What is Distribution: Definition and 1000 Discussions

The Cauchy distribution, named after Augustin Cauchy, is a continuous probability distribution. It is also known, especially among physicists, as the Lorentz distribution (after Hendrik Lorentz), Cauchy–Lorentz distribution, Lorentz(ian) function, or Breit–Wigner distribution. The Cauchy distribution



f
(
x
;

x

0


,
γ
)


{\displaystyle f(x;x_{0},\gamma )}
is the distribution of the x-intercept of a ray issuing from



(

x

0


,
γ
)


{\displaystyle (x_{0},\gamma )}
with a uniformly distributed angle. It is also the distribution of the ratio of two independent normally distributed random variables with mean zero.
The Cauchy distribution is often used in statistics as the canonical example of a "pathological" distribution since both its expected value and its variance are undefined (but see § Explanation of undefined moments below). The Cauchy distribution does not have finite moments of order greater than or equal to one; only fractional absolute moments exist. The Cauchy distribution has no moment generating function.
In mathematics, it is closely related to the Poisson kernel, which is the fundamental solution for the Laplace equation in the upper half-plane.
It is one of the few distributions that is stable and has a probability density function that can be expressed analytically, the others being the normal distribution and the Lévy distribution.

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  1. M

    Weight distribution of 2 configurations

    Say Object-A weighs 100 lbs. In Figure-1, it's obvious that the weight distribution is even along the bottom edge of Rectangle-B. In Figure-2, ignoring the weight of the white objects, is the weight distribution exactly the same along the bottom edge of Rectangle-B as it is in Figure-1?
  2. Peter Alexander

    Probability from the tolerance of a capacitor (Gaussian distribution)

    Given the upper data, if the nominal value for capacitance is 33nF and tolerance of 20%, then values can range between 26.4nF and 39.6nF. With the bottom margin being set at 30nF, this means that the interval takes approximately 72% of all values. Is this the correct procedure to solve this...
  3. B

    B Name for the distribution of matter?

    I'm presuming some antiquarian noticed that there tends to be loads of tiny mass objects in the universe than huge mass objects. I'm presuming someone somewhere put their name to a trend about this distribution of matter. However, I'm struggling to find a name for it - if there is one. Can...
  4. benorin

    B Does the binomial distribution play a role determining p from data?

    In a game heroes have a maximum dodge rate, from experimental data we have 13 dodges out of 24 attacks (so 11 hits). A fellow on my discord server had immediately solved for the dodge rate as being 13/24. I started to explain it is not so simple as dividing (24-11)/24=13/24 is not the dodge...
  5. A

    Shear Stress Distribution Along a Beam

    I know that shear stress in horizontal beams has a parabolic distribution, so that the max shear stress occurs at the neutral axis. I also understand that for a beam subject to a distributed load with supports at its ends, the magnitude of the shear force is highest at the left and right ends of...
  6. benorin

    B How to handle probabilities of the number of trials in a Binomial distribution

    Suppose our process has a 85% chance of 2 trials and a 15% chance of 3 trials, and the rest is straightforward binomial distribution, do I take the weighted average of the binomial distribution at 2 and 3 trials? This is for a game so, yeah thanks.
  7. S

    I Generating samples on a 2-D composite binomial distribution

    I would like to generate (X,Y) pairs such that they would follow a distribution something like this: This is the sum of three normal distributions. Each distribution could have a different taper along the X and the Y, plus an offset along X and/or Y. So the parameters of these three...
  8. S

    Fraction of occupied states (Fermi-Dirac distribution + DOS)

    I just want to clear some confusion I am having with the Fermi-Dirac distribution & density of states (DOS) of a semiconductor, which are given by Say we have a piece of Silicon in equilibrium and its Fermi level lies 0.25 eV below the conduction band edge, i.e. Ec - EF = 0.25 eV. Let us say...
  9. I

    Weight Distribution Across Multiple Points

    Thanks in advance to anyone that can help me solve this problem, its causing me a real headache. I need to transport a rather large frame that supports a large heavy item. The weight is not evenly distributed along its length. I know the various distances between the supports, the total weight...
  10. christang_1023

    I How to understand this property of Geometric Distribution

    There is a property to geometric distribution, $$\text{Geometric distribution } Pr(x=n+k|x>n)=P(k)$$. I understand it in such a way: ##X## is independent, that's to say after there are ##(n+k-1)## successive failures, ##k## additional trials performed afterward won't be impacted, so these ##k##...
  11. R

