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Readings on Kalman Filters
Hi,
Here are some of the readings I found on Kalman Filters. Most of these can
be found in the excellent Web site on Kalman filters at
http://www.cs.unc.edu/~welch/kalman/.
- The seminal paper by Kalman himself (1960). This paper provides an
intuitive explanation of Kalman filters. It comes from signal processing
area, so I must warn that it is not an easy read (at least for me). And
since HMMs and DBNs were formalized later, it also misses the connections to
them.
http://www.cs.unc.edu/~welch/media/pdf/Kalman1960.pdf
- A very nice introductory tutorial by Greg Welch and Gary Bishop.
the presentation is available at
http://www.cs.unc.edu/~tracker/media/pdf/SIGGRAPH2001_Slides_08.pdf
the detailed paper is available at
http://www.menem.com/~ilya/digital_library/control/welch-bishop-01.pdf
Thanks,
Sree.