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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 248
Evaluation of the socialization of knowledge and collaboration in
educational management
Dr. Roberto Passailaigue Baquerizo 1, Dra. Vivian Estrada Sentí 2, Dr. Juan P. Febles Rodríguez 3
1Ph.D, Canciller Universidad Tecnológica ECOTEC, Ecuador
2 Ph.D, Universidad de las Ciencias Informáticas, Metodóloga de posgrado, La Habana, Cuba
3 Ph.D, Universidad de las Ciencias Informáticas, Metodólogo de posgrado, La Habana, Cuba
---------------------------------------------------------------------***---------------------------------------------------------------------
Abstract -The authors, using qualitativeresearchmethods,
the Case-Based Reasoning as a paradigm of Artificial
Intelligence and based on various data and opinions obtained
from research on educational networks developed previously
achieved knowledge representation for the status of
socialization and collaboration in the process of educational
management of selected educational institutions. The base
case was tested with various situations and the results were
100% correct (in the test cases were used whoseanswerswere
known). The result intersects technologicalaspectsassociated
with conclusions and recommendations to educational
management, which were timely validated in previous
processes and ensures the robustness of the proposal that
article is performed.
Key Words: case-based reasoning, cause and effectdiagram,
education, management
1. INTRODUCTION
Education is one of the major needs for all human
societies, consistently working continuously towards
thedevelopmentofeducationalinstitutionstomeetthe
needs of the present and the future in line with the
data. Add to that the rapid change in the structures of
scientific, cultural, and technological knowledge in the
world has led to the imposition of the calendar and the
continued development of a message and the activities
of educational institutions. This requires a new style
and distinct in order to qualify them in the education
system as a system of interest to buildhumanandwalk
him to the paths of creativity and excellence. The
teacher is the backbone of the educational system, the
maker of mankind and the architect of society [2].
The new management concepts, make processes
simplified to obtain efficiency, efficiency and
effectiveness in managementwork,forwhichthereare
technical tools, such as guides and manuals that unify
procedures, organize information and are leaving
evidence of the execution and results of the
management performed.
Educational management is a set of practical
theoretical processes integrated horizontally and
vertically within the educational system to meet the
demands of society. It seeks to respond to the real
needs and be a motivating and internal dynamizing
entity of educational activities aimed at increasing its
quality. The relevance and magnitude of educational
management in recent years has stimulated the
development of tasks that allow the orientation of
work and pedagogicalpracticestowardsthefulfillment
of the current demands socials that is why it is often
said that educational management is the way to the
improvement of education.
An important element to achieve effectiveness in
educational management is to have an accessible data
record that supports decision making at a given time.
For this it is essential to organize the data that are
produced daily with some tool that facilitates this
work. Intelligent data analysis is part of many current
research and all paradigms of knowledge-based
systems originate study and results for application in
domains of today's life.
As it is expressed in [3], "in the case of universities ....
The application of knowledge management should be
directed both at the internal reorganization of all its
processes and at improvingteachingandresearchwith
the aim of facilitating thedevelopmentofacompetitive
university adapted to the new demands of society.
In the doctoral thesis of Roberto Passailaigue
Baquerizo it is recommended "To continue deepening
in the search of good educational management
practices that can be incorporated into a network of
institutions" [4]. This author investigates new
management concepts in educational institutions and
as a result of his inquiries develops an educational
network that constitutes an alternative model of
management that manages to raise the quality of
private education within the general educationsystem
of the city of Guayaquil And contributes to the
socialization of knowledge and collaboration between
institutions.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 249
Quality depends on the institution infrastructure,
faculty's research and development activities and
industry institution interaction etc. [5]
2. MATERIALS AND METHODS
2.1 The cause-effect diagram
It is used for the graphic representation of
multiple cause-effect relationships among the various
variablesinvolvedinauniversitymanagementprocess.
Given that qualitywaspartoftheobjectivesofresearch
and educational management is a complex and multi -
causal process, it was decided to use this diagram.
