Bigram LM with Laplace smoothing:
P(wn | wn-1) = C( wn-1wn)+1/C(wn) +V
V is vocabulary size for a bigram model
P(shark | fish) = C(fish,shark)+1/C(fish)+V
C(fish,shark)= 0
C(fish) =4
V= 7 (unique words are: a,shark,is, fish,sharky,are,too)
P(shark | fish) = 0+1/4+7 = 1/11=0.091
Option E is correct.
Given the following data and a bigram language model that uses Laplace smoothing, what is the...
2. Let the following data be given where X is the independent variable and Y is the dependent variable Find the correlation coefficient r a. a and B,onpfrom the sample for the model: b. Estimate +tx and the actual data Y where ε is the random error between the fitted model f by Y write the linear equation P=" dr-h Predict the value of P when x = 8 c. d.
2. Let the following data be given where X...
An analyst uses the constant growth model to evaluate a company with the following data for a company: Leverage ratio (asset/equity): 1.8 Total asset turnover: 1.5 Current ratio: 1.8 Net profit margin: 8% Dividend payout ratio: 40% Earnings per share in the past year: $0.85 The required rate on equity: 15% Based on an analysis, the growth rate of the company will drop by 25 percent per year in the next two years and then keep it afterward. Assume that...
You are given the following data on P and O for gasoline both before and affer the imposition of a per gallon tax on producers in the local market for gasoline Q 40 gallons -35 gallons -$3/gallon $4/gallon Before the Tax After the Tax Part C: Using this elastioity value, fit the given data instead into a demand function of the constant elasticity form Using this elasticity value, the constant elasticity demand function would be OA QD 48.46 P-1 B....
Problem 2. You are given the following data assuming a Black-Scholes model. • S = $100 • 0 = 30% • p = 0.08 • S= 0 Suppose you sell a 95-strike put with 3 months to expiration. (i) (5 points) What is the gamma of this put option? (ii) (3 points) If the underlying were to decrease by $1 over the next short while, what effect would that have on this option's delta? (iii) (2 points) If all of...
DATA IN COMMENT BELOW In what follows use any of the following tests/procedures: Regression, multiple regression, confidence intervals, one sided T-test or two sided T-test. All the procedures should be done with 5% P-value or 95% confidence interval.Some answers are approximated, choose the most appropriate answer. Open Cars04 data. SETUP: Is it true that average (retail) cost for the cars with 6 cylinders is higher than $35000? Given the data your job is to help answer this question. I. What...
The shear strength of each of ten test spot welds is determined, yielding the following data (psi). 409 393 358 361 367 362 374 389 375 415 (a) Assuming that shear strength is normally distributed, estimate the true average shear strength and standard deviation of shear strength using the method of maximum likelihood. (Round your answers to two decimal places.) average 380.3 psi standard deviation psi (b) Again assuming a normal distribution, estimate the strength value below which 95% of...
1. Consider ranking of documents using the Binary Independence Model (BIM) as shown below: RSVa-2 log where O p is the probability of a term t appearing in a document relevant to the query O (1-p is the probability of a term t not appearing in a document relevant to the query O (1-u) is the probability of a term t not appearing in a document non-relevant to the Shown in Table 1 below are documents, and occurrence of terms...
given the following key values, show what the data structures
would look like after insertions:
Hashing Lab Given the following key values, show what the data structures would look like after insertions 27 53 13 10 138 109 49 174 26 24 (no preprocessing necessary: PL = key) a. Linear array of 10 elements using division hashing b. Bucket hashing of 10 elements (N=10) and the linear-quotient collision path algorithm ip = (p) % N N = 13, 4k+3 prime...
The article The Influence of Temperature and Sunshine on the Alpha-Acid Contents of Hops t reports the following data on yield (y), mean temperature over the period between date of coming into hops and date of picking (x1), and mean percentage of sunshine during the same period (x2) for the Fuggle variety of hop 16.7 17.418.4 16.8 18.9 17.1 17.3 18.2 21.3 21.2 20.7 18.5 30 42 47 47 43 48 43 50 56 60 41 210 110 103 103...
Consider a multiple regression model of the dependent variable y on independent variables x1, X2, X3, and x4: Using data with n 60 observations for each of the variables, a student obtains the following estimated regression equation for the model given: y0.35 0.58x1 + 0.45x2-0.25x3 - 0.10x4 He would like to conduct significance tests for a multiple regression relationship. He uses the F test to determine whether a significant relationship exists between the dependent variable and He uses the t...