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                    <text>1st International Syposium on Sustainable Development, June 9-10 2009, Sarajevo

Application of Factor Analysis in the Assessment of Water Quality in
Sakarya River (Turkey)
Suheyla Yerel
Bozuyuk Vocational School
Bilecik University, Bilecik, Turkey
suheyla.yerel@bilecik.edu.tr
Nurgul Ozbay
Engineering Faculty
Bilecik University, Bilecik, Turkey
nurgul.ozbay@bilecik.edu.tr
Huseyin Ankara
Department of Mining Engineering
Eskisehir Osmangazi University
Eskisehir, Turkey
hankara@ogu.edu.tr

Abstract: Factor analysis is applied to the dataset on surface water quality of the Sakarya
River (Turkey), generated one year monitoring at five monitoring stations for eight
parameters. This study presents of factor analysis technique for evaluation of large complex
dataset with a view to get better information about the surface water quality and design the
monitoring stations for effective management of water sources. Three factors were
determined, which were responsible from the 88.886% of total variance of the surface water
quality in the Sakarya River (Turkey). The first factor explained 43.639% of the total variance.
The second factor explained 27.914% and the third factor 17.332% explained of the variance,
respectively. This study showed that, factor analysis help decision makers to judge
effectiveness of surface water quality programs.

1. Introduction
One of the major concerns in hydrological studies understands the factor and process that control and
affect water quality. Water quality “reflects the composition of water as affected by natural processes and by
humans’ cultural activities, expressed in terms of measurable quantities and related to intended water use”
(Novanty and Chesters, 1981). Surface waters contain many chemical species in the dissolved state that play an
important roleinthe survivalaquatic ecosystems (Santos-Roman et al., 2003).
Water quality monitoring has one ofthe highest prioritiesin environmental protection policy (Simeonov
et al., 2002). The main objective isto control and minimize the incidence of pollutant-oriented problems, and to
appropriate qualityto serve various purposes such as drinking water,irrigation water, etc (Boyacioglu, 2006).
The quality of water is identified in terms of its physical, chemical and biological parameters
(Sargaonkar and Deshpande, 2003). The particular problem in the case of water quality monitoring is the
complexity associated with analyzing the large number of measured variables (Saffran, 2001). The data sets
contain rich information about the behavior of the water resources. The classification, modeling and
interpretation of monitoring data are the most important steps in the assessment of water quality (Boyacioglu,
2006).
Inthis study evaluated the water quality parameters using factor analysis. This analysis was applied to a
surface water quality dataset obtain by Sakarya riverin Turkey.

2. Materials and Methods
2.1. Dataset
Surface water quality datasets of five surface water quality observation stations comparing eight
parameters monitoring monthly a years, were obtained from DSI. Observation stations are seen fig. 1.
262

�1st International Syposium on Sustainable Development, June 9-10 2009, Sarajevo

The selected surface water quality parameter for the determination of water quality characteristics are;
Total dissolved solids (TDS), Sulphate (SO4), Chloride (Cl), Biochemical oxygen demand (BOD5 ), Nitrate
nitrogen (NO3 -N), Chemical oxygen demand (COD), Dissolved oxygen (DO) and Sodium (Na). The results were
evaluated by using factor analysis.

Figure 1. Sakarya river monitoring stations

2.2. Factor Analysis
Factor analysis is a statistical technique that attempts to extract a lower dimensional linear structure
from the data. The main purpose of factor analysisisto reduce the contribution of less significant variables and
to simplify even more of the data structure. As a result, a small number of factors will usually account for
approximately the same amount of information as the much larger set of original observations (Shrestha and
Kazama, 2007). The factor analysis can be expressed as:

zji = af1f1i + af 2f2i + af 3f3i +... + afmfmi + efi

i = 1, 2,..., p

(1)

where z is the measured variable; a isthe factor loading; f represents the factor score, e is the residual
term accounting for errors or other source of variation;iisthe sample number,and m representsthetotal number
of factors.

3. Results and Discussion
Surface water quality parameters were grouped using factor analysis in this study. The eigenvalues for
different factors, eigenvalues and total variance are given in Tab. 1. The table shows that,the three eigenvalues
were higher than 1. Majority of the total variance of the dataset has been investigated by the firstthree factors
Varimax rotation was then used to obtain readily interpretable factorloadings.

