pfilter | Basic Python particle filter | Data Manipulation library
kandi X-RAY | pfilter Summary
kandi X-RAY | pfilter Summary
Basic Python particle filter. Plain SIR filtering, with various resampling algorithms. Written to be simple and clear; not necessarily most efficient or most flexible implementation. Depends on NumPy only.
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Top functions reviewed by kandi - BETA
- An example filter
- Update the model with the given observations
- Squared squared error
- Create a blob of a circle
- Random noise
- Generate a stratified resampled resampled indices
- Create indices from weights and weights
- Generate samples from a list
- Random resampling of weights
pfilter Key Features
pfilter Examples and Code Snippets
Community Discussions
Trending Discussions on pfilter
QUESTION
I have NDIS FilterDriver, running on Windows 10 (BUILD_VERSION_STRING: 18362.1.amd64fre.19h1_release.190318-1202). With one of the test script on the certain test PC, it fails with DPC_WATCHDOG_VIOLATION BSOD. Callstack looks like below:
...ANSWER
Answered 2021-Sep-17 at 14:07Just found a reason of this strange accident, thanks to Driver Verifier:
QUESTION
I am trying to parallelize the filter operation of a Flux. However, from the time taken to complete the operation, it doesn't seem to be parallelizing. Any insight into what I may be doing wrong here would be greatly appreciated. Thanks.
...ANSWER
Answered 2021-Feb-23 at 16:21It is done in parallel, but there are several points explaining why it is longer using parallel in your test, that I will try to explain.
First, your test is not really accurate because:
- The 2 processes (1 single threaded, and 1 parallel) are executed in parallel. If you want your result to be more precise, you should run one after the other
- You should execute the test at least 2 times, because the first time several things are not yet initialized, so the timing take into account class loading, schedulers initialization, etc... and we should not take them into account when comparing the 2 solutions.
But that not the most important point. Actually processing the filter in parallel is requesting much more work behind the scene, to split the data and dispatch it to the different threads. So because the predicate in your filter is very simple (only a comparison), at the end it is more efficient to do it in one shot in a single thread instead of doing it in a parallel way. The parallel way will become more efficient if the processing time of the filter is more important, because this processing time will be (more or less) divided by the number of parallel threads.
I rewrite your test to illustrate those points:
- I run the test 2 times to avoid to take the initialization into account in the timing
- I wait for the single threaded test to finish before to launch the parallel one, so they cannot interfer
- Finally, I test with a very simple predicate (as in your test), and a predicate that is longer (I just put a sleep to simulate a longer processing). Note that I reduce the number of items in the longer predicate to have the result faster.
Here is the code:
QUESTION
Simulating an SIR model in R. I have a data set I am trying to plot accurately with the model. I am right now using the particle filter function, then would like to use the corresponding logLik method on the result. When I do this, I get "[1] -Inf" as a result. I can't find in the documentation why this is and how I can avoid it. Are my parameters for the model not accurate enough? Is there something else wrong?
My function looks like this: SIRsim %>% pfilter(Np=5000) -> pf logLik(pf)
From an online course lesson entitled Likelihood for POMPS https://kingaa.github.io/sbied/pfilter/ , this is the R script for the lesson. However, the code works here... I'm not sure how to reproduce my specific problem with it and unfortunately cannot share the dataset or code I am using because it is for academic research.
...ANSWER
Answered 2021-Jan-03 at 22:31If I set Beta=100
in the code above I can get a negative-infinite log-likelihood.
Replacing the measurement-error snippet with this:
QUESTION
I'm using this library: https://github.com/googleapis/google-api-php-client
I created a simple PHP script that fetches some information from Google Search Console / Webmaster Tools about the performance of a domain I own.
It is not intented to autentify on behalf of a user who visits the page and own their own website. It's intended to show information about MY website and it identifies via a fixed service account. More detail below.
Here's the PHP code:
...ANSWER
Answered 2020-Dec-20 at 17:18I found the answer here: Webmasters API User does not have sufficient permission for site (MartijnvdB's answer in case the deep link to the specific answer breaks).
I needed to change this:
QUESTION
Here is example XML:
...ANSWER
Answered 2020-Jul-09 at 23:40Below should work. Please have a try:
expression="count(//Pnode[not (@PFilter='1')][Child1/Child2[@Filter='1']])"
Or
expression="count(//Doc1/Pnode[not (@PFilter='1')][Child1/Child2[@Filter='1']])"
QUESTION
In sql the statement look like: UPDATE table SET table.password = pPassword WHERE (table._id = pid);
How does this work for Java and MongoDB?
...ANSWER
Answered 2020-Jun-05 at 17:19Solution:
The Solution is that you nest BasicDBObjects in BasicDBObjects.
QUESTION
So I have this output resulted from ansible (pinging some hosts using shell module:
...ANSWER
Answered 2020-Feb-05 at 12:33Since your identifier has a space in it, you need to quote it.
pfilter: "[*].{\"Ping response\": stdout_lines}"
To ease the writing/readability, you can use a yaml folded block scalar and remove one level of quote escaping:
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