scholarly journals The swarm intelligence algorithms and their application for the educational data analysis

2019 ◽  
Vol 23 (5) ◽  
pp. 33-43
Author(s):  
Y. Yu. Dyulicheva

The purpose of the paper is the investigation of the modern approaches and prospects for the application of swarm intelligence algorithms for educational data analysis, as well as the possibility of using of ant algorithm modifications for organizing educational content in adaptive systems for conducting project seminars.Materials and methods. The review of the modern articles on the educational data analysis based on swarm intelligence algorithms is provided; the approaches to solving problem of the optimal learning path construction (optimal organization of the learning objects) based on the algorithm and its modifications taking into account the students’ performance in the process of the optimal learning path construction are investigated; the application of particle swarm optimization and its modification based on Roccio algorithm for the reduction of curse dimension in the problem of the auto classifying questions; the application of ant algorithm, bee colony algorithm and bat algorithm for recommender system construction are studied; the prediction of students’ performance based on particle swarm optimization is researched in the article. The modification of ant algorithm for optimal organization of learning objects at projects seminars is proposed.Results. The modern approaches based on swarm intelligence algorithms to problem solving in educational data analysis are investigated. The various approaches to pheromones updating (their evaporation) when building the optimal learning path based on students’ performance data and search of group with “similar" students are studied; the abilities of the hybrid swarm intelligence algorithms for recommendation construction are investigated.Based on the modification of ant algorithm, the approach to the learning content organization at project seminars with individual preferences and students’ level of basic knowledge is proposed. The python classes are developed: the class for statistical data processing; the classfor modifica -tion of ant algorithm, taking into account the current level of knowledge and interest of student in studying a specific topic at the project seminar; the class for optimal sequence of the project seminars ’ topics for students. The developed classes allow creating the adaptive system that helps first year students with a choice of topics of project seminars.Conclusion. According to the results of the study, we can conclude about the effectiveness of swarm intelligence algorithms usage to solve a wide range of tasks connected with learning content and students’ data analysis in the e-learning systems and perspectives to hybrid approaches development based on swarm intelligence algorithms for realizing the adaptive learning systems on the paradigm of “demand learning".The results can be used to automate the organization of learning content during project seminars for the first-year students, when it is important to understand the basic level of knowledge and students’ interest in learning new technologies.

Author(s):  
Alla A. Zhukovska

The article deals with the issue of the language adaptation of foreign students who have left the preparatory faculty and begun their studies in Russian in the first year of the main faculty of the Russian University. The main problem is the lack of knowledge of Russian by foreign students to understand and take notes at lectures, to actively participate in seminars. The article identifies and discusses the main difficulties faced by foreigners while studying in Russia and the reasons of their appearance, analyzes the conditions of training of foreign students at the preparatory faculty and the real results of this training, the main of which is the discrepancy between what foreign students know and are capable of and what they need to know and be able to, becoming the first-year students of a Russian University. Most first-year foreign students find it difficult to study at the same level with Russian students, so they need the support and understanding of not only teachers of Russian as a foreign language, but also teachers of other subjects. It is noted that teachers who don’t specialize in teaching Russian as a foreign language can’t and don’t want to adequately assess the level of knowledge of a foreign student and help them if needed. The article proposes a possible solution to this problem.


2016 ◽  
Vol 4 (2) ◽  
Author(s):  
Budi Herminto ◽  
Risa Setia Ismandani

AbstractWater represent compound which is the necessary for all living. Consumption behaviorirrigate society not yet altogether goodness, society consume water when feel thirsty anddo not so pay attention drinking water and amount matching with requirement. Purpose ofthe study to determine the relationship between the knowledge level about fluid bodyrequirement with pattern consume drinking water at student in Academy of Nursing PantiKosala Surakarta.The subject was used as population in the study was all the first year students. The totalpopulation were 139 students, and the sample were 103 students. The samplingtechnique was simple random sampling.This research method represent analytic research with design research of corelasional toknow relationship between knowledge level about fluid body requirement with patternconsume drinking water of student.The results was the high level of knowledge about the fluid body requirment were 74(72%), moderate level of knowledge about the fluid body requirment were 29 (28%), whilethe behavior of consuming appropiate water were 69 (67%), and the behavior ofconsuming inappropiate water were 34 (33%) with a p-value 0.003 <0.05 significant 95%.There was a significant relationship between the knowledge level about fluid bodyrequirement with pattern consume drinking water at student in Academy of Nursing PantiKosala Surakarta.Keywords: knowlegde level, fluid body requirement, pattern consume drinking water.