263

�1st International Syposium on Sustainable Development, June 9-10 2009, Sarajevo

Parameters
TDS

Factor 1 Factor 2 Factor 3
0.952
-

SO4

0.946

-

-

Cl

0.887

-

-

BOD5

0.857

-

-

NO3-N

-

0.943

-

COD

-

0.777

-

DO

-

-

0.843

Na

-

-

0.708

Eigenvalue

3.491

2.233

1.387

Total variance (%)

43.639

27.914

17.332

Table 1. Rotated factorloadings matrix

The factor analysis generated three significant factors, which explained approximately 88.886% of the
variance in monitoring stations dataset. Parameters were grouped based on the factorloadings and the following
factors were given:
Factor 1: TDS, SO4, Cl and BO D5
Factor 2: NO3-N and COD
Factor 3: DO and Na
The first factor (Factor 1) is explained 43.639% of the total variance. The second factor (Factor 2) is
positively loaded with parameters NO3 -N and COD. This factor accounts for 27.914% of the total variance.
Factor 3 explained 17.332% ofthe total variance and related tothe parameters DO and Na.
The data of the Factor 1 were calculation into mean value to compare the aspects of the variation in
surface water quality data obtained from five different monitoring stations as presented by fig. 2. Among the
mean value, all parameters were found to be high at Station 1 showing high pollution ofthese sites.

Figure 2. TDS, SO4, Cl and BO D5 mean value at monitoring stations

264

�1st International Syposium on Sustainable Development, June 9-10 2009, Sarajevo

4. Conclusion
In this study, factor analysis was applied to surface water quality dataset. The analysis was used to
classify surface water quality parameters. Based on the above results, monitoring stations were explained by the
three factors,itisthe Factor 1 (TDS, SO4, Cl and BOD5 ) that best observed variances in the data. These results
represent that pollution caused differences in terms of water quality in the Station 1 of the river. Finally,it was
determined thatthe factor analysis usefulness forinterpretation of water quality dataset.

5. References
1. Boyacioglu, H. (2006). Surface water quality assessment using factor analysis. Water SA, 32, 389-394.
2. Novanty, V., &amp; Chesters, G. (1981). Handbook of non-point pollution, Sources and Management. Van Nostrand Reinhold
Company, New York.
3. Saffran, K. (2001). Canadian water quality guidelines for the protection of aquatic life, CCME water quality index 1,0
User’s manual, ISBN 1-896997-34-1.
4. Santos-Roman, D.M., Warner, G.S., &amp; Scatena, F. (2003). Multivariate analysis of water quality and physical
characteristics of selected watersheds in Puerto Rico. Journal of the American Water Resources Association, 829-839.
5. Sargaonkar, A., &amp; Deshpande, V. (2003). Development of an overall index of pollution surface water based on a general
classification scheme in Indian context. Environ. Monit. Assess., 89, 43-67.
6. Shrestha, S., &amp; Kazama, F. (2007). Assessment of surface water quality using multivariate statistical techniques. A case
study of Fuji river basin, Japan. Environmental Modelling and Software, 22, 464-475.
7. Simeonov, V., Einax, J.W., Stanimirova, I., &amp; Kraft J. (2002). Environmetric modeling and interpretation of river water
monitoring data. Anal. Bional Chem., 374, 898-905.

265

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                <text>Factor analysis is applied to the dataset on surface water quality of the Sakarya  River (Turkey), generated one year monitoring at five monitoring stations for eight  parameters. This study presents of factor analysis technique for evaluation of large complex  dataset with a view to get better information about the surface water quality and design the  monitoring stations for effective management of water sources. Three factors were  determined, which were responsible from the 88.886% of total variance of the surface water  quality in the Sakarya River (Turkey). The first factor explained 43.639% of the total variance.  The second factor explained 27.914% and the third factor 17.332% explained of the variance,  respectively. This study showed that, factor analysis help decision makers to judge  effectiveness of surface water quality programs.</text>
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                    <text>APPLICATION OF FACTOR ANALYSIS IN THE INVESTIGATION OF
COAL MINING PARAMETER
Suheyla Yerel Kandemir
Bilecik Seyh Edebali University, Bilecik, Turkey
yusuf.guner@ege.edu.tr
Huseyin Ankara
Eskisehir Osmangazi University, Eskisehir, Turkey
hankara@ogu.edu.tr
Keywords: Coal Mining, Parameter, Eigenvalues, Factor Analysis, Multivariate Statistic
Analysis
ABSTRACT
In this paper, the selected coal mining parameter such as pickling, production, sale and
invetments are investigated by using the factor analysis. Factor analysis is one of the multivariate
statistic analysis techniques. The main purpose of factor analysis is to reduce the contribution of
less significant variables. As a result for this analysis, a small number of factors is usually
account for approximately the same amount of information as do the larger set of original
variables.
According to the selected coal mining parameter, the first two eigenvalues were found to be
bigger than 1, Thus, factor analysis revealed two factors including Factor 1 and Factor 2. Factor
1 was associated pickling and invetments. Factor 2 was composed production and sale. The
factors are explaining the %76.12 of the total variance in the coal mining parameters. Finally, it
was determined that the factor analysis usefulness for analysis and interpretation of coal mining
parameters.

