three classes C1,C2,C3. We minimize the objective function minimizef(w^)=P1p=1P[log(j=13ew^jTx^p)w^ypTx^p] over the

image text in transcribedimage text in transcribed Suppose the softmax regression technique was applied to classify a data set that contains three classes C1,C2,C3. We minimize the objective function minimizef(w^)=P1p=1P[log(j=13ew^jTx^p)w^ypTx^p] over the training data set {(xp,yp),p=1,2,,P} where xpR21 and yp{1,2,3}, The minimizer is w^=[215140312]T (The sub-models are stacked in the order of w^1,w^2,w^3.) Assuming there are 3 samples in the test data set: x1(t)=[21]x2(t)=[12]x3(t)=[35] (Hint: e2.7 ) a) Apply the optimized model given above to classify each of the test samples. b) If x1(t)C3, what are the true probabilities for x1(t) belongs to each class, respectively? What are the predicted probabilities with the given optimal model w for x1(t) belongs to each class, respectively? c) Please show that w~=[324251401]T is also one optimal model with respect to the given objective function, i.e., f(w~)=f(w^). What is the predicted label for x3(t), when we apply w~ to do the classification

Step by Step Solution

There are 3 Steps involved in it

Step: 1

blur-text-image

Get Instant Access to Expert-Tailored Solutions

See step-by-step solutions with expert insights and AI powered tools for academic success

Step: 2

blur-text-image_2

Step: 3

blur-text-image_3

Ace Your Homework with AI

Get the answers you need in no time with our AI-driven, step-by-step assistance

Get Started

Recommended Textbook for

Advances In Databases 28th British National Conference On Databases Bncod 28 Manchester Uk July 2011 Revised Selected Papers Lncs 7051

Authors: Alvaro A.A. Fernandes ,Alasdair J.G. Gray ,Khalid Belhajjame

2011th Edition

3642245765, 978-3642245763

More Books

Students also viewed these Databases questions

Question

Evaluate the integral. Lle* 1| dx dx

Answered: 1 week ago