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ICDL The ICDL L4 net

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The ICDL GCC groundwork, the governing constitution of the overseas desktop riding License (ICDL) programme in the Gulf States, and the overseas faculty of Choueifat, piece of the SABIS schooling system, which presently runs 31 inner most and government colleges in eleven international locations in four continents. SABIS regional workplace has signed an annual accreditation condense to implement the necessities and alien requisites of the ICDL programme in the colleges. each and every Choueifat school may occupy an interior ICDL authorised checking out centre. ICDL checking out will develop into purchasable to every students and academics of those faculties. “here's a major tide that makes ICDL attainable to the pupil group of Choueifat faculties,” says Jamil Ezzo, director familiar, ICDL GCC groundwork. “The agreement comes in keeping with ICDL’s approach of encouraging the systematic educating of using computers in colleges, thereby presenting students with a powerful foundation to become ingenious and self-directed rookies.” ICDL has already been carried out with the aid of a colossal number of faculties and universities in the Arab world, whereas a few training ministries occupy made the programme mandatory for their corpse of workers. Ezzo says he expects the accreditation condense with the international colleges of Choueifat to inspire greater academic institutions to adopt the ICDL scheme to empower students with IT talents. The Choueifat schools in Abu Dhabi, Dubai, Ras Al Khaimah, Sharjah, Al Ain, Doha will gain hold of the accreditation, as will Ruwais inner most college and the modern schooling school in Oman, that are both flee through Choueifat. “we're joyful to obtain accreditation from the ICDL GCC basis, and they disagree with the world-category ICDL qualification may give their college students a competitive aspect in their future careers, because the program is universally recognised,” says Ramzi Germanos, regional director of the international faculty of Choueifat. “Choueifat colleges occupy already got a strong computing device science syllabus that permits 12 to 13 year olds to circulate the ICDL exams and circulation on to greater difficult qualifications in computing device science. Passing the ICDL tests at an early age gives their college students an facet. teachers of every disciplines should be strongly inspired to gain this qualification,” Germanos provides. Choueifat college students should be able to assume the ICDL checks within their school, so that they can now be reputable centres for the exams.


an international Digital Library for Distance getting to know analysis considerations for the uk Open school's overseas Centre for Distance learning (ICDL) | killexams.com real Questions and Pass4sure dumps

ManageLearn SOCRATES task, 2nd 12 months document, ICDL, Milton Keynes Nipper S (1989) Third technology Distance discovering and desktop Conferencing

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AMSI schools be piece of ICDL Certification program | killexams.com real Questions and Pass4sure dumps

Academia management solutions international (AMSI), a leading tutorial options provider, has signed a deal with ICDL GCC groundwork to install the ICDL application within its colleges throughout the GCC.

ICDL GCC basis is the governing constitution and certification authority of the overseas computing device using Licence (ICDL) software in the Gulf plot and Iraq.

AMSI manages the Al Mawakeb schools in Al Garhoud and Al Barsha, the alien school of Arts & Sciences and the Lebanese school in Doha, Qatar.

under the phrases of the agreement, ICDL will accredit ICDL permitted practising and testing centres within AMSI faculties within the vicinity, whereas AMSI will accommodate the ICDL typical within its ICT syllabus.

The program can be provided to round 2,one hundred students starting from grades 7 to 12 and greater than 550 academics and college corpse of workers individuals in diverse AMSI schools in Dubai alone.

it's expected that round four hundred college students will be a piece of the application yearly. throughout the ICDL authorised practising and testing centres, AMSI will also be capable of proffer the ICDL program to fogeys and other contributors of the society.

George Akhras, CIO at AMSI, described the partnership as a tremendous step ahead in its incessant efforts to promote digital awareness.

'we're confident that this could open up new alternatives for lengthy-term collaboration in other jointly a righteous suggestion tasks. AMSI college students and personnel individuals alike are very smitten by this new partnership as ICDL has been trendy worldwide for its focus of attention on first-rate and excellence,' he introduced.

Jamil Ezzo, director chummy of ICDL GCC groundwork, mentioned that the support of academic associations turned into faultfinding in advertising digital recognition across every sectors of society.

'we're very excited to receive AMSI’s endorsement as this could win ICDL attainable to the pupil community within its faculties and expand their attain to the academic sector,” he cited.

