้ข็ฎ
ๅ้กน้ๆฉ้ข
Assume the lifetime (in months) of batteries is modeled as an exponential random variable with parameter ๐ . The probability density function of the random variable is ๐ ๐ ( ๐ฅ ) = ๐ ๐ โ ๐ ๐ฅ , with ๐ฅ โ [ 0 , โ ) . We have collected an i.i.d. sample of 3 batteries whose lifetimes in months are 8, 10, 9, respectively. The standardized log-likelihood of a sample with ๐ i.i.d. observations is 1 ๐ log ๐ฟ ( ๐ฅ , ๐ ) = 1 ๐ โ ๐ = 1 ๐ ( log ( ๐ ) โ ๐ ๐ฅ ๐ ) . Given this information what is the Maximum Likelihood estimate of ๐ ?
้้กน
A.๐
ฬ
=
1
9
.
B.๐
ฬ
=
9
.
C.๐
ฬ
=
log
(
9
)
.
D.There is not enough information to compute the estimate of
๐
.
E.๐
ฬ
=
1
log
(
9
)
.
ๆฅ็่งฃๆ
ๆ ๅ็ญๆก
Please login to view
ๆ่ทฏๅๆ
We start by identifying the model and the data given. The lifetimes of batteries follow an exponential distribution with parameter lambda, and we have an i.i.d. sample of lifetimes: 8, 10, and 9 months, with n = 3. The standardized log-likelihood provided is (1/n) โ (log(lambda) โ lambda x_i) = log(lambda) โ lambda xฬ, where xฬ is the sample mean.
F......Login to view full explanation็ปๅฝๅณๅฏๆฅ็ๅฎๆด็ญๆก
ๆไปฌๆถๅฝไบๅ จ็่ถ 50000้่่ฏๅ้ขไธ่ฏฆ็ป่งฃๆ,็ฐๅจ็ปๅฝ,็ซๅณ่ทๅพ็ญๆกใ
็ฑปไผผ้ฎ้ข
Question15 A random variable follows an exponential distribution with parameter [math] if it has the following density: [math] This distribution is often used to model waiting times between events. Imagine you are given i.i.d. data [math] where each [math] is modelled as being drawn from an exponential distribution with parameter [math]. Question: Find the MLE estimate of [math] (select one) (hint: use log-probability) Select one alternative [math] [math] [math] [math] ResetMaximum marks: 3 Flag question undefined
Which one statement is true?
Letย ย denote a random sample from a distribution with pdfย forย , whereย .ย Consider a dataset and letย the cost function for estimating the model be the negative log-likelihood. Consider the critical point that you found that you found in Question 2 and the formula for the second derivative that you derived in Question 3. What can you conclude? Tick all that apply.ย
Which one statement is true?
ๆดๅค็ๅญฆ็ๅฎ็จๅทฅๅ ท
ๅธๆไฝ ็ๅญฆไน ๅๅพๆด็ฎๅ
ๅ ๅ ฅๆไปฌ๏ผ็ซๅณ่งฃ้ ๆตท้็้ข ไธ ็ฌๅฎถ่งฃๆ๏ผ่ฎฉๅคไน ๅฟซไบบไธๆญฅ๏ผ