markovchain | Easy Handling Discrete Time Markov Chains | Development Tools library
kandi X-RAY | markovchain Summary
kandi X-RAY | markovchain Summary
R package providing classes, methods and function for easily handling Discrete Time Markov Chains (DTMC), performing probabilistic analysis and fitting.
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markovchain Key Features
markovchain Examples and Code Snippets
$ mkdir lyricize
$ cd lyricize
$ virtualenv --no-site-packages venv
$ source venv/bin/activate
$ pip install PyMarkovChain flask requests
$ pip freeze > requirements.txt
from flask import Flask, render_template
app = Flask(__name__)
app.debug
Community Discussions
Trending Discussions on markovchain
QUESTION
I am trying to generate a Markov simulation using a specific sequence as start, using the mchmm library coded with scipy and numpy. I am not sure if I am using it correctly, since the library also has Viterbi and Baum-Welch algorithms in the context of Markov, which I am not familiar with.
To illustrate, I will continue with an example.
...ANSWER
Answered 2022-Feb-23 at 20:48The states in the MarkovChain
instance a
are 'A'
, 'B'
and 'C'
. When the simulate
method is given a string for state
, it expects it to be the name of one of the states, i.e. either 'A'
, 'B'
or 'C'
. You get that error because data[-3:]
is not one of the states.
For example, in the following I use start='A'
in the call of simulate()
, and it generates a sequence of 10 states, starting at 'A'
:
QUESTION
I get this error whenever I try to install any package with jupyter notebook
...ANSWER
Answered 2022-Feb-22 at 17:32The CRAN package lifedependencies
is now available through Conda Forge.1 I generally recommend that all Conda R environments should source packages from Conda, otherwise one is likely to encounter compilation (really, library linking) issues.
QUESTION
I am trying to reconstruct a Markov process from Shannons paper "A mathematical theory of communication". My question concerns figure 3 on page 8 and a corresponding sequence (message) from that Markov chain from page 5 section (B). I just wanted to check if I coded the right Markov chain to this figure from Shannons paper:
Here is my attempt:
...ANSWER
Answered 2022-Feb-14 at 20:28Looks fine. It's maybe odd because with fully independent states like this there isn't any need for a Markov chain. One could equally well use
QUESTION
I have a frequency table aggregated from 800 millions of records and am wondering if I can use a package to calculate 1st order transition matrix from the frequency table, which is not symmetric because some state just never happened again. A sample of the frequency table is:
...ANSWER
Answered 2021-Aug-01 at 01:37It appeared you might have known about the stats::xtabs
function since, since the result you are asking us to work with appears to be the result of the base::as.data.frame.table
function which converts the "wide" result from a table
call into a "long" data.frame representation of the same data. (But maybe not since you posted the pollster code that adds an additional confusing column.) Here we will be reversing that procedure so we can recover a matrix (which R table
objects inherit from).
Do notice that I'm using your data object, but not using pkg:pollster code, since your tables didn't appear to be based on that data.table object.
How to get the zero column, ... just put in a single zero data element in the state2=3
"column" position. You only need to add one data point in state2 for the entire column, but it obviously needs to be from some state1 value. It can be from any of the state 1 values:
QUESTION
I created this simple text prediction model . How do I integrate my main code with Shiny app I created ? How to create an output based from R code I created with shiny app
...ANSWER
Answered 2020-Jun-29 at 22:42This answer will be incomplete, for two reasons: (1) I don't have those packages, so I'll focus on functionization of your process and one shiny server component that will use that, and (2) I don't know what other functionality you have in your shiny, so I don't know how best to incorporate it into that structure.
QUESTION
I am currently doing a markov chain simulation with the markovchain
package, and an inner- and an outer-loop. In total 175,2 million values should be inserted into a dataframe, the reproducible example code is below. This has been running for 40+ hours now, and I was wondering how I could speed this up? And I am curious whether someone could give me an indication on how long it might take to finish the calculation.
I've already improved the code by using the profvis
package.
ANSWER
Answered 2020-Jun-11 at 08:35Your code seems not to run as expected, there are multiple variables incorrectly defined and two identical loops. But I will guess that the inner loop is written badly.
If you have some df
with charges/discharges:
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