2.2 Focus group
This qualitative method was applied at various
times and with different groups. It was combined with
the diagram causes effect to organize aspects that
affect the socialization of knowledge and collaboration
in the educational management of higher education.
2.3 Case-based reasoning (RBC)
Knowledge management is now a necessity in all
organizations where turning knowledge into a
productive resource is what distinguishes one
organization from another and where success lies in
the good management of intangible resources of
organizations, especially knowledge. Knowledge
management is a new managerial approach based on
the recognition and use of the most important value of
organizations: human resources, their knowledge and
their ability to place them at their service.
At present, the complexity and the large volumes
of data make it difficult to manage. In this sense,
Knowledge Based Systems (SBC), as artificial
intelligence techniques valid to approach the
construction of intelligent systems [6], provide
facilities for knowledge management. An SBC is a
system that helps solve problems, using a symbolic
representation of knowledge in a given domain. In
particular, it can be used in areas where it is necessary
to consult the knowledge of the experts for the search
for new solutions.
The complexity for the development of a
knowledge-based application is largely due to the way
in which such knowledge is represented as a
fundamental element. There are different ways to
represent it, the most widespread are Rule Based
Systems (SBR), Artificial Neural Networks (RNA) and
Case Based Reasoning (RBC).
Case-based reasoning is the process ofsolvingnew
problemsbasedonsolutionstopreviousproblems.The
RBC is used to obtain reusable knowledge in the
socialization process. In the research the authors use
the RBC paradigm to register cases evaluated by the
diagram causes effect associated to the deficiencies of
the educational management and the realization of
predictions in the organization under study.
Since it is possible that past issuesariseinasimilar
fashion, CBR systems are very useful for problem
management. [7].
3. RESULTS AND DISCUSSION
Information systems are fundamental to formalize a
representation of information and knowledge that
contributes to knowing and transforming the state of
socialization and collaboration in the educational
management process as a way to improve education.
As a first result of the analyzes carried out, it was
obtained that the main causes that affect the
socialization of knowledge and collaboration in the
object centers of study and that are organized in an
educational network as an alternative model of
management are:
• Low-skilled teachers. Of course, this has a high
implication in the difficulties with quality.
• Limited quality control.
• Poor socio-cultural exchange between institutions.
• Deficiencies in educational management.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 250
Based on these main causes, the cause-effect diagram
was developed, which has been used as a guide in the
orientation of the educational management work.
Fig-1. Cause-effect diagram
This result reflects the desirability of creating an
organic grouping of educational institutions that
exchange information, carry out joint activities,
promote spacesforcollective reflection, generalize
best practices, among other things, which will
contribute to increase collaboration and
socialization of the Knowledge and as a
consequence to improve the preparation of
teachers, to make the functioning of institutions
more efficient, to make betteruse ofresourcesand
consequently to achieve a higher quality
education.
The second result that was obtained is a table that
can be adjusted and used to predict possible
trends in Higher Education. For this design, the
following results were taken into account: the
results of the research carried out in the study
centers, the evaluation of the processes included
in the university management, expert opinion and
participant observation, which as scientific
methods were applied and with it a case base was
formed with the structure of features and values
shown below.