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                <text>Keywords: Coal Mining, Parameter, Eigenvalues, Factor Analysis, Multivariate Statistic Analysis  ABSTRACT  In this paper, the selected coal mining parameter such as pickling, production, sale and invetments are investigated by using the factor analysis. Factor analysis is one of the multivariate statistic analysis techniques. The main purpose of factor analysis is to reduce the contribution of less significant variables. As a result for this analysis, a small number of factors is usually account for approximately the same amount of information as do the larger set of original variables.  According to the selected coal mining parameter, the first two eigenvalues were found to be bigger than 1, Thus, factor analysis revealed two factors including Factor 1 and Factor 2. Factor 1 was associated pickling and invetments. Factor 2 was composed production and sale. The factors are explaining the %76.12 of the total variance in the coal mining parameters. Finally, it was determined that the factor analysis usefulness for analysis and interpretation of coal mining parameters.</text>
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                    <text>APPLİCATİON OF FACTOR ANALYSİS İN THE INVESTİGATİON OF
COAL MİNİNG PARAMETER
Süheyla Yerel Kandemir
Bilecik Şeyh Edebali University, Bilecik, Turkey
syerel@gmail.com
Hüseyin Ankara
Eskişehir Osmangazi University, Eskişehir, Turkey
hankara@ogu.edu.tr
Keywords:Coal Mining, Parameter, Eigenvalues, Factor Analysis, Multivariate Statistic
Analysis.
ABSTRACT
In this paper, the selected coal mining parameter such as pickling, production, sale and
investments are investigated by using the factor analysis. Factor analysis is one of the
multivariate statistical analysis techniques. The main purpose of factor analysis is to reduce the
contribution of less significant variables. As a result for this analysis, a small number of factors
is usually account for approximately the same amount of information as do the larger set of
original variables.
According to the selected coal mining parameter, the first two eigenvalues were found to be
bigger than 1, Thus, factor analysis revealed two factors including Factor 1 and Factor 2. Factor
1 was associated pickling and investments. Factor 2 was composed production and sale. The
factors are explaining the %76.12 of the total variance in the coal mining parameters. Finally, it
was determined that the factor analysis usefulness for analysis and interpretation of coal mining
parameters.

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                <text>Keywords:Coal Mining, Parameter, Eigenvalues, Factor Analysis, Multivariate Statistic Analysis.  ABSTRACT  In this paper, the selected coal mining parameter such as pickling, production, sale and investments are investigated by using the factor analysis. Factor analysis is one of the multivariate statistical analysis techniques. The main purpose of factor analysis is to reduce the contribution of less significant variables. As a result for this analysis, a small number of factors is usually account for approximately the same amount of information as do the larger set of original variables.  According to the selected coal mining parameter, the first two eigenvalues were found to be bigger than 1, Thus, factor analysis revealed two factors including Factor 1 and Factor 2. Factor 1 was associated pickling and investments. Factor 2 was composed production and sale. The factors are explaining the %76.12 of the total variance in the coal mining parameters. Finally, it was determined that the factor analysis usefulness for analysis and interpretation of coal mining parameters.</text>
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                <text>The fractal geometry is a relatively new research subject in theory of architecture, but its principles are in use for centuries. Among the witness are numerous architectural masterpieces around the world and various ornaments found in different cultures.     This master thesis investigates the presence of fractal geometry principles in traditional sacral architecture ornaments of Persian, Ottoman and Bosnian architecture. Methodology used in the analysis of specific ornaments plates was the box counting technique via ImageJ fractal analysis software and FracLac plugin. Collected data was then analyzed comparatively and the results discussed in terms of existence of fractal geometry principles in the analyzed ornaments and similarity and relation between the ornaments from the above mentioned three cultures.       The purpose of this study is to examine the presence and level of similarity between fractal dimensions of analyzed ornaments, which represent a consequence of cultural and civilizational connections.  Keywords: ornaments, fractal geometry, Persian ornaments, Ottoman ornaments, Bosnian ornaments, sacral architecture, box counting</text>
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                <text>&lt;p&gt;Neuromarketing combines neuroscience and marketing to analyze consumer behavior through tools like electroencephalography (EEG), which captures subconscious and emotional responses. This thesis applies machine learning (ML) techniques to EEG data for predicting purchase decisions, addressing the limitations of traditional marketing methods. Using the NeuMa dataset, which includes EEG and eye-tracking data, key features such as frontal alpha asymmetry (FAA), power spectral density (PSD), and alpha-beta power ratios were extracted to build predictive models. Four ML algorithms—Support Vector Machines (SVM), Random Forest (RF), Artificial Neural Networks (ANN), and Convolutional Neural Networks (CNN)—were evaluated based on accuracy, ROC AUC, and execution time. SVM emerged as the best-performing model, achieving 94.3% accuracy. 99% ROC AUC, with efficient processing time, making it suitable for neuromarketing research. The results confirm the critical role of EEG features from the frontal region, particularly FAA and alpha-beta power ratios, in predicting consumer preferences. These metrics reflect emotional and subconscious responses, emphasizing their importance in purchase decisions. This study demonstrates the value of integrating EEG with ML for consumer analysis, offering a scalable, unbiased, and data-driven approach to marketing research. By combining neuroscience with modern methods, this research provides a foundation for improving consumer preference analysis. It highlights the potential of EEG-based metrics and ML models to enhance marketing strategies, moving beyond traditional self-report methods toward more objective and accurate insights.&lt;/p&gt;</text>
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                    <text>Application of project management tools and techniques in an IT company in
Bosnia and Herzegovina
Emil Klapija
International Burch University
Bosnia and Herzegovina
emil.klapija@gmail.com