2018 ◽  
Vol 13 (1) ◽  
pp. 035
Author(s):  
Dewi Salma Prawiradilaga

The article is about a descriptive finding on the function of an LCMS used by the official website of the Department of Curriculum and Educational Technology, Faculty of Education, State University of Jakarta, www.courses.web-bali.net. Based on the observation, there are some principles that may be applied in uploading course content. They are topic analysis and message design principles which should intensively be applied during developing and structuring learning objects in a learning path. Chunk is the main concept in content development. Regarding copyright issue, all parties should respect to those who write or produce creative works accessible through online.


2012 ◽  
pp. 1933-1950
Author(s):  
Lung-Hsiang Wong ◽  
Chee-Kit Looi

One major direction in research on technology-enabled learning systems revolves round the notion of generating optimal learning pathways. Two examples of the application areas that could be presented as search and optimization problem in the context of Artificial Intelligence are:- (1) Adaptive selection and sequencing of learning objects based on the learning profiles, preferences and abilities of individual learners; (2) Automatic composition of assessment or examination papers based on instructors‘ specifications. In this chapter, we present a critical discussion of the research which is concerned with the application of the paradigm of “swarm intelligence” in these two areas. The main aim of this survey is to highlight the new trends and key research achievements that have been realised in the last few years. We will also outline a range of relevant research issues and challenges that have been generated by this body of work.


2017 ◽  
Vol 14 (1) ◽  
pp. 1-15
Author(s):  
Nurdeng Bin Deuraseh ◽  
Fatin Nur Majdina Nordin Binti Nordin

This study is a preliminary research about the readiness of first-year medical student of UPM on knowledge, attitude and awareness of medical ethics. The main objective of the study was to assess and identify the level of knowledge, interest and awareness of UPM medical students on medical ethics. In addition, this study also aims to determine the readiness of UPM medical students in medical ethics as applied in the main practice of their profession for the sake of public welfare. The data was obtained quantitatively through distribution of questionnaires to 88 respondents from first-year students in medical courses UPM. Data were analyzed using simple descriptive statistics. The study indicated that the level of knowledge of the first year UPM medical students to medical ethics is moderate. The level of awareness of the importance of medical ethics in medical institutions is also moderate. In a nutshell, the study shows that majority of the respondents have a high interest in medical ethics, at the same time give the conclusion that medical ethics is essential in a medical institution especially for the medical practitioners itself. Keywords: ethics, medicine, knowledge, interest, awareness Kajian ini merupakan satu tinjauan awal pengkaji tentang kesediaan pelajar perubatan tahun pertama UPM dari aspek pengetahuan, sikap dan kesedaran terhadap etika perubatan. Tujuan utama kajian ialah untuk mengkaji dan mengenal pasti tahap pengetahuan, minat dan kesedaran pelajar perubatan UPM terhadap etika perubatan. Di samping itu, kajian ini juga bertujuan untuk menentukan tahap kesediaan pelajar perubatan UPM dalam menerapkan etika perubatan sebagai amalan utama dalam profesion mereka untuk kesejahteraan masyarakat. Data kajian telah diperolehi secara kuantitatif melalui kaedah soal selidik. Borang soal selidik telah diedarkan kepada 88 responden yang terdiri daripada pelajar tahun pertama kursus perubatan di UPM. Data dianalisis menggunakan simple descriptive statistic. Hasil kajian mendapati tahap pengetahuan pelajar perubatan tahun pertama UPM terhadap etika perubatan adalah sederhana. Tahap kesedaran dalam mengenalpasti tahap kepentingan etika perubatan dalam institusi perubatan juga sederhana. Secara keseluruhannya, kajian ini mendapati bahawa kebanyakan responden mempunyai minat yang tinggi terhadap etika perubatan sekaligus memberi kesimpulan bahawa etika perubatan amatlah penting dalam sesebuah institusi perubatan khususnya bagi pengamal perubatan itu sendiri. Kata kunci: etika, perubatan, pengetahuan, minat, kesedaran.  