'ICDL and AMSI occupy also agreed to discuss and explore other expertise initiatives in assist of a considerable number of digital literacy courses which are designed to expand the laptop abilities of the common inhabitants in the GCC, he brought.-TradeArabia information provider


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Temporal information as top-down context in binocular disparity detection | killexams.com real questions and Pass4sure dumps

2009 IEEE 8TH INTERNATIONAL CONFERENCE ON development AND LEARNING 5

We trained networks with 4 0 ×40 neurons in each of L2/3,

L4,L5and L6layers of stereo feature-detection cortex (of

course there were 2×20 neurons in L1, as there is a one-

to-one correspondence between input and L1neurons). The

kparameter (the number of neurons allowed to fire in each

layer) was set to 100 for the stereo feature-detection cortex,

and 5for the motor cortex. They set κ= 5 in Eq. 1 and α= 0.4

in Eq. 5 for every of the experiments, unless otherwise is stated.

A. The advantage of Spatio-temporal 6-layer Architecture

Fig. 4 shows that applying top-down context signals in

single-layer architecture (traditional MILN networks [14]),

increases the error rate up to over 5pixels (we intentionally

set the relative top-down coefficient, α, as low as 0.15 in this

case, otherwise the error rate would be around haphazard level).

As discussed in Section III, this observation is due the absolute

dominance of misleading top-down context signals provided

complex input (natural images in this study). On the other

hand, context signals reduce the error rate of the network to

a sub-pixel flat in 6-layer architecture networks. This result

shows the faultfinding role of coadjutant layers (i.e. L5and L6)

in the laminar cortex to modulate the top-down and bottom-up

energies received at the cortex before mixing them.

0 2 4 6 8 10

0

0.5

1

1.5

2

2.5

3

3.5

4

4.5

5

5.5

Epochs of Training

Root connote Square error (pixel)

Eect of utilizing laminar architecture and temporal context

Single−layer architecture − Context enabled

Euclidean SOM updating rule

Single−layer architecture − Context disabled

Dot−product SOM updating rule

6−layer architecture − Context disabled

6−layer architecture − Context enabled

Fig. 4. How temporal context signals and 6-layer architecture improve

the performance.

For comparison, they implemented two versions of Self-

Organizing Maps updating rules, Euclidean SOM and dot-

product SOM [9]. With the identical amount of resources, the

6-layer architecture outperformed both versions of SOM by

as much as at least 3times lower error rate.

B. Smoothly Changing Receptive Fields

In two divide experiments, they studied the topographic

maps formed in L2/3.

1) Experiment A – κ= 5:As depicted in Fig. 5a, the

disparity-probability vectors for neurons tuned to close-by

disparities are similar; neurons tuned to close-by disparities are

more likely to fire together. Equivalently, a neuron in the stereo

feature-detection cortex is not tuned to only one exact dispar-

ity, but to a disparity range with a Gaussian-like probability for

different disparities (e.g. neuron nicould fire for disparities

+1,+2,+3,+4,+5 with probabilities 0.1,0.3,0.7,0.3,0.1,

respectively). This fuzziness in neuron’s disparity sensitivity is

caused by smoothly changing motor initiated top-down signals

(κ > 1in Eq. 1) during training. Fig. 5b shows this upshot on

topographic maps; having κ= 5 causes the regions sensitive

to close-by disparities quite often reside next to each other

and change gradually in neural plane (in many areas in Fig.

5b the colors change smoothly from dim blue to red).

2) Experiment B – κ= 1:However, if they define disparity

detection as a classification problem, and set κ= 1 in Eq.

1 (only one neuron dynamic in motor layer), then there is

no smoothness in the change of the disparity sensitivity of

neurons in the neural plane.

These observations are consistent with recent physiological

discoveries about the smooth change of stimuli preference

in topographic maps in the brain [5] and disparity maps in

particular [4], [12].

V. CO NC LUS ION

Presented is the first spatio-temporal model of the 6-layer

architecture of the cortex which incorporated temporal aspects

of the stimuli in the contour of top-down context signals. It

outperformed simpler single-layer models of the cortex by

a significant amount. Furthermore, defining the problem of

binocular disparity detection as a regression problem by train-

ing a few nearby neurons to relate to the presented stimuli

(as apposed to only one neuron in the case of classification),

resulted in biologically-observed smoothly changing disparity

sensitivity along the neural layers.

Since the brain generates actions through numerical sig-

nals(spikes) that drive muscles and other internal corpse effec-

tors (e.g. glands), regression (output signals) seems closer to

what the brain does, compared to many classification models

that occupy been published in the literature. The regression

extension of the MILN [14] has potentially a wide scope

of application, from autonomous robots to machines that can

learn to talk. A major open challenge is the complexity of the

motor actions to be scholarly and autonomously generated.

As presented here, an emergent-representation based binoc-

ular system has shown disparity detection abilities with sub-

pixel accuracy. In contrast with engineering methods that used

explicit matching between the left and perquisite search windows,

a remarkable computational advantage of their toil is the

potential for integrated spend of a variety of image information

for tasks that require disparity as well as other visual cues.