Abstract: In a modern business environment, work is often segmented into activities having a
well-defined objective and a limited duration period. These activities are referred to as projects.
Projects are categorized in several ways and according to various disciplines. This paper will
introduce a notion of projects and project management in a developing area of information
systems. Even though the basis remains the same, IS projects differ in many ways when
compared to the so called “standard” projects due to a swift change in technology and the fact
that a vast majority of products are intangible. Therefore, to manage such projects becomes a
complex task. There are various tools and techniques that are being applied to IS projects in
order to keep track of a changing environment.
This paper will cover numerous facets of IS project management and how they are being applied
in IS projects. Although project management cannot guarantee success, it most certainly aids
managers as well as developers, analysts and technical staff completes their tasks in time. It also
facilitates quality checks and employee tracking for further task monitoring and baseline
planning. To assure a quality analysis, this paper will cover relevant literature such as the one
approved by the Project Management Institute and the Association for Project Management to
scrutinize tools and techniques used worldwide in IS project management and review how they
apply to a specific IT company in Bosnia and Herzegovina. Finally, based on a thorough,
objective evaluation a conclusion will be drawn to reflect the implementation of suggested tools
and techniques.
Keywords: project management, tools, techniques, manager.

146

�146

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                <text>In a modern business environment, work is often segmented into activities having a well-defined objective and a limited duration period. These activities are referred to as projects. Projects are categorized in several ways and according to various disciplines. This paper will introduce a notion of projects and project management in a developing area of information systems. Even though the basis remains the same, IS projects differ in many ways when compared to the so called “standard” projects due to a swift change in technology and the fact that a vast majority of products are intangible. Therefore, to manage such projects becomes a complex task. There are various tools and techniques that are being applied to IS projects in order to keep track of a changing environment.     This paper will cover numerous facets of IS project management and how they are being applied in IS projects. Although project management cannot guarantee success, it most certainly aids managers as well as developers, analysts and technical staff completes their tasks in time. It also facilitates quality checks and employee tracking for further task monitoring and baseline planning. To assure a quality analysis, this paper will cover relevant literature such as the one approved by the Project Management Institute and the Association for Project Management to scrutinize tools and techniques used worldwide in IS project management and review how they apply to a specific IT company in Bosnia and Herzegovina. Finally, based on a thorough, objective evaluation a conclusion will be drawn to reflect the implementation of suggested tools and techniques.    Keywords: project management, tools, techniques, manager.     </text>
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                    <text>International Conference on Economic and Social Studies, 10-11 May, 2013, Sarajevo

Application of Securitization on the Financial Markets
Adnan Rovcanin
University of Sarajevo, Sarajevo, Bosnia and Herzegovina
adnan.rovcanin@efsa.unsa.ba
Adna Mataradzija
University of Sarajevo, Sarajevo, Bosnia and Herzegovina
adna.mataradzija@gmail.com
Amra Mataradzija
University of Sarajevo, Sarajevo, Bosnia and Herzegovina
amra.mataradzija@gmail.com
On some financial markets commercial bank loan capacity is largely dependent
upon foreign funding, which is quite expensive, and it diminishes liquidity of
the overall economy and hinders the development of the country's flagging
economy. Based on the assumption that securitization is one of possible
methods for solving this problem, this paper discusses the possibilities of its
implementation into the financial markets and advantages of that process.
Some financial analysts declared the securitization as one of the main culprits
for the development of the global economic crisis. However, the fact that the
causes of the crisis are much more complex supports the thesis that
securitization still be considered a very valuable tool for the development of
financial markets, noting that its misuse can have far reaching negative
consequences. Bearing in mind the appropriate features of loan portfolio and
Basel II regulations, it points to the conclusion that the possibilities of
implementing this process into the some financial market is welcomed and
that it may have positive effect on increasing the level of liquidity and the
overall economic development.
Synergistic effects of Basel II and
securitization of receivables, could lead to many positive effects. The process
of securitization creates a wide variety of securities covered by assets, which
are most characteristic of the securities covered by the mortgage (Mortgage
Back Securities) and the securities covered by assets in the narrow sense (Asset
Back Securities). Financial institutions that put their assets into process of
securitization could obtain alternative sources of funding, increased financial
flexibility, lower cost of capital, strong balance sheet, reduce credit exposure,
etc. The initiation of securitization would allow cheaper sources of financing to
banks, which would lessen dependence on expensive foreign sources of
capital. The aim of this paper is to describe the process of securitization of
receivables and the effects of introducing a specific financial market, with
elements of the classification.
Keywords: securitization of receivables, loan portfolio, credit risk, ABS, MBS,
banking system, Basel II standards

