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1 vote
0 answers
86 views

Is there a closed form for multi-step ARIMA/ARMA density forecasts conditioned on initial values?/alternatives to this?

I am attempting to create a benchmark for probabilistic forecasting of time series to test other models against and figured that a linear ARIMA/ARMA model would be a good starting point. I thought ...
QMath's user avatar
  • 451
0 votes
0 answers
45 views

Low rank approximation

I'm looking for literature that deals with the following problem (does anybody know any paper related to it). The Low-Rank Approximation problem is well known: $$\min \|X - \hat{X}\|_{F}, \: \text{s.t....
Julian David Villegas Gutierre's user avatar
0 votes
0 answers
82 views

Deriving skew t density function through convolution representation?

I am studying on skew t distribution, so i need its density function. I want to derive that via, integral of convolution representation. Could you please help me and introduce a good source?
za.samadi's user avatar
1 vote
0 answers
11 views

Is there an informative term for calling the random elements conditional on which a PDF of a random element is defined?

Let $X_{1}, \dots, X_{n}$ be i.i.d. random elements; suppose the conditional PDF $f_{X_{1} \mid X_{2} , \dots, X_{n}}$ exists. Then I wonder if there is already in literature an informative name for $...
Yes's user avatar
  • 478
1 vote
0 answers
130 views

When is the convolution of symmetric bimodal densities unimodal?

Let $X$ and $Y$ be real valued random variables with densities $f_X$ and $f_Y$. It is well known that if $f_X$ and $f_Y$ are symmetric about zero and unimodal then their convolution $f_X \ast f_Y$ is ...
user211693's user avatar
1 vote
1 answer
47 views

Random variables stable by nonlinear function

Let $h$ a function and $X$ a random variable with CDF $F$. We say that $X$ is stable by $h$ if $h(X)$ follows $F$. I would like to know if there is a literature for those kind of random variables? (...
ahstat's user avatar
  • 1,260
1 vote
0 answers
71 views

Term for assessing unknown distribution

I come from the field of Numerical Analysis, and I look for the term which describes the problem of fitting a probability distribution to statistical numerical continuous data, without a-priori ...
Amir Sagiv's user avatar
2 votes
1 answer
65 views

Quantify compatibility between posterior estimates

I am performing $n$ distinct, independent experiment $E_1$, $E_2$, $\ldots, E_n$ to ideally measure the same quantity $X \in \mathbb{R}$ of interest. For each experiment, I can compute the posterior ...
lacerbi's user avatar
  • 5,238
1 vote
0 answers
55 views

Reference on analysis of $k$-nearest neighbor density estimation

I am looking for pointers to the analyses of the $k$-nearest neighbor density estimator. In particular, for a fixed $k$, I would like to find the derivation of the mean and the variance of the KNN ...
sxu's user avatar
  • 111
17 votes
1 answer
2k views

Linear transformation of a random variable by a tall rectangular matrix

Let's say we have a random vector $\vec{X} \in \mathbb{R}^n$, drawn from a distribution with probability density function $f_\vec{X}(\vec{x})$. If we linearly transform it by a full-rank $n \times n$ ...
Dan's user avatar
  • 331
3 votes
1 answer
5k views

The sum of the kernel density values is not 1?

>> x = [randn(30,1); 5+randn(30,1)]; >> [f,xi] = ksdensity(x); >> sum(f) ans = 5.5376 I ran the ...
Bill TP's user avatar
  • 161
1 vote
0 answers
85 views

References regarding rules for multidimensional histograms

Can someone give me references on the theory of histograms applied to multivariate data? Are there any rules like the one dimensional Freedman-Diaconis available for the high dimensional case? What ...
Kruif's user avatar
  • 11
3 votes
1 answer
3k views

What is the physical meaning of the probability density function and cumulative distribution function? [closed]

I have started research in Electronic Engineering, where PDF & CDF take a core part in most of the applications. I have studied books on probability where they have discussed the PDF & CDF ...
Osman's user avatar
  • 31