2
$\begingroup$

We all know Information Filter is a dual representation of Kalman Filter. The main difference between Information Filter and Kalman Filter is the way the Gaussian belief is represented. In Kalman Filter, the Gaussian belief is represented by their moments, whereas in Information Filter, the Gaussian belief is represented by the canonical form. Canonical form is comprised of an information matrix($\Omega$) and an information vector($\xi$).

As we all know, the name Kalman Filter is after Rudolf E. Kálmán, one of the primary developers of this theory.

Now I want to know where the name information filter came from? Why it is called information filter? What type of information is attached to this filter? Is there any significance behind the nomenclature?

I have the same question about information matrix and information vector. Is there any significance behind the nomenclature?

I already read Probabilistic Robotics by Sebestian Thrun. Chapter 3 Gaussian filter, in the subsection 3.4 The Information Filter. There are many equations and theories but that does not tell us about the nomenclature.

Probabilistic Robotics

$\endgroup$
0
$\begingroup$

I am probably not qualified to answer your question, but I will attempt. At the very least I hope to start a discussion about the matter because I am unsure.

The (linear) Kalman filter uses the error Covariance as it's main contributor to the Kalman gain. We usually notice the Error covariance decreases over time which can be thought of as the decrease in uncertainty. In the information filter the inverse is true. Our "information matrix" increases with more measurements, because our information increases.

Additionally the measurement update of the information state vector y resembles the way we simply add information. Since

y(i+1) = y(i) + i(i+1)

here we are simply adding information.

This is how I reason and remember the Information filter. I'm not sure where the name came from.

Additionally: Arthur Mutambara mentions: "The information filter essentially tracks information about the states and not the states them selves". This may be more correct and concise.

$\endgroup$
  • $\begingroup$ Hi. OP's question was specifically about the name, so this is not an answer to their question. General discussion is better suited for chat. $\endgroup$ – Philip Raeisghasem Apr 12 at 1:14

Your Answer

By clicking “Post Your Answer”, you agree to our terms of service, privacy policy and cookie policy

Not the answer you're looking for? Browse other questions tagged or ask your own question.