10

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MATARADZIJA, Adna
MATARADZIJA, Amra</text>
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                <text>On some financial markets commercial bank loan capacity is largely dependent  upon foreign funding, which is quite expensive, and it diminishes liquidity of  the overall economy and hinders the development of the country's flagging  economy. Based on the assumption that securitization is one of possible  methods for solving this problem, this paper discusses the possibilities of its  implementation into the financial markets and advantages of that process.  Some financial analysts declared the securitization as one of the main culprits  for the development of the global economic crisis. However, the fact that the  causes of the crisis are much more complex supports the thesis that  securitization still be considered a very valuable tool for the development of  financial markets, noting that its misuse can have far reaching negative  consequences. Bearing in mind the appropriate features of loan portfolio and  Basel II regulations, it points to the conclusion that the possibilities of  implementing this process into the some financial market is welcomed and  that it may have positive effect on increasing the level of liquidity and the  overall economic development. Synergistic effects of Basel II and  securitization of receivables, could lead to many positive effects. The process  of securitization creates a wide variety of securities covered by assets, which  are most characteristic of the securities covered by the mortgage (Mortgage  Back Securities) and the securities covered by assets in the narrow sense (Asset  Back Securities). Financial institutions that put their assets into process of  securitization could obtain alternative sources of funding, increased financial  flexibility, lower cost of capital, strong balance sheet, reduce credit exposure,  etc. The initiation of securitization would allow cheaper sources of financing to  banks, which would lessen dependence on expensive foreign sources of  capital. The aim of this paper is to describe the process of securitization of  receivables and the effects of introducing a specific financial market, with  elements of the classification.  Keywords: securitization of receivables, loan portfolio, credit risk, ABS, MBS,  banking system, Basel II standards</text>
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                    <text>1st International Conference on Foreign Language Teaching and Applied Linguistics
May 5-7 2011 Sarajevo

Applying Cognitive Development on Second Language Acquisition (SLA)
Dr Wafaa Abdel Aziz Metwalli
Faculty of Mass Communication and Al Alsun,
Al Alsun Department,English Language
Misr International University, Cairo, Egypt
wafaa.metwalli@gmail.com
Abstract: ―Language Acquisition requires meaningful interaction in the target
language- natural communication- in which speakers are concern not with the form of
their utterances but with messages they are conveying and understanding.‖ Stephen
Krashen.
Second language acquisition (SLA) is the process by which people learn a second
language in addition to their native language(s). The term second language is used to
describe the acquisition of any language after the acquisition of the mother tongue.
The language to be learned is often referred to as the ‗target language‘ or L2,
compared to the first language L1.
Cognitive learning theory has focuses on unobservable change in mental knowledge.
Cognitivsim or mental change, as psycholinguists say, should no longer be ignored as
a rejection of the behaviorist views. Cognitive abilities of SLA vary from one person
to the other; presumably the recent studies suggested a synthesis in which the process
of language acquisition may interact with cognitive development to produce an
improvement in acquired language.
SLA is often viewed as part of Applied Linguistics; it is typically concerned with the
language system and learning processes, whereas applied linguistics may focus more
on the experiences of the learner particularly in the classroom. The cognitive
development of the second language acquisition is developed in this research through
student –directed projects, presentations and classroom discussions to supplant the
traditional lecture format.
The purpose of this research is to combine these vital strands of investigation into
close dialogue that will be applied on a group of university students studying a course
of Sociolinguistics in Al Alsun Faculty, English Department. Results will be recorded
to show the improvement of the second language (English Language) on this group
viewable in their presentations and performances.