Our model suggests a computational intuition as to why there

is no top-down connection from L2/3to L4in laminar cortex;

to avert the top-down and bottom-up energies received at the

cortex from mixing before they internally compete to sort out

winners.

Utilization of more complicated temporal aspects of the stimuli

and using real-time stereo movies will be a piece of their future

work.


Dually Optimal Neuronal Layers: Lobe Component Analysis | killexams.com real questions and Pass4sure dumps

84 IEEE TRANSACTIONS ON AUTONOMOUS MENTAL DEVELOPMENT, VOL. 1, NO. 1, MAY 2009

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[42] T. Kohonen, Self-Organizing Maps, 3rd ed. Berlin, Germany:

Springer-Verlag, 2001.

[43] E. Simoncelli and B. Olshausen, “Natural image statistics and neural

representation,” Annu. Rev. Neurosci., vol. 24, pp. 1193–1216, 2001.

[44] E. Alhoniemi, J. Vesanto, J. Himberg, and J. Parhankangas, Som

toolbox for Matlab 5 Helsinki Univ. of Technol., Finland, Tech. Rep.

A57, 2000.

[45] M. D. Luciw, J. Weng, and S. Zeng, “Motor initiated expectation

through top-down connections as abstract context in a physical world,”

in Proc. 7th Int. Conf. Develop. Learn. (ICDL’08), Monterey, CA,

2008.

[46] P. Pajunen and J. Karhunen, “Least-squares methods for blind source

separation based on nonlinear PCA,” Int. J. Neural Syst., vol. 8, no.

5–6, pp. 601–612, 1998.

[47] J. Karhunen, P. Pajunen, and E. Oja, “The nonlinear PCA criterion in

blind source separation: Relations with other approaches,” Neurocom-

puting, vol. 22, pp. 5–20, 1998.

[48] X. Giannakopoulos, J. Karhunen, and E. Oja, “Experimental compar-

ison of neural ICA algorithms,” in Proc. Int. Conf. Artif. Neural Netw.

(ICANN’98), Skövde, Sweden, 1998, pp. 651–656.

[49] J.-F. Cardoso, “Blind signal separation: Statistical principles,” Proc.

IEEE, vol. 86, no. 10, pp. 2009–2025, 1998.

[50] A. Hyvarinen, J. Karhunen, and E. Oja, Independent Component Anal-

ysis. New York: Wiley, 2001.

[51] P. J. Huber, Robust Statistics. New York: Wiley, 1981.

Juyang Weng (S’85–M’88–SM’05–F’09) received

the B.S. degree from Fudan University, China, and

the M.S. and Ph.D. degrees from the University

of Illinois at Urbana-Champaign, every in computer

science.

He is now a Professor at the Department of

Computer Science and Engineering, Michigan

State University, East Lansing. He is also a Faculty

Member of the Cognitive Science Program and the

Neuroscience Program at Michigan State. Since

the toil of Cresceptron (ICCV 1993), he has

expanded his research interests to biologically inspired systems, especially

the autonomous development of a variety of mental capabilities by robots and

animals, including perception, cognition, behaviors, motivation, and abstract

reasoning skills. He has published more than 200 research articles on related

subjects, including job muddiness, intelligence metrics, mental architectures,

vision, audition, touch, attention, recognition, autonomous navigation, and

other emergent behaviors. He is Editor-in-Chief of the International Journal

of Humanoid Robotics. He was a Member of the Executive Board of the

International Neural Network Society (2006–2008), Program Chairman of

the NSF/DARPA-funded Workshop on development and Learning 2000 (1st

ICDL), Program Chairman of the Second ICDL (2002), Chairman of the Gov-

erning Board of the ICDL (2005–2007), and generic Chairman of the Seventh

ICDL (2008) and Eighth ICDL (2009). He and his coworkers developed SAIL

and Dav robots as research platforms for autonomous development.

Dr. Weng is an Associate Editor of the IEEE TRANSACTIONS ON

AUTONOMOUS MENTAL DEVELOPMENT. He was Chairman of the Au-

tonomous Mental development Technical Committee of the IEEE Compu-

tational Intelligence Society (2004–2005) and an Associate Editor of IEEE

TRANSACTIONS ON PATTERN RECOGNITION AND MACHINE INTELLIGENCE and

IEEE TRANSACTIONS ON IMAGE PROCESSING.

Authorized licensed spend limited to: Michigan situation University. Downloaded on August 28, 2009 at 09:42 from IEEE Xplore. Restrictions apply.



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