Table 1: Proposed structure for the creation of
knowledge bases
No. Components and
variables
Possible values
PREPARATION OF TEACHERS
1 Existence of
individualized
improvement plans
YES , NOT
2 Technological
competences of teachers
High, Normal, Low
3 Pedagogical competences
of teachers
High, Normal, Low
4 Teacher Salary Level Adequate, High,
Low
5 Homogeneous content
treatment
Always, Almost
always, Never
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 251
6 Teamwork Always, Almost
always, Never
SOCIOCULTURAL EXCHANGE
7 Networking All, Some, Nobody
8 Environment Care Fairly, Little,
Nothing
9 Domain of collaboration
tools
YES , NOT
10 Disclosure of Good
Practices
Sufficient,
Insufficient
QUALITY CONTROL
11 Quality improvement Permanent,
almost always,
Never
12 Quality is managed YES , NOT
EDUCATION MANAGEMENT
13 There is a plan toimprove
learning
YES , NOT
14 Planning characteristic Accurate, Normal,
Inaccurate
15 Evaluation and control Good, Fair, Poor
16 Information Concentrated,
Sparse
17 There is unity between
the instructive and the
educational
YES , NOT
PREDICTABLE FEATURES
18 Socialization of
knowledge
Good, Fair, Poor
19 Collaboration Degree Wide, Normal,
Low
According to the nature of the problem dealt with in
the article, the attributes presented in Table 1
constitute a selection of elements of information made
based on the fundamental aspects that affect the
socialization of knowledge and institutional
collaboration.
This knowledge base can be useful for applying a case-
based reasoning tool and predicting the state of
knowledge socialization and collaboration that are
essential aspects of educational management. For the
case of this article we select the socialization of
knowledge and collaboration, because they are the
fundamental objective of the research developed.
It is essential to emphasize that the knowledge base
will infer more accurately to the extent that new cases
are included and that it can be modified both in its
features and in the possible values corresponding to
the research requirements
3. CONCLUSIONS
• Educationalmanagementcanbemoreeffectiveas
new technologies are incorporated and these are
combined with the experience that in social
practice and collaboration are protagonists.
• The development of a cause-based diagram,
based on group interviews, organizes the
information in an appropriate manner for the
establishment of a Knowledge-based System, an
important auxiliary memory, of far-reaching
decision-making.
• Case-Based Reasoning proved to be an
appropriate option, within the paradigms of
Artificial Intelligence, to store the experience,
register it, retrieve it and use it for analysis and
decision-making in new situations.
• The selection of a friendly tool is very important
for non-computer users to use the inference
system.
REFERENCES
[1] G.K. Viju1, Abdul Wahab Nourein, Khalid Ahmed
Ibrahim. Impact of Quality Management
Methodology in Higher Educational Institutions.
International Research JournalofEngineeringand
Technology (IRJET). Volume: 03 Issue: 11, Nov.
2016. e-ISSN: 2395-0056
[2] B.M. Londhe, A Study of Talent Management
strategies of Educational Institutes in
Maharashtra. International Research Journal of
Engineering and Technology (IRJET). Volume: 03
Issue: 05 | May-2016. e-ISSN: 2395-0056
[3] Estrada, V. Benitez, F. La gestión del conocimiento
en la nueva universidad cubana, Universidad &
Sociedad, 2010, Vol. 2, No. 2, ISSN 2218-3620.
Cuba
[4] Passailaigue, R. REDUG: Red Educativa como
modelo alternativo de gestión para mejorar la
calidad de la educación particular dentro del
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 252
1’st
Author
Photo
sistema de educación general en la ciudad de
Guayaquil. Tesis en opción del grado de Doctor en
Ciencias en Educación, presentada en el tribunal
nacional de ciencias de la educación y aprobada
por la Comisión Nacional de Gado de la república
de Cuba, la Habana, Cuba, 2014.
[5] Harpreet Singh, Rahul Malhotra, Kulbhushan
Rassewatt., qualitative assessment for
improvement of technical education using total
quality management: a survey. International
Research Journal of Engineering and Technology
(IRJET). Volume: 02 Issue: 06 | Sep-2015. e-ISSN:
2395-0056
[6] Bello, R. (2002).Aplicaciones de la Inteligencia
Artificial. Edtion ed. Guadalajara, Jalisco, México,
2002. ISBN 970-27-0177-5.
[7] Niloofer Shanavas y Shimmi Asokan , Semantic
approach utilizing data mining and case-based
reasoning for it support service. International
Research Journal of Engineering and Technology
(IRJET). Volume: 03 Issue:03Mar-2014, Available
@ http://www.ijret.org. e-ISSN: 2395-0056
BIOGRAPHIES
Ph.D Education,CancillerUniversity
ECOTEC, Ecuador
Ph.D Computing, Adviser
postgraduate, Habana, Cuba
Ph.D Computing, Adviser
postgraduate, Habana, Cuba
uthor
Photo
or Photo

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Evaluation of the socialization of knowledge and collaboration in educational management

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 248 Evaluation of the socialization of knowledge and collaboration in educational management Dr. Roberto Passailaigue Baquerizo 1, Dra. Vivian Estrada Sentí 2, Dr. Juan P. Febles Rodríguez 3 1Ph.D, Canciller Universidad Tecnológica ECOTEC, Ecuador 2 Ph.D, Universidad de las Ciencias Informáticas, Metodóloga de posgrado, La Habana, Cuba 3 Ph.D, Universidad de las Ciencias Informáticas, Metodólogo de posgrado, La Habana, Cuba ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract -The authors, using qualitativeresearchmethods, the Case-Based Reasoning as a paradigm of Artificial Intelligence and based on various data and opinions obtained from research on educational networks developed previously achieved knowledge representation for the status of socialization and collaboration in the process of educational management of selected educational institutions. The base case was tested with various situations and the results were 100% correct (in the test cases were used whoseanswerswere known). The result intersects technologicalaspectsassociated with conclusions and recommendations to educational management, which were timely validated in previous processes and ensures the robustness of the proposal that article is performed. Key Words: case-based reasoning, cause and effectdiagram, education, management 1. INTRODUCTION Education is one of the major needs for all human societies, consistently working continuously towards thedevelopmentofeducationalinstitutionstomeetthe needs of the present and the future in line with the data. Add to that the rapid change in the structures of scientific, cultural, and technological knowledge in the world has led to the imposition of the calendar and the continued development of a message and the activities of educational institutions. This requires a new style and distinct in order to qualify them in the education system as a system of interest to buildhumanandwalk him to the paths of creativity and excellence. The teacher is the backbone of the educational system, the maker of mankind and the architect of society [2]. The new management concepts, make processes simplified to obtain efficiency, efficiency and effectiveness in managementwork,forwhichthereare technical tools, such as guides and manuals that unify procedures, organize information and are leaving evidence of the execution and results of the management performed. Educational management is a set of practical theoretical processes integrated horizontally and vertically within the educational system to meet the demands of society. It seeks to respond to the real needs and be a motivating and internal dynamizing entity of educational activities aimed at increasing its quality. The relevance and magnitude of educational management in recent years has stimulated the development of tasks that allow the orientation of work and pedagogicalpracticestowardsthefulfillment of the current demands socials that is why it is often said that educational management is the way to the improvement of education. An important element to achieve effectiveness in educational management is to have an accessible data record that supports decision making at a given time. For this it is essential to organize the data that are produced daily with some tool that facilitates this work. Intelligent data analysis is part of many current research and all paradigms of knowledge-based systems originate study and results for application in domains of today's life. As it is expressed in [3], "in the case of universities .... The application of knowledge management should be directed both at the internal reorganization of all its processes and at improvingteachingandresearchwith the aim of facilitating thedevelopmentofacompetitive university adapted to the new demands of society. In the doctoral thesis of Roberto Passailaigue Baquerizo it is recommended "To continue deepening in the search of good educational management practices that can be incorporated into a network of institutions" [4]. This author investigates new management concepts in educational institutions and as a result of his inquiries develops an educational network that constitutes an alternative model of management that manages to raise the quality of private education within the general educationsystem of the city of Guayaquil And contributes to the socialization of knowledge and collaboration between institutions.