Introduction
The purpose of language learning is to improve the speakers‘ four skills of listening, speaking,
reading and writing, with the base of large vocabulary and good grammar but this is not the final purpose.
The final purpose is to let speakers be able to use the language. Most of the speakers do better in reading and
writing than in listening and speaking. They can hardly communicate and express themselves (LingualinksLibrary1999).
The four basic skills are related to each other by two parameters: the mode of communication: oral and
written and the direction of communication: receiving or producing the message (Perego,S.F.,&amp; Boyle, O.F.
2001).
Since 1960‘s the Cognitive Learning Theory has provided the predominant perspective within which
Leaning Research has been conducted and theories of learning have evolved. The theory of Cognitive
Learning, one of the most historically influential theories, was developed by Jean Piaget a Swiss Philosopher
(1896-1980). His genetic epistemological theory provided many central concepts in the field of developmental
psychology in relation to the growth of intelligence which for Piaget, meant the ability to more accurately
represent the work and perform logical operations on representations of concepts grounded in interactions with
the world. The theory concerns the emergence and construction of schemata – schemes of how one perceives
the world – in ‗developmental stages‘, times when children are acquiring new ways of mentally representing
information. The theory is considered ‗constructivist‘, meaning that it asserts that we construct our cognitive
abilities through self-motivated action in the world (Chapman 1988).
The cognitive theory is best defined by exclusion, as it is not behaviorist or humanist but cognitive.
Broadly cognitive theory is interested in how people understand material and the aptitude and capacity to
learn. Cognitive processes and mental events which are central to human learning must therefore be
incorporated into theories of learning. Individuals are actively involved in the learning process they are not
passive receivers of environmental conditions, they are active participants in that learning process. Learning
involves the formation of mental associations that are not necessarily reflected in overt behavior changes. An

1284

�1st International Conference on Foreign Language Teaching and Applied Linguistics
May 5-7 2011 Sarajevo
individual‘s knowledge is self organized through various mental associations and structure. Learning is a
process of relating new information to previously learned information in other words learning is occurred
when an individual associate new learning with previous knowledge (Lightbrown &amp;Spada 2006). To
conclude, the cognitive theory focuses on how people process the information they receive from the
environment how they find what they have learned when they need to use the knowledge (Ormrod 1999).
Cognitivism focuses on an observable change in mental knowledge,it came about as a rejection of
the behaviorist views . Psychologists believed that mental events and cognitivism could no longer be ignored.
Cognitivism emphasizes mental processes and proposes that many aspects of learning may be unique to the
human species. It has affected educational theory by emphasizing the role of the teacher in terms of the
instructor‘s effectiveness of presentation of instructional material in a manner that facilitates students‘ learning
(e.g. helping students to review and connect previous learning on a topic before moving to new ideas about
that topic, helping students understand the material by organizing it effectively, understanding differences in
students‘ learning styles, etc. (Bransford, Brown &amp; Cocking, Rodney, ed., 2000) (Scaffolding Teaching
Strategy).
―Language acquisition does not require extensive use of conscious grammatical rules, and does not require
tedious drill‖ Stephen Krashen.‘ ―Acquisition requires meaningful interaction in the target language-natural
communication- in which speakers is concerned not with the form of their utterances but with the messages
they are conveying and understanding‖. ―The best methods are therefore those that supply ‗comprehensible‘
input in low anxiety situations, containing messages that student really want to hear. These methods do not
force early prediction in the second language, but allow students to produce when they are ‗ready‘, recognize
that improvement comes from supplying communicative and comprehensible input , and not from forcing and
correcting production‖ Stephen Krashen (1988).
According to Krashen there are two independent systems of second language performance: ‗the
acquired system ―and ‗the learned system‘. The acquired system or ‗Acquisition‘ is the product of a
subconscious process very similar to the process children undergo when they acquire their first language. It
requires meaningful interaction in the target language –natural communication- in which speakers are
concentrated not in the form of their utterances, but in the communicative act.
The learned system or ‗learning‘ is the product of formal instruction and it comprises a conscious
process which results in conscious knowledge about the language, for example knowledge of grammar rules.
According to Krashen ‗learning is less important than ‗acquisition ‗, the acquisition system is the utterance
initiator, while the learning system performs the role of the ‗monitor‘ or the ‗editor‘.
Theories concerning the relationship between language acquisition and cognitive development are
examined and implications for education are discussed. There is disagreement about the sources and processes
involve in achieving linguistic performance and in particular determining linguistic competence. Among many
theories and modifications is the Speaking Skill as a function of thinking. Various interpretations of this skill
have been proposed by Chomsky (1965), McNeill (1966), Katz (1966) and Piaget (1967). It is suggested that
while language acquisition may not be a sufficient condition for thought with respect to most cognitive
functions, it may play a role in significant ways that are at present little understood. Language may well have a
more significant role in the formation of thought than Piaget would allow, even though it may still not be the
principal determinant of thought claimed by Bruner and Vygotsky (Reed, Rodney. Louis 1977).
Researchers have found that most learners begin their acquisition process of the language with the
process of ‗Silent Period‘ in which they speak very little if at all, and while appearing silent they are
rehearsing important survival phrases and lexical chunks. These memorized phrases are then employed in the
subsequent period of ‗Formulaic Speech‘. (Naiman 1975)
The study of the effects of teaching on second language acquisition seeks to systematically measure
or evaluate the effectiveness of language teaching practices. Such studies have been undertaken for every
level of language, from phonetics to pragmatics and for almost every current teaching methodology (Cook
2001). It is therefore impossible to summarize their findings here. Researches have indicated that many
traditional language–teaching techniques are extremely inefficient (Mitchell &amp; Myles 2006).
The aim of this study is to solve the problem of the students at the university level encountering the
problem of communication using their second language.

