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Questions tagged [poisson-distribution]

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Transforming a Poisson distribution into a power law

Consider the probability mass function of the Poisson distribution given a mean $\lambda$: \begin{equation} \mathbb{P}\left(Y=k|\lambda\right)=\frac{e^{-\lambda} \lambda^{k}}{k !} \end{equation} By ...
stopro's user avatar
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3 votes
1 answer
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Random pseudo-walk of Poisson variables

Suppose there is a pool that can contain any non-negative number of objects. At time $t$ it contains $n_t$ objects. Time is discrete. Before time $t+1$ two things happen, in this order: Unless the ...
Amir Ban's user avatar
3 votes
2 answers
663 views

Is every discrete compound Poisson distribution a mixed Poisson distribution?

I asked and bountied this question at math SE but didn't get any answers, so I suspect that only experts (if anyone) may know the answer. The mixed Poisson distribution and compound Poisson ...
tparker's user avatar
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2 votes
1 answer
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Random pseudo-walk with 'disappearing' values

This question is a twist on a question I asked here Random pseudo-walk of Poisson variables, but with randomly 'disappearing' objects. I do not know how to generalize the (satisfactory) answer given ...
Amir Ban's user avatar
2 votes
0 answers
70 views

Poisson process subordinated by a gamma process

I am working on a problem and I encountered the following situation: $(N(t): t \ge 0)$ is a Poisson process with parameter $\lambda t $. If $T_{n} = \sum_{i=1}^n W_i$ represents the $n^\text{th}$ ...
Rosy's user avatar
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2 votes
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A question related to the jumps of a Levy process

The Lévy–Khintchine formula says that any Lévy process, $X=(X(t), t \geq 0)$, has a specific form for its characteristic function. More precisely, for all $t \geq 0$, $u \in \mathbb R^d$: $$ \mathbb{E}...
André Goulart's user avatar
1 vote
0 answers
89 views

Gamma and Poisson distributions and their relations to the randomness

I'm reading the following paper: https://academic.oup.com/bioinformatics/article/32/1/122/1743683 and in Figure 3 (Section 4.4) the authors have shown some vertex degree distributions: enter image ...
Statistics student's user avatar
1 vote
1 answer
81 views

The Lévy process jumps

I have two questions. Let $(X_t)_{t\geq 0}$ be a Lévy process with Lévy measure $\nu$. The jump process $\Delta X=\left(\Delta X_t\right)_{t\geq 0}$ is defined by $\Delta X_t=X_t-X_{t-}$, for every $t\...
Joegin 's user avatar
1 vote
0 answers
223 views

Given p1=P(X1>X2), p2=P(X1=X2) and p3=P(X1<X2) (with necessarily p1+p2+p3=1), what is λ1 and λ2? [closed]

In the following three equations : p1, p2, p3 are known, find λ1=? , λ2=? (with necessarily p1+p2+p3=1) $$ p_1 = \sum_{0 \leq k_2 \lt k_1 \in Z}(\frac {\lambda _1^{k_1}} {k_1!}\cdot{e^{-\lambda _1}})(\...
Gang Huizou's user avatar
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1 answer
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Was this proposition on cumulants of compound Poisson distributions known before I put it into a Wikipedia article?

The $n$th cumulant $\kappa_n$ of a probability distribution for $n\ge2$ is functional that is a polynomial in the first $n$ moments of the distribution, that has the properties of $(1)$ homogeneity, $(...
Michael Hardy's user avatar
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1 answer
301 views

Poisson Process x SIR model [closed]

Consider the simplest SIR model: $$S'=-a SI$$ $$I'=a SI - b I$$ $$R'=b I$$ It is known that the waiting time of an infeccious person in the compartment $I$ follows an exponential behavior with rate $b$...
Quiet_waters's user avatar
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1 answer
139 views

Lévy measure and jump behaviour of the corresponding Lévy process

Let $(X_t)_{t \ge 0}$ be a Lévy process on $\mathbb R$ with Lévy measure $\nu$. Define the jump counting measure $N(t, A) = \lvert\{s \in [0, t] \mathrel: \Delta X_s \in A\}\rvert$ where $\Delta X_s$ ...
Ginger 17's user avatar
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1 answer
218 views

Characteristic function of quadratic variation of compound Poisson process

If I have a compound Poisson process whose characteristic function is known, is there a way to calculate the joint characteristic function of this process and its quadratic variation process? If not ...
Frimousse's user avatar
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0 answers
51 views

Power expectation involving a Poisson process

Consider a Poisson process $N_t$ with intensity $\lambda>0$ and let $x$ be a real-valued number. In principle, from the properties of the Poisson distribution, we have: \begin{align} \mathbb{E}(x^{...
Daneel Olivaw's user avatar