...
11
Keinosuke
Fukunaga
Introduction
to
Stas-tical
Pattern
Recognit
ion
Second
Edition
This completely revised second edition
presents an introduction to statistical pat-
tern recognition. ...
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Covariance matrix of the
mixture density
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References
1.
2.
3.
4.
5.
6.
7.
K.
Fukunaga, Introduction to St...
... described.
1.1 Statistical pattern recognition
1.1.1 Introduction
This book describes basic pattern recognition procedures, together with practical appli-
cations of the techniques on real-world problems. ... Appendix E.
... two-way authentication protocols. To prevent replay at-
tacks, the communication tokens must be stored. Since these commu-
nication tokens have to be deleted from time to time, they are given a
time ... network with secure
and synchronized clocks. A three-way protocol requires more messages
to be exchanged, but avoids storing tokens and maintaining secure and
synchronized clocks.
2. T...
... book, due to the involvement of our group in a number of projects related to
pattern recognition.
The philosophy of the book is to present various pattern recognition tasks
in
a unified way, ... as to an interdisciplinary
audience
of
a graduate course on automation. This experience led us
to
make the
book as self-contained as possible and to address students with di...
... Semi-supervised learning finds its way also to cluster-
ing tasks. In this case,labeled data are used as constraints in the form of must-links
and cannot-links. In other words, the clustering task ... weighted by
ki
. Our goal now is to choose
the partitioning regions R
j
so that the average risk
r ϭ
M
k 1
r
k
P(
k
)
ϭ
M
iϭ1
R
i
M
k 1
ki
p(x|
k
)P(
k
)
dx (2.16...
... placed in one -to- one correspondence if their
elements can be paired in such a way that each element of either set is asso-
ciated with a unique element of the other set.
The concept of one -to- one ... {peridot}.
Although we can still assign a color to each gemstone, we cannot do so in
such a way that each gemstone corresponds to a different color. There does
not exist a one -to- one cor...
... more difficult to define and demonstrate for con-
tinuous time examples).
Having toured the basic ideas to be explored in this chapter, we now
proceed delve into the details required to make the ideas ... enough
to make a function a random variable, it can often be enlarged to be big
enough. This is not idle twiddling; such a procedure is required for impor-
tant applications, e.g., t...
... original book went out of print, the time seemed ripe
to convert the manuscript from the prehistoric troff format to the
widely used L
A
T
E
X format and to undertake a serious revision of the
book in ... should be sent to
rmgray@stanford.edu. Every effort will be made to fix typos and
take suggestions into an account on at least an annual basis.
Acknowledgements
We repeat our acknowle...