    Signal Distribution ICs - 200-300V Input, Output Port Selection

    I'm looking for a class of IC's which takes a high voltage signal (200-300V) as input and then distribute it to one of the output ports I choose to use through the other input ports. It's awkward but I can't find anything out because I don't know which keywords I need to use.
  12. PainterGuy

    Boltzmann distribution and the number of molecules with a certain velocity

    Hi, You could skip these details and find the main question at the bottom. I added the details for the sake completeness and context. Thanks. Boltzmann distribution of molecular speeds provides an insight into the different speeds the molecules of a gas are moving around with. It provides you...
  13. HelpMeGodWithPhysics

    I Relationship between Planck Distribution and Quantization of Energy

    I came to understand that Planck Distribution is necessary to explain UV catastrophe. With that necesity in the background, the distribution equation eventually suggests that the energy emitted by black body has discret values. But I wonder how that's related to E=nhv. I understand that "n" also...
  14. F

    Poisson distribution and Shot Noise

    My setup: I have the an LED (LED370E) in front of a photodiode (S12915-16R). The photodiode is connected to an ADC (DT5751) which has a counting functionality. The way it works is that it counts how many times the signal goes above a certain threshold and makes a histogram out of it. I know...
  15. lLehner95

    Longitudinal distribution for a neutrino beam

    In the center of mass frame of reference i found that ##p^{*}=\frac{[(M^{2}-m_{\nu}^{2}-m_{K}^{2})^{2}-4m_{\nu}^{2}m_{K}^{2})]^{1/2}}{2M}##. I don't know how to find the momentum distribution ##p_{L}(\theta)## considering that i have 2 different mesons with a specific number ratio...
  16. PainterGuy

    B Questions about a normal distribution (discrete to continuous)

    Hi, I was watching this Youtube video (please remove the parentheses) : https://youtu.(be/mtH1fmUVkfE?t=215) While watching it, a question came to my mind. In the picture, you can easily calculate the total number of customers. It's 1000. For my question, I'm going to use the same picture...
  17. R

    A What is the derivation of the exact Maxwell-Boltzmann distribution?

    I would like to see a derivation of the exact Maxwell-Boltzmann distribution shown as (16) in this document: https://www.researchgate.net/publication/222670999_Exact_Maxwell-Boltzmann_Bose-Einstein_and_Fermi-Dirac_Statistics This is my starting point (f being the function to maximize, g and h...
  18. S

    Relation between mass distribution and angular velocity

    Is E the correct answer because I think angular velocity is independent of mass distribution of the object? Thanks
  19. J

    Average kinetic energy in 1 dimension according to the M-B Distribution

    Summary: Integrating the 1 dimensional MB Distribution in terms of translational kinetic energy up to infinity, does not yield ##\frac{1}{2}k_BT## as it should be. The format for the 3 dimensional Maxwell-Boltzmann Distribution is ##A\cdot e^{-\frac{E}{k_BT}} \cdot g(E)## in which ##A## can be...
  20. L

    Charge distribution on a power line

    I was trying to calculate the EMFs from power lines, just to see how they correspond to transmission line right of ways, and got a little stuck calculating the electrostatic E-field (-∇V) from power lines. I know it is dependent on the charge distribution on the power line, which is in turn...
  21. vvaibhav08

    A Probability distribution: exponential of a quartic

    $$\int_{-\infty}^{+\infty} exp (-[ax + bx^2]^2) dx$$ $$a\&b\in R$$
  22. R

    I How Is Particle Distribution in a Solid Angle Derived in Mechanics?

    I'm reading Mechanics by Landau and Lifshitz, chapter IV, and trying to understand how in a (closed) center of mass system, with randomly distributed and oriented particles that disintegrate, "the fraction of particles entering a solid angle element ##do_{0}## is proportional to ##do_{0}##, i.e...
  23. M

    A Product of Gaussian and Rayleigh distributions gives what distribution?

