Answered step by step
Verified Expert Solution
Link Copied!

Question

1 Approved Answer

If a distribution D over a finite set {1,2,,V} assigns probability pi to element (number) i, then the entropy of the distribution is defined to

image text in transcribed

image text in transcribed

If a distribution D over a finite set {1,2,,V} assigns probability pi to element (number) i, then the entropy of the distribution is defined to be ipilogpi1. For the rest of the question, let V denote the number of words in the English dictionary, and pi the unigram probability of the ith word in the dictionary. Let the entropy ipilogpi1 represent the word entropy of English. By definition, if we look at a corpus of length T, where T, then we expect to find the word i occurring close to piT times. (Formally, this follows from the central limit theorem, but you can assume it to be true). Using the previous fact, show that the logarithm of the perplexity of a unigram language model on a large held-out corpus C is the word entropy of English

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

Beginning ASP.NET 2.0 And Databases

Authors: John Kauffman, Bradley Millington

1st Edition

0471781347, 978-0471781349

More Books

Students also viewed these Databases questions

Question

What are the Five Phases of SDLC? Explain each briefly.

Answered: 1 week ago

Question

How can Change Control Procedures manage Project Creep?

Answered: 1 week ago