Author(s):  
Mahnane M. L. Lamia ◽  
Hafidi Mohamed

In this paper, an adaptive and intelligent hypermedia system, AIHS was designed, developed and implemented. This e-learning system was intended for bachelor degree program that is offered in all Algerian public universities, where the studied subjects are: “ORL”, “Dermatology”, “Ophthalmology” and “Language”. Content which was transformed into learning objects in four different ways in accordance with Herrmann Brain Dominance Instrument (HBDI). the developed prototype will assist a learner in accessing and using learning resources which are adapted according to his/her personal characteristics (in this case his/her thinking style and level of knowledge). It will facilitate the learning content teacher in the creation of appropriate learning objects and applying them to suitable pedagogical strategies.


2017 ◽  
Vol 10 (4) ◽  
pp. 50
Author(s):  
Chaiwat Waree

The purpose of the study is the learning using research as a base. To strengthen the skills of classroom research Emphasizing Data Analysis and Result and to study the development of research skills in the class Emphasizing Data Analysis and Result of SSRU’ Students by learning using research base. The target group are students in the 2nd semester academic year 2557, 159 the sample used to select specific (Purposive Sampling) by researchers as an instructor in the course of the first year students at two and three majors in Thailand, English, Mathematics. The instruments used in the trial, including lesson plans. A pretest-posttest and evaluation of the 25 items and analysis of the data by the percentage of grades and research skills in the classroom and t-test and qualitative data are carried out. The study found that students who meet the grade from C + to 130 percent 81.76 with students who do not pass the threshold from 29 percent to 18.24 overview of the skills an overview of the rating process skills, research and the two sides are the highest average score was 12.50, the deviation was 0.72 posttest scores higher than the previous value t = 33.97 significant level statistically .05 students with the skills to do research on learning and research. The overall satisfaction level of an average value is 4.46 and a standard deviation of 0.68.


2015 ◽  
Vol 24 (4) ◽  
Author(s):  
Hadriana Hadriana

This Research is aimed at finding out the level of writing ability of the students at English Study Program FKIP- UNRI by using Cooperative Learning Method. The samples of the research were all of the first year students that joined Writing IC. The procedure of the research were administered through (a) pre-tes; (b) teaching and learning process by using Cooperative Learning Method; and (c) pos-tes. Pre-tes and pos-tes were given in order to know the level of their writing ability. Data analysis was conducted by comparing the scores of pre-tes and post-tes. Data calculation concluded that with df = 78 – 1 = 77, it was found that r table with significant level 5% = 2.64; and 1% = 1.99 which were smaller than t = 3.005. As a result, null hypothesis (Ho) was rejected and alternative hypothesis (Ha) was accepted. In conclusion, Cooperative Learning Method played a significant role in increasing the writing ability of students of English Study Program FKIP UNRI.


2018 ◽  
Vol 16 (1) ◽  
pp. 56-75
Author(s):  
Dianti Endang Kusumawardhani

The implementation of acceleration program for the gifted students was problematic and has been dismissed by Indonesian Government in 2014. 240 first year students from three high schools in Jakarta participated in this study. The study focused on the social environment that is projected in accelerated and regular classrooms. Type of Classrooms is associated with Accelerated learning. Path analysis model was used to develop the relationships between latent and manifest variables. This study employed PLSPATH program to analyse the data. The results showed accelerated learning is positively related to Self-Regulated Learning in Biology but there is only a very weak relation in Mathematics. Accelerated learning positively and marginally related to Self-Efficacy in Biology, but negatively and marginally related to Mathematics Self-Efficacy. There is a significant relationship between Accelerated learning and Achievement in both Mathematics and Biology.


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