    Hello, I'm trying to find out the distribution function (cumulative or density) of the product of two independent random variables respectively following a non-zero-mean Gaussian and a Rayleigh distribution. The math is too intricate for me, I've found in the appendix of [Probability...
  24. SunilS

    A Relationship between Poisson distribution and Poisson Process

    Apologies if this has been discussed elsewhere. I know a Poisson process implies a Poisson distribution, but does a Poisson distribution imply a Poisson process? and does the absence of a Poisson distribution imply the absence of a Poisson process? TIA - Sunil
  25. zonde

    I Binding Mass Distribution in Gravitating Bodies

    For bound system to form it must radiate away binding energy. By mass energy equivalence mass of the bound system is reduced proportionally to amount of binding energy. The question is from which mass this "binding mass" is subtracted. Common answer that I have seen is that this binding mass is...
  26. WMDhamnekar

    MHB Distribution and Density functions of maximum of random variables

    1] Let X,Y,Z be independent, identically distributed random variables, each with density $f(x)=6x^5$ for $0\leq x\leq 1,$ and 0 elsewhere. How to find the distributon and density functions of the maximum of X,Y,Z.2]Let X and Y be independent random variables, each with density $e^{-x},x\geq...
  27. M

    A Proving Lim F(x,y) is the Distribution Function for X

    Let F(x,y) be the joint distribution for random variables X and Y (not necessarily independent). Is ##lim_{y\to \infty}F(x,y)## the distribution function for X? I believe it is. How to prove it?
  28. thebosonbreaker

    B Continuous uniform distribution - expected values

    Hello, I am currently stumped over a question that has to do with the continuous uniform distribution. The question was taken from a stats exam, and while I understand the solution given in the mark scheme, I don't understand why my way of thinking doesn't work. The problem is: The sides of a...
  29. N

    I Variable transformation for a multivariate normal distribution

    Hello. I would like to draw (sample) several random vectors x from a n-dimensional multivariate normal distribution. For this purpose I want to use C++ and the GNU Scientific Library function gsl_ran_multivariate_gaussian ...
  30. H

    A What is the functional representation of D(E) for a given energy interval?

    Data = np.array([-1.61032636, -1.23577245, -0.50587484, -0.28348457, -0.18748945, 0.4537447, 1.2338455, 2.13535718]) print("Data is: ", Data) print(Data.shape) n,bins,patches = plt.hist(Data,bins=4) print("n: ",n) print("bins: ",bins) plt.savefig("./DOS")
  31. W

    A Solving Møller Energy Distribution Problem in Paper

    https://arxiv.org/abs/gr-qc/0306101 I am now reading this attached paper. But i can not get energy result(2.8), and I calculated it and found it is zero. here is my process: firstly, i use Gauss law and rewrite the (2.6): ##E=\frac{1}{8 \pi} \iint \chi_{0}^{0 \beta} \mu_{\beta} d S## where µβ is...
  32. A

    Most probable energy and speed for Maxwell-Boltzmann distribution

    I just recall the two expression for the Maxwell-Boltzmann distribution: $$ P(v)dv = \left( \dfrac{m}{2 \pi k T} \right)^{3/2} 4 \pi v^2 \exp \left(- \dfrac{mv^2}{kT} \right) dv \qquad P(E)dE = \left( \dfrac{4E}{\pi} \right)^{1/2} \dfrac{e^{-E/kT}}{\left( kT \right)^{3/2}} dE$$ The left...
  33. user366312

    A Difference between a limiting distribution and a Stationary distribution.

    My Solution: ##\underline {\text{Limiting Distribution}}## ## P^2 = \begin{bmatrix} 2/3 & 1/3 \\ 2/3 & 1/3 \\ \end{bmatrix} \begin{bmatrix} 2/3 & 1/3 \\ 2/3 & 1/3 \\ \end{bmatrix} = \begin{bmatrix} 2/3 & 1/3 \\ 2/3 & 1/3 \\ \end{bmatrix} ## So, the limiting distribution of ##P## is ##P##...
  34. Robert Webb

    I Could the probability distribution itself be quantised?

    Everything is quantised when you look at it close enough. What about quantum probability waves themselves? If the quantum multiverse interpretation were true, then each quantum decision leads to a splitting of the universe. But this isn't a binary choice, it's a probability distribution. For...
  35. Robin04

    Distribution of distances from the origin of randomly generated points

    I'm not really sure how to do this. Maybe somehow I should transform the density function. Can you give me a hint?
  36. I

    I Boltzmann Distribution and microstate probabilities

    For a canonical ensemble the probability of occupying a certain microstate varies depending on the energy, however I thought that every microstate has an equal chance of being occupied. So what part of the canonical ensemble have I misunderstood?
  37. R

    Can anyone explain the following distribution to me?