Case Study
Students understand the Second Language but they cannot speak it, students start learning their
second language which is the English language at a very early age probably the elementary stage, the target is

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always to teach new vocabulary and to read short passages along with some rules of grammar .The evaluation
is always in a written form testing their knowledge of grammar and vocabulary.
The problem is observed in Al Alsun Faculty, when the students participate in class using the
second language, which is considered a major element in their studies as they comment and state their ideas on
the material they read and study. When they speak they focus on the wording of the language not the meaning,
they are always worried of making mistakes which proves lacking of skill and self-confidence.
When applying the cognitive theory on the students to develop their Second Language Acquisition,
the reflection of the cognitive learning that took place in their minds unconsciously declares itself in their
performance. The factors which help in developing the acquisition of the language are: the relaxing learning
atmosphere inside the class as well as the handy material used that encourage them to perform without the
fear and the emphasis is on the meaning delivered not the wording utterances.
The following hypothetical questions are answered in the study
 What is the effect of applying the cognitive processes on acquiring the second language?
 Does the class atmosphere accelerate the acquisition of the second language?
 How does the role of the activities inside class improve the cognitive development which leads to
the second language acquisition?
Method of the study
This study is designed as a qualitative research approach which aims at gather in depth
understanding of human behavior and the reasons that govern such behavior. The qualitative method
investigates the‘ why‘ and ‗how‘ of decision making, not just what, where and when. It produces information
only on the particular cases studied and any more general conclusions are only propositions (informal
assertions).Qualitative method is more subjective: describes a problem or condition from the point of view of
those experiencing it. The most common analysis of qualitative data is observer impression by expert or
stander observer.
The problem in this study is diagnosed by observation of students at the university level having
difficulty with their second language speaking skill.
Criteria
 Learning as a process of relating new information to previously learned information influenced the
choice of the course because the students have to have previous knowledge about it (schemata).
‗Introduction to Sociolinguistics‘ is the course of application and the rational behind it is that the core of
the course is the relation between language and society, the students are able to link their society and
their language to the information introduced in the course.
 The role of the instructor is effective to facilitate the students‘ learning by helping them to understand
the material, organize it and understand the students‘ different learning styles. Accordingly the
preparation for the new atmosphere in class started by explaining the idea of splitting the class into
groups of their choice and each group choose a name for identity. They in turn will perform a
presentation, with or without the data show, or a debate or a mind mapping chart or a discussion. The
choice of the activity should match the material introduced.
 Rules in class are set:
 Listen and watch attentively to the performance of your colleagues
 Keep the questions till the end of the performance
 Respect the ideas of each other
 Each one in the group should get involved in the activity
 English language is the language of communication in class
 Time your performance so as to leave time for discussions and questions on what
has presented
 The groups should vary the activity they present every time
 New strategies in class stemmed from the cognitive theory which is incorporated into theories of
learning. Learners accordingly are not passive receivers but active participants. The mental process
that emerges along with the progress in language acquisition can be detected and evaluated
 ―The best methods are therefore those that supply ‗comprehensible ‗input on low anxiety situations,
containing messages that students really want to hear. These methods do not force early prediction
in the second language, but allow students to produce when they are ‗ready‘, recognize that
improvement comes from supplying communicative and comprehensible input , and not from

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

forcing and correcting production‖ Stephen Krashen (1988). Students are given the freedom to
design their own performances the way they think is agreeable and easier to deliver the message.
They come up with new ideas such as acting scenes in their first language to emphasis meanings
like: Diglossia and its two varieties, the different dialects of one language, code switching and code
mixing. They even video tape scenes in the street acting and interacting with the public. When they
feel that they are controlling and producing their own ideas and they feel the reaction of their
performances on their colleagues and professor they feel more self confident and get stimulated to
immerse new ideas.
Among many theories and modifications of theories is the Speaking Skill as a function of thinking
,
various
interpretations
of
the
last
notion
have
been
proposed
by
Chomsky(1965),McNeill(1966),Katz(1966)and Piaget(1967). The importance of the speaking skill
is unquestionable because it consolidates the acquisition of the language. The student should cross
the ―Silent Period ―into the ―Formulaic Speech‖. In this study the students passed the silent period
and with motivation and encouragement in a proper atmosphere they become capable of using the
language more effectively and fluently (formulaic speech).

