Answered step by step
Verified Expert Solution
Link Copied!

Question

1 Approved Answer

5) Suppose we are given a list of floating-point values 1.2,...,n. The following quantity, known as their log-sum-exp, appears in many machine learning problems:

5) Suppose we are given a list of floating-point values 1.2,..., n. The following quantity, known as their

2. Suppose many of the r's are very negative (r < 0). Explain why evaluating the log-sum-exp formula as

5) Suppose we are given a list of floating-point values 1.2,...,n. The following quantity, known as their "log-sum-exp", appears in many machine learning problems: I(.....) In ( k=1 1. The value p = e often represents a probability P E (0, 1]. In this case, what is the range of possible 's? 2. Suppose many of the r's are very negative (r < 0). Explain why evaluating the log-sum-exp formula as written above may cause numerical error in this case. 3. Show that for any a ER, 11 1(x1.....In)= To avoid the issues you explained in question 2, suggest a value a that may improve computing 1(1,....). = a + In

Step by Step Solution

3.42 Rating (165 Votes )

There are 3 Steps involved in it

Step: 1

1 The range of possible values for p is 0 1 This is because p is a probability and probabilities must be between 0 and 1 2 The logsumexp functionalso ... 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

Step: 3

blur-text-image

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

Data Structures and Algorithms in Java

Authors: Michael T. Goodrich, Roberto Tamassia, Michael H. Goldwasser

6th edition

1118771334, 1118771338, 978-1118771334

More Books

Students also viewed these Accounting questions