    Apparently the initial distribution for this problem, P_0 = ( 0 0 1 0 0 0 0 0 ) but I do not understand why there are 8 entries?
  38. R

    Uniform distribution and standard deviation

    +(3/2) standard deviations from the mean = \frac {a+b}{12} + \frac{\sqrt3}{4} (b-a) -(3/2) standard deviations from the mean = \frac {a+b}{12} - \frac{\sqrt3}{4} (b-a) \frac {1}{b-a} \int_a^{\frac {a+b}{12} - \frac{\sqrt3}{4} (b-a)} dx = m_1= \frac {(-11+3\sqrt3)a + (1-3\sqrt3)b}{12(b-a)}...
  39. S

    Poisson distribution probability problem

    So I thought you would find the probability of having 0 errors when the mean rate is 1.6. Square that by 5 and multiply that by one minus the probability of having 0 errors to the power of 7. So that is basically the probability of having 0 errors to the power of 5 multiplied by the probability...
  40. M

    What is the continuous electric dipole distribution?

    An electric dipole is a system of two opposite point charges when their separation goes to zero and their charge goes to infinity in a way that the product of the charge and the separation remains finite. Now how can we have a continuous electric dipole volume distribution from such a...
  41. R

    How Do You Solve a Complex Gamma Distribution Problem Involving System Failures?

    I'm lost. First one was easy to calculate, second one is harder. I have: P{a fails before 2 yrs} = .323325 P{b fails before 2 yrds} = .90844 P{system doesn't fail for 2 years or longer} = .062 P{system does fail before 2 years} = .938 P{A and B fail before 2 yrs} = .29372 P{before 2 years A...
  42. koulbichok

    I Gaussian probability distribution of formation PBH

    Hello. If we consider PBH formation from collapse of large density perturbation in the early Universe, a mass PBH depends on density contrast as And δ must be larger then . Also we have β — an abundance of black holes, it's the ratio of the PBH energy density to the total energy density, this...
  43. Z

    The Energy of a Continuous Charge Distribution (Griffiths EM Sect. 2.4.3 3rd ed)

    I'm working through Griffiths EM 3rd ed. in section 2.4.2 (point charge distribution) and 2.4.3 (continuous charge distribution). I understand from the section on point charge distributions that when we add up all the work (excluding the work necessary in creating the charge itself), one clever...
  44. malawi_glenn

    I "Inverse" probability distribution question

    Hi, I think I am stuck in my understanding of "inverse" probability distributions. This is a question I would like to have help understanding. I want to figure out the distribution of number of trials for a given fixed number of successes and given probability for success for Bernoulli trials...
  45. user366312

    How can I find "Limiting Distribution" of the following Markov matrix?

    2nd one is considerably hard to compute ##P^n## using simple matrix multiplication as the given matrix ##P## is cumbersome to work with. Also, I need to know how to test a matrix to find if that matrix has a limiting distribution. So, I need some help.
  46. user366312

    I Probability equation in case of an exponential distribution

    Why is ##P(X>5|X>1) = P(X>4)## in case of an exponential distribution? Can anyone kindly explain it to me?
  47. K

    I Proton momentum distribution inside deuterium

    Hello! Can someone point me to some table or functional form of the distribution of proton momentum inside deuterium? I found it for some high A (even for A=3), but can't find it for deuterium. Thank you!
  48. user366312

    A Deriving a Probability Generating Function for Independent Poisson Variables

    Can anyone kindly tell me how I can derive a Probability Generating Function of Poisson Distribution for ##X+Y## where ##X## and ##Y## are independent? I know that PGF for a single variate Poisson Distribution is: ##G(t) = e^{-\lambda (1-t)}##. Then how can I derive a PGF for the same? Is...
  49. L

    Pressures distribution: solid sphere on a flat surface

    In a real case (not ideally rigid bodies), a (e. g.) hard metal sphere is on a flat (e. g.) hard metal surface (a table) and the sphere is "charged" vertically on the table by a vertical force directed downward. In this situation, an engineer told me that the maximum pressure on the table is not...
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