Conclusion
The students need to use all their skills in reading, writing, listening and speaking. The difference
between the students at their early join to the university and towards their graduation is recognizable, they
acquire more self confidence and their English language improves immensely. The more practice and
interaction in class the more the development of the oral skill occur. The implementation of this experience
on the students taking a course of Sociolinguistics in spring 2007 proves success. Since then I continued
using the same procedures and adding more to the idea. It is noticed that they started with a very timid and
reserved attitude being unable to use the language freely and fluently and by time they gain more confidence
and signs of progress in their language is detected.
The students develop their speaking skill as well, it is the reflection of the cognitive learning that
took place in their minds and unconsciously it declares itself in their performance. The factors which help in
developing this skill is the relaxing learning atmosphere inside the class as well as the handy material used to
encourage them to perform without fear and the emphasis is on the meaning delivered not the wording
utterances. The steady state and the continuity help in forming the skill and polishing it. The recurrence of
the performance for each group brings us nearer to our target.
It is as if we are cleaning the path of the river from the rocks to let the flow of water runs smoothly
and rapidly. It did flow.

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                <text>―Language Acquisition requires meaningful interaction in the target  language- natural communication- in which speakers are concern not with the form of  their utterances but with messages they are conveying and understanding.‖ Stephen  Krashen.  Second language acquisition (SLA) is the process by which people learn a second  language in addition to their native language(s). The term second language is used to  describe the acquisition of any language after the acquisition of the mother tongue.  The language to be learned is often referred to as the ‗target language‘ or L2,  compared to the first language L1.  Cognitive learning theory has focuses on unobservable change in mental knowledge.  Cognitivsim or mental change, as psycholinguists say, should no longer be ignored as  a rejection of the behaviorist views. Cognitive abilities of SLA vary from one person  to the other; presumably the recent studies suggested a synthesis in which the process  of language acquisition may interact with cognitive development to produce an  improvement in acquired language.  SLA is often viewed as part of Applied Linguistics; it is typically concerned with the  language system and learning processes, whereas applied linguistics may focus more  on the experiences of the learner particularly in the classroom. The cognitive  development of the second language acquisition is developed in this research through  student –directed projects, presentations and classroom discussions to supplant the  traditional lecture format.  The purpose of this research is to combine these vital strands of investigation into  close dialogue that will be applied on a group of university students studying a course  of Sociolinguistics in Al Alsun Faculty, English Department. Results will be recorded  to show the improvement of the second language (English Language) on this group  viewable in their presentations and performances.</text>
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                    <text>Appropriate versus Preferred Teaching Style: A Freshman English Case
Ervin Kovačević
International University of Sarajevo/ Sarajevo, Bosnia and Herzegovina
Key words: Teaching Style, Compulsory Adult Education
ABSTRACT
The contemporary universities across the world offer programs run in a foreign language; the courses are planned,
delivered, and assessed in the language that has to be mastered by the non-native student population. The
heterogeneity among their students is met in quite unique ways, since both the domains of compulsory adult
education and foreign language education are dictated by various andragogical and pedagogical theories and
approaches. When educational philosophies are studied the focus is on the educators' beliefs about education and
other relating concepts. If teaching styles are to be studied the focus is not only on the beliefs and values, but also on
the educational decisions and displayed teaching actions. Therefore, defining the appropriate teaching styles in
compulsory educational settings seems to be crucial if the efficiency of teaching actions or educational decisions is
to be questioned. This research presents the freshman students' preferences over teaching styles they had been
exposed to. More than 150 freshman students of International University of Sarajevo were surveyed during the last
three semesters. The comparative analysis of the stated preferences and the learner profiles under the scope confirms
the premise that an advanced foreign language course delivery at the college level needs to be segmented into the
teaching tasks of informing, demonstrating, facilitating, and delegating nature, which alternate not only in the
classroom but in every other available teaching – learning exchange context during the process of instruction.
Consequently, the concept of an appropriate teaching style is challenged by the concept of a preferred teaching style
in this article.

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                <text>Key words: Teaching Style, Compulsory Adult Education  ABSTRACT  The contemporary universities across the world offer programs run in a foreign language; the courses are planned, delivered, and assessed in the language that has to be mastered by the non-native student population. The heterogeneity among their students is met in quite unique ways, since both the domains of compulsory adult education and foreign language education are dictated by various andragogical and pedagogical theories and approaches. When educational philosophies are studied the focus is on the educators' beliefs about education and other relating concepts. If teaching styles are to be studied the focus is not only on the beliefs and values, but also on the educational decisions and displayed teaching actions. Therefore, defining the appropriate teaching styles in compulsory educational settings seems to be crucial if the efficiency of teaching actions or educational decisions is to be questioned. This research presents the freshman students' preferences over teaching styles they had been exposed to. More than 150 freshman students of International University of Sarajevo were surveyed during the last three semesters. The comparative analysis of the stated preferences and the learner profiles under the scope confirms the premise that an advanced foreign language course delivery at the college level needs to be segmented into the teaching tasks of informing, demonstrating, facilitating, and delegating nature, which alternate not only in the classroom but in every other available teaching – learning exchange context during the process of instruction. Consequently, the concept of an appropriate teaching style is challenged by the concept of a preferred teaching style in this article.</text>
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