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 249 Quality depends on the institution infrastructure, faculty's research and development activities and industry institution interaction etc. [5] 2. MATERIALS AND METHODS 2.1 The cause-effect diagram It is used for the graphic representation of multiple cause-effect relationships among the various variablesinvolvedinauniversitymanagementprocess. Given that qualitywaspartoftheobjectivesofresearch and educational management is a complex and multi - causal process, it was decided to use this diagram. 2.2 Focus group This qualitative method was applied at various times and with different groups. It was combined with the diagram causes effect to organize aspects that affect the socialization of knowledge and collaboration in the educational management of higher education. 2.3 Case-based reasoning (RBC) Knowledge management is now a necessity in all organizations where turning knowledge into a productive resource is what distinguishes one organization from another and where success lies in the good management of intangible resources of organizations, especially knowledge. Knowledge management is a new managerial approach based on the recognition and use of the most important value of organizations: human resources, their knowledge and their ability to place them at their service. At present, the complexity and the large volumes of data make it difficult to manage. In this sense, Knowledge Based Systems (SBC), as artificial intelligence techniques valid to approach the construction of intelligent systems [6], provide facilities for knowledge management. An SBC is a system that helps solve problems, using a symbolic representation of knowledge in a given domain. In particular, it can be used in areas where it is necessary to consult the knowledge of the experts for the search for new solutions. The complexity for the development of a knowledge-based application is largely due to the way in which such knowledge is represented as a fundamental element. There are different ways to represent it, the most widespread are Rule Based Systems (SBR), Artificial Neural Networks (RNA) and Case Based Reasoning (RBC). Case-based reasoning is the process ofsolvingnew problemsbasedonsolutionstopreviousproblems.The RBC is used to obtain reusable knowledge in the socialization process. In the research the authors use the RBC paradigm to register cases evaluated by the diagram causes effect associated to the deficiencies of the educational management and the realization of predictions in the organization under study. Since it is possible that past issuesariseinasimilar fashion, CBR systems are very useful for problem management. [7]. 3. RESULTS AND DISCUSSION Information systems are fundamental to formalize a representation of information and knowledge that contributes to knowing and transforming the state of socialization and collaboration in the educational management process as a way to improve education. As a first result of the analyzes carried out, it was obtained that the main causes that affect the socialization of knowledge and collaboration in the object centers of study and that are organized in an educational network as an alternative model of management are: • Low-skilled teachers. Of course, this has a high implication in the difficulties with quality. • Limited quality control. • Poor socio-cultural exchange between institutions. • Deficiencies in educational management.
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 250 Based on these main causes, the cause-effect diagram was developed, which has been used as a guide in the orientation of the educational management work. Fig-1. Cause-effect diagram This result reflects the desirability of creating an organic grouping of educational institutions that exchange information, carry out joint activities, promote spacesforcollective reflection, generalize best practices, among other things, which will contribute to increase collaboration and socialization of the Knowledge and as a consequence to improve the preparation of teachers, to make the functioning of institutions more efficient, to make betteruse ofresourcesand consequently to achieve a higher quality education. The second result that was obtained is a table that can be adjusted and used to predict possible trends in Higher Education. For this design, the following results were taken into account: the results of the research carried out in the study centers, the evaluation of the processes included in the university management, expert opinion and participant observation, which as scientific methods were applied and with it a case base was formed with the structure of features and values shown below. Table 1: Proposed structure for the creation of knowledge bases No. Components and variables Possible values PREPARATION OF TEACHERS 1 Existence of individualized improvement plans YES , NOT 2 Technological competences of teachers High, Normal, Low 3 Pedagogical competences of teachers High, Normal, Low 4 Teacher Salary Level Adequate, High, Low 5 Homogeneous content treatment Always, Almost always, Never
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 251 6 Teamwork Always, Almost always, Never SOCIOCULTURAL EXCHANGE 7 Networking All, Some, Nobody 8 Environment Care Fairly, Little, Nothing 9 Domain of collaboration tools YES , NOT 10 Disclosure of Good Practices Sufficient, Insufficient QUALITY CONTROL 11 Quality improvement Permanent, almost always, Never 12 Quality is managed YES , NOT EDUCATION MANAGEMENT 13 There is a plan toimprove learning YES , NOT 14 Planning characteristic Accurate, Normal, Inaccurate 15 Evaluation and control Good, Fair, Poor 16 Information Concentrated, Sparse 17 There is unity between the instructive and the educational YES , NOT PREDICTABLE FEATURES 18 Socialization of knowledge Good, Fair, Poor 19 Collaboration Degree Wide, Normal, Low According to the nature of the problem dealt with in the article, the attributes presented in Table 1 constitute a selection of elements of information made based on the fundamental aspects that affect the socialization of knowledge and institutional collaboration. This knowledge base can be useful for applying a case- based reasoning tool and predicting the state of knowledge socialization and collaboration that are essential aspects of educational management. For the case of this article we select the socialization of knowledge and collaboration, because they are the fundamental objective of the research developed. It is essential to emphasize that the knowledge base will infer more accurately to the extent that new cases are included and that it can be modified both in its features and in the possible values corresponding to the research requirements 3. CONCLUSIONS • Educationalmanagementcanbemoreeffectiveas new technologies are incorporated and these are combined with the experience that in social practice and collaboration are protagonists. • The development of a cause-based diagram, based on group interviews, organizes the information in an appropriate manner for the establishment of a Knowledge-based System, an important auxiliary memory, of far-reaching decision-making. • Case-Based Reasoning proved to be an appropriate option, within the paradigms of Artificial Intelligence, to store the experience, register it, retrieve it and use it for analysis and decision-making in new situations. • The selection of a friendly tool is very important for non-computer users to use the inference system. REFERENCES [1] G.K. Viju1, Abdul Wahab Nourein, Khalid Ahmed Ibrahim. Impact of Quality Management Methodology in Higher Educational Institutions. International Research JournalofEngineeringand Technology (IRJET). Volume: 03 Issue: 11, Nov. 2016. e-ISSN: 2395-0056 [2] B.M. Londhe, A Study of Talent Management strategies of Educational Institutes in Maharashtra. International Research Journal of Engineering and Technology (IRJET). Volume: 03 Issue: 05 | May-2016. e-ISSN: 2395-0056 [3] Estrada, V. Benitez, F. La gestión del conocimiento en la nueva universidad cubana, Universidad & Sociedad, 2010, Vol. 2, No. 2, ISSN 2218-3620. Cuba [4] Passailaigue, R. REDUG: Red Educativa como modelo alternativo de gestión para mejorar la calidad de la educación particular dentro del
  • 5. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 252 1’st Author Photo sistema de educación general en la ciudad de Guayaquil. Tesis en opción del grado de Doctor en Ciencias en Educación, presentada en el tribunal nacional de ciencias de la educación y aprobada por la Comisión Nacional de Gado de la república de Cuba, la Habana, Cuba, 2014. [5] Harpreet Singh, Rahul Malhotra, Kulbhushan Rassewatt., qualitative assessment for improvement of technical education using total quality management: a survey. International Research Journal of Engineering and Technology (IRJET). Volume: 02 Issue: 06 | Sep-2015. e-ISSN: 2395-0056 [6] Bello, R. (2002).Aplicaciones de la Inteligencia Artificial. Edtion ed. Guadalajara, Jalisco, México, 2002. ISBN 970-27-0177-5. [7] Niloofer Shanavas y Shimmi Asokan , Semantic approach utilizing data mining and case-based reasoning for it support service. International Research Journal of Engineering and Technology (IRJET). Volume: 03 Issue:03Mar-2014, Available @ http://www.ijret.org. e-ISSN: 2395-0056 BIOGRAPHIES Ph.D Education,CancillerUniversity ECOTEC, Ecuador Ph.D Computing, Adviser postgraduate, Habana, Cuba Ph.D Computing, Adviser postgraduate, Habana, Cuba uthor Photo or Photo