Journal of Kufa for Mathematics and Computer

One of the important parts in human
face recognition is detecting face position. In
this paper a implement face position detection
experiment using (Artificial Neural Network,
ANN) to give outputs of human face number,
position and dimension as found in a digital
image. The system is trained using available ace
samples. Quickprop algorithm and active
learning method are used to speed the system
training process up. And also indicate the
comparison of the training time with standard
Backpropagation algorithm and the training
with Quickprop algorithm. The experiment is
conducted using 200, 300 and 400 data. For
each of the trainings, the iteration is stopped
when the error value reaches 0.05. It is
observed that the bigger number of the training
data of the Quickprop algorithm causes
significant increase in the training rate. Based
on the results of the experiment with 14 files
containing 273 face images, the face detection
system gives 70.24% detection rate and 62 false
positives.

In this paper , we introduce the
concept of compactly f-closed set. In this
work , we have also shown that where X is a
T2-spase,then a subset A of X is compactly
f-closed if and only if A is an f-closed set .
Moreover , we have studied the
concept of compactly f-k-closed set and
shown that if the space is T2, then
compactly if – closed is equivalent to
compactly f-k-closed.

The primary purpose of this paper is to
introduce the, N-coprobabilistic normed space,
coprobabilistic dual space of N-coprobabilistic
normed space and give some facts that are
related of them

In this paper ,we study estimation of two
parameters of Weibull distribution .Methods of
estimation used are maximum likelihood
estimator (MLE) and Bayes. We compared the
numerical results by simulation in MATLAB
program. The comparison show that the Bayes
estimator gives the best results ( less error) .

In this paper, we study the direct sum
of min (max)-CS modules. We show that the
direct sum of min (max)-CS modules need not
be min (max)-CS module. So we give many
sufficient conditions under which the direct
sum of min (max)-CS modules become min
(max)-CS module

E-learning is becoming globally widespread and
more common. The usefulness of interactive
systems in e-learning lies not in performing the
processing task itself but in communicating
requests and results between the system and its
user. Therefor the E-Learning can offer great
chances to students with disabilities that can
access its application through an alternative
channel using Human- Computer interaction
(HCI) methods. This paper tries to review the
various methods of (HCI) used for mobility
disabilities and implement one of these methods
using Electrooculography (EOG) signals to
write using a virtual keyboard.

This paper presents a face detection technique
based on two techniques: wavelet Gabor filter for
extract features from the localized facial image
and neuro fuzzy system used as classifier
depending on the features that extract , where it is
used to determine the faces in the input image by
draw boxes around the faces. The neurofuzzy
network will be train on 128 image (69 face and
59 non face, size of each image 16*27 pixel in
gray scale , this mean it trained to choose between
two classes “face” and “non-face” images.
Our approach has been tested on eight common
images with different face number in image and
different number of fuzzy set. We got the best
detection rate is 89.3% in case threshold equal 0.2
and in case number of fuzzy set equal 2. The
stages of this work are implemented in MATLAB
7.0 environment.

Let be a commutative ring with identity
. It is well known that a topology was defined
for ( ) * +
called the Zariski topology (prime spectrum) . In
this paper we will generalize this idea for near
prime ideal . If be a commutative near-ring
with identity , be a near prime ideal of and
define
( ) * + .
Then ( ) can be endowed with a topology
similar to the Zariski topology which is called
near Zariski topology (near prime spectrum) .
we studies and discuss some of properties of
such topology .

In this paper , we introduced a new
subclass
S (A,,,,t,,) p

which
consists of analytic and
p  valent
functions with negative coefficients in
the unit disk defined by integral
operator . We obtain coefficient
estimates and some results including
applications of Fourier series .

This paper applied PCA on infertility set of data,
that was collected from Al-Nasiriya province.
Infertility of women that have been unable to
conceive a child after one year of their marriage
without birth control. Since infertility is very
common among Iraqi women. Hence our
research mainly concern with this disease in
order to identify the causes that contribute to this
problem.