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This course is a short series of lectures on Introductory Statistics. Topics covered are listed in the Table of Contents. The notes were prepared by EwaPaszek and Marek Kimmel. The development of this course has been supported by NSF 0203396 grant.

The t distribution

In probability and statistics, the t-distribution or Student's distribution arises in the problem of estimating the mean of a normally distributed population when the sample size is small, as well as when (as in nearly all practical statistical work) the population standard deviation is unknown and has to be estimated from the data.

    Textbook problems treating the standard deviation as if it were known are of two kinds:

  • those in which the sample size is so large that one may treat a data-based estimate of the variance as if it were certain,
  • those that illustrate mathematical reasoning, in which the problem of estimating the standard deviation is temporarily ignored because that is not the point that the author or instructor is then explaining.

The t distribution

t Distribution
If Z is a random variable that is N ( 0,1 ) , if U is a random variable that is χ 2 ( r ) , and if Z and U are independent, then
T = Z U / r = X ¯ μ S / n
has a t distribution with r degrees of freedom.

Where μ is the population mean, x ¯ is the sample mean and s is the estimator for population standard deviation (i.e., the sample variance) defined by

s 2 = 1 N 1 i = 1 N ( x i x ¯ ) 2 .

If σ = s , t = z , the distribution becomes the normal distribution. As N increases, Student’s t distribution approaches the normal distribution . It can be derived by transforming student’s z -distribution using z x ¯ μ s and then defining t = z n 1 .

The resulting probability and cumulative distribution functions are:

f ( t ) = Γ [ ( r + 1 ) / 2 ] π r Γ ( r / 2 ) ( 1 + t 2 / r ) ( r + 1 ) / 2 ,
F ( t ) = 1 2 + 1 2 [ I ( 1 ; 1 2 r , 1 2 ) I ( r r + t 2 , 1 2 r , 1 2 ) ] sgn ( t ) = 1 2 i t B ( t 2 r ; 1 2 , 1 2 ( 1 r ) ) Γ ( 1 2 ( r + 1 ) ) 2 π | t | Γ ( 1 2 r )

where,

  • r = n 1 is the number of degrees of freedom,
  • < t < ,
  • Γ ( z ) is the gamma function,
  • B ( a , b ) is the bets function,
  • I ( z ; a , b ) is the regularized beta function defined by I ( z ; a , b ) = B ( z ; a , b ) B ( a , b ) .

The effect of degree of freedom on the t distribution is illustrated in the four t distributions on the Figure 1 .

p.d.f. of the t distribution for degrees of freedom r =3, r =6, r = .

In general, it is difficult to evaluate the distribution function of T . Some values are usually given in the tables. Also observe that the graph of the p.d.f. of T is symmetrical with respect to the vertical axis t =0 and is very similar to the graph of the p.d.f. of the standard normal distribution N ( 0,1 ) . However the tails of the t distribution are heavier that those of a normal one; that is, there is more extreme probability in the t distribution than in the standardized normal one. Because of the symmetry of the t distribution about t =0, the mean (if it exists) must be equal to zero. That is, it can be shown that E ( T ) = 0 when r 2 . When r =1 the t distribution is the Cauchy distribution , and thus both the variance and mean do not exist.

Questions & Answers

Application of nanotechnology in medicine
what is variations in raman spectra for nanomaterials
Jyoti Reply
I only see partial conversation and what's the question here!
Crow Reply
what about nanotechnology for water purification
RAW Reply
please someone correct me if I'm wrong but I think one can use nanoparticles, specially silver nanoparticles for water treatment.
Damian
yes that's correct
Professor
I think
Professor
what is the stm
Brian Reply
is there industrial application of fullrenes. What is the method to prepare fullrene on large scale.?
Rafiq
industrial application...? mmm I think on the medical side as drug carrier, but you should go deeper on your research, I may be wrong
Damian
How we are making nano material?
LITNING Reply
what is a peer
LITNING Reply
What is meant by 'nano scale'?
LITNING Reply
What is STMs full form?
LITNING
scanning tunneling microscope
Sahil
how nano science is used for hydrophobicity
Santosh
Do u think that Graphene and Fullrene fiber can be used to make Air Plane body structure the lightest and strongest. Rafiq
Rafiq
what is differents between GO and RGO?
Mahi
what is simplest way to understand the applications of nano robots used to detect the cancer affected cell of human body.? How this robot is carried to required site of body cell.? what will be the carrier material and how can be detected that correct delivery of drug is done Rafiq
Rafiq
if virus is killing to make ARTIFICIAL DNA OF GRAPHENE FOR KILLED THE VIRUS .THIS IS OUR ASSUMPTION
Anam
analytical skills graphene is prepared to kill any type viruses .
Anam
what is Nano technology ?
Bob Reply
write examples of Nano molecule?
Bob
The nanotechnology is as new science, to scale nanometric
brayan
nanotechnology is the study, desing, synthesis, manipulation and application of materials and functional systems through control of matter at nanoscale
Damian
Is there any normative that regulates the use of silver nanoparticles?
Damian Reply
what king of growth are you checking .?
Renato
What fields keep nano created devices from performing or assimulating ? Magnetic fields ? Are do they assimilate ?
Stoney Reply
why we need to study biomolecules, molecular biology in nanotechnology?
Adin Reply
?
Kyle
yes I'm doing my masters in nanotechnology, we are being studying all these domains as well..
Adin
why?
Adin
what school?
Kyle
biomolecules are e building blocks of every organics and inorganic materials.
Joe
anyone know any internet site where one can find nanotechnology papers?
Damian Reply
research.net
kanaga
sciencedirect big data base
Ernesto
Introduction about quantum dots in nanotechnology
Praveena Reply
hi
Loga
what does nano mean?
Anassong Reply
nano basically means 10^(-9). nanometer is a unit to measure length.
Bharti
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Source:  OpenStax, Introduction to statistics. OpenStax CNX. Oct 09, 2007 Download for free at http://cnx.org/content/col10343/1.3
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