• Title/Summary/Keyword: learner data

Search Result 477, Processing Time 0.027 seconds

Designing the Framework of Evaluation on Learner's Cognitive Skill for Artificial Intelligence Education through Computational Thinking (Computational Thinking 기반 인공지능교육을 통한 학습자의 인지적역량 평가 프레임워크 설계)

  • Shin, Seungki
    • Journal of The Korean Association of Information Education
    • /
    • v.24 no.1
    • /
    • pp.59-69
    • /
    • 2020
  • The purpose of this study is to design the framework of evaluation on learner's cognitive skill for artificial intelligence(AI) education through computational thinking. To design the rubric and framework for evaluating the change of leaner's intrinsic thinking, the evaluation process was consisted of a sequential stage with a) agency that cognitive learning assistance for data collection, b) abstraction that recognizes the pattern of data and performs the categorization process by decomposing the characteristics of collected data, and c) modeling that constructing algorithms based on refined data through abstraction. The evaluating framework was designed for not only the cognitive domain of learners' perceptions, learning, behaviors, and outcomes but also the areas of knowledge, competencies, and attitudes about the problem-solving process and results of learners to evaluate the changes of inherent cognitive learning about AI education. The results of the research are meaningful in that the evaluating framework for AI education was developed for the development of individualized evaluation tools according to the context of teaching and learning, and it could be used as a standard in various areas of AI education in the future.

Artificial intelligence application UX/UI study for language learning of children with articulation disorder (조음장애 아동의 언어학습을 위한 인공지능 애플리케이션 UX/UI 연구)

  • Yang, Eun-mi;Park, Dea-woo
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
    • /
    • 2022.05a
    • /
    • pp.174-176
    • /
    • 2022
  • In this paper, we present a mobile application for 'personalized customized learning' for children with articulation disorders using an artificial intelligence (AI) algorithm. A dataset (Data Set) to analyze, judge, and predict the learner's articulation situation and degree. In particular, we designed a prototype model by looking at how AI can be improved and advanced compared to existing applications from the UX/UI (GUI) aspect. So far, the focus has been on visual experience, but now it is an important time to process data and provide a UX/UI (GUI) experience to users. The UX/UI (GUI) of the proposed mobile application was to be provided according to the learner's articulation level and situation by using CRNN (Convolution Recurrent Neural Network) of DeepLearning and Auto Encoder GPT-3 (Generative Pretrained Transformer). The use of artificial intelligence algorithms will provide a learning environment with a high degree of perfection to children with articulation disorders, thereby enhancing the learning effect. I hope that you do not have any fear or discomfort in conversation by improving the perfection of articulation with 'personalized and customized learning'.

  • PDF

Analysis of Utilization and Problems, and Learner Behavior of Distance Science Learning (원격과학수업의 활용도 및 문제점, 학습자 행동분석)

  • Lee, Yong-seob
    • Journal of the Korean Society of Earth Science Education
    • /
    • v.13 no.2
    • /
    • pp.175-185
    • /
    • 2020
  • The purpose of this study is to investigate the usages and problems of distance science learning and learner behavior analysis. This study established an Sixteen-weeks period of experimental treatment from March to June 2020, and the students who participated in the study formed a research group of 128 students in 2nd grade of their advanced classes who are attending the second semester of B university of education and taking courses in 'teaching research 1'. B university of education is singleness class that doesn't have compare group, so this study is constituted only study group. The results of the study were as follows. First, The students who took science learning remotely liked using the university's LMS system. Second, it was not efficient for the faculty member's scientific data presentation to operate smoothly in the online system. Third, it is necessary to set various educational platforms as a standardized platform. Looking at the pros and cons of various platforms may vary depending on the suitability of education, but if the LMS system, which is a professional teaching support method, is upgraded to meet the needs of learners, the satisfaction of higher instructors and learners will be higher.

The Structural Relationship among Cyber Home Learning System Circumstance, Student, Learning Satisfaction in Elementary School Students (초등학교 사이버가정학습 환경, 학습자 요인, 학습 만족도간의 구조적 관계분석)

  • Kim, Hyunwook
    • Informatization Policy
    • /
    • v.22 no.2
    • /
    • pp.75-92
    • /
    • 2015
  • The purpose of this study was to analysis about the relationship among Cyber Home Learning System(CHLS) circumstance, learner construct, learning satisfaction in elementary school students. Base on the selected data which was gathered from Chungbuk & Deajeon elementary schools, Structural Equation Modeling was used to examine the relationship between factors. The main results of the research were as follow : First, CHLS circumstance factor was more effective on the CHLS satisfaction than CHLS learner construct. In CHLS circumstance factor, 'service' factor was more influential variable. Second, there is high correlation between CHLS circumstance factor and CHLS learner construct. In CHLS satisfaction, 'contents and design' factor was more influential variable. Third, the model fit, = 624.945 (p<.001), RMR .020, GFI .929, AGFI .878, NFI .927, CFI .930, RMSEA .102 was relatively satisfied with the standard using structural equation model. As based on this results, CHLS in elementary education needs elaborate circumstance for the effective achievement.

Implementation of CAI Program using Client/Server (클라이언트/서버를 이용한 CAI 프로그램의 구현)

  • 이순애;박덕원
    • Journal of the Korea Society of Computer and Information
    • /
    • v.4 no.3
    • /
    • pp.53-59
    • /
    • 1999
  • The CAI has not been developed with the non-structural form of interactive courseware under classroom network. This study suggests the direction of enhancement for students' achievement through interaction between learner and learner. and teacher and learner applied the effective multi-presentation and 4he introduction of the concept of chatting client/server to class with the use of multimedia package. For the continuous development of courseware and the effectiveness of keeping and repairing materials. this study consists of development of the teaching materials by Powerpoint which is one of the multimedia package presentation tools, and teaching method through discussion by chatting client/server under the classroom network. This new CAI showed the possibility of the open education through discussion and the enhancement of learners' effective achievement in the result of the data got from the classrooms of elementary, middle and high schools.

A Case Study of Using PBL

  • Park, Hae Rang
    • International Journal of Advanced Culture Technology
    • /
    • v.9 no.3
    • /
    • pp.100-105
    • /
    • 2021
  • This study examines the effectiveness of the study through a case of PBL(problem-based-learning) class conducted in a balanced culture course called at 00- University in the second semester of 2020. The effects of learning are as follows: First, PBