Let $(X_t)_{t\in \mathbb Z}$ be a homogeneous Markov chain on some state space $S$ with transition prbabilities $P=[P_{ij}]_{i,j\in S}$. The law $p_i(t):=\mathbb P(X_{t}=i)$ of $X_t$ satisfies: \begin{equation} p_i(t+1)=\sum_{j\in S}\mathbb P(\;X_{t+1}=i\;|\;X_t=j\;)\;p_j(t)=\sum_{j\in S}P_{ij}\;p_j(t) \end{equation} What is the best approximating rate equation for this? \begin{equation} \frac{d}{dt}\tilde p_i(t)=(W\cdot \tilde p(t))_i\; \end{equation} i.e. what is $W$ in terms of $P$, such that the error between $p$ and $\tilde p$ is minimized? For instance I know that \begin{equation} \tilde p(t+\Delta t)=\text{e}^{W\Delta t}\tilde p(t) \end{equation} Thus I need to solve $P=\text{e}^{W}$ for $\Delta t=1$, or in other words $W=\log P$. Is this exact, in the sense that $\tilde p(t)=p(t)$ for $t\in \mathbb Z$ when $W=\log P$?
2026-02-22 23:07:16.1771801636
transition rates from transition probabilities
681 Views Asked by Bumbble Comm https://math.techqa.club/user/bumbble-comm/detail AtRelated Questions in PROBABILITY-THEORY
- Is this a commonly known paradox?
- What's $P(A_1\cap A_2\cap A_3\cap A_4) $?
- Another application of the Central Limit Theorem
- proving Kochen-Stone lemma...
- Is there a contradiction in coin toss of expected / actual results?
- Sample each point with flipping coin, what is the average?
- Random variables coincide
- Reference request for a lemma on the expected value of Hermitian polynomials of Gaussian random variables.
- Determine the marginal distributions of $(T_1, T_2)$
- Convergence in distribution of a discretized random variable and generated sigma-algebras
Related Questions in STOCHASTIC-PROCESSES
- Interpreting stationary distribution $P_{\infty}(X,V)$ of a random process
- Probability being in the same state
- Random variables coincide
- Reference request for a lemma on the expected value of Hermitian polynomials of Gaussian random variables.
- Why does there exists a random variable $x^n(t,\omega')$ such that $x_{k_r}^n$ converges to it
- Compute the covariance of $W_t$ and $B_t=\int_0^t\mathrm{sgn}(W)dW$, for a Brownian motion $W$
- Why has $\sup_{s \in (0,t)} B_s$ the same distribution as $\sup_{s \in (0,t)} B_s-B_t$ for a Brownian motion $(B_t)_{t \geq 0}$?
- What is the name of the operation where a sequence of RV's form the parameters for the subsequent one?
- Markov property vs. transition function
- Variance of the integral of a stochastic process multiplied by a weighting function
Related Questions in MARKOV-CHAINS
- Calculating probabilities using Markov chains.
- Probability being in the same state
- Random walk on $\mathbb{Z}^2$
- Polya's Urn and Conditional Independence
- Markov Chain never reaches a state
- Finding a mixture of 1st and 0'th order Markov models that is closest to an empirical distribution
- Find probability function of random walk, stochastic processes
- Generating cycles on a strongly connected graph
- Will be this random walk a Markov chain?
- An irreducible Markov chain cannot have an absorbing state
Related Questions in MARKOV-PROCESS
- Definition of a Markov process in continuous state space
- What is the name of the operation where a sequence of RV's form the parameters for the subsequent one?
- Given a probability $p$, what is the upper bound of how many columns in a row-stochastic matrix exceed $p$?
- Infinitesimal generator of $3$-dimensional Stochastic differential equation
- Controlled Markov process - proper notation and set up
- Easy way to determine the stationary distribution for Markov chain?
- Why cant any 3 events admit Markov Property?
- Absorbing Markov chain and almost sure convergence
- Transition probabilities for many-states Markov model
- How to derive a diffusion tensor and stationary states given a Markov process transition matrix?
Related Questions in TRANSITION-MATRIX
- Transition probabilities for many-states Markov model
- Markov Chain - find missing transition values
- Find the transition matrix $P_{S\leftarrow T}$
- A vector $\mathbf{x}\in X$ has coordinates $\mathbf{x}_\mathcal{B}= \langle2,-7,-10\rangle$. What is $\mathbf{x}_\mathcal{G}$?
- A vector $x∈X$ has coordinates $x_B=⟨2,−7,−10⟩$. What is $x_J$?
- transition rates from transition probabilities
- Trying to grasp how to compute a $n$-step transition probability
- Change of Basis Given 2 Vectors and Transition Matrix
- Markov chain constant transition matrix
- Find the transition matrix for a six-sided die
Trending Questions
- Induction on the number of equations
- How to convince a math teacher of this simple and obvious fact?
- Find $E[XY|Y+Z=1 ]$
- Refuting the Anti-Cantor Cranks
- What are imaginary numbers?
- Determine the adjoint of $\tilde Q(x)$ for $\tilde Q(x)u:=(Qu)(x)$ where $Q:U→L^2(Ω,ℝ^d$ is a Hilbert-Schmidt operator and $U$ is a Hilbert space
- Why does this innovative method of subtraction from a third grader always work?
- How do we know that the number $1$ is not equal to the number $-1$?
- What are the Implications of having VΩ as a model for a theory?
- Defining a Galois Field based on primitive element versus polynomial?
- Can't find the relationship between two columns of numbers. Please Help
- Is computer science a branch of mathematics?
- Is there a bijection of $\mathbb{R}^n$ with itself such that the forward map is connected but the inverse is not?
- Identification of a quadrilateral as a trapezoid, rectangle, or square
- Generator of inertia group in function field extension
Popular # Hahtags
second-order-logic
numerical-methods
puzzle
logic
probability
number-theory
winding-number
real-analysis
integration
calculus
complex-analysis
sequences-and-series
proof-writing
set-theory
functions
homotopy-theory
elementary-number-theory
ordinary-differential-equations
circles
derivatives
game-theory
definite-integrals
elementary-set-theory
limits
multivariable-calculus
geometry
algebraic-number-theory
proof-verification
partial-derivative
algebra-precalculus
Popular Questions
- What is the integral of 1/x?
- How many squares actually ARE in this picture? Is this a trick question with no right answer?
- Is a matrix multiplied with its transpose something special?
- What is the difference between independent and mutually exclusive events?
- Visually stunning math concepts which are easy to explain
- taylor series of $\ln(1+x)$?
- How to tell if a set of vectors spans a space?
- Calculus question taking derivative to find horizontal tangent line
- How to determine if a function is one-to-one?
- Determine if vectors are linearly independent
- What does it mean to have a determinant equal to zero?
- Is this Batman equation for real?
- How to find perpendicular vector to another vector?
- How to find mean and median from histogram
- How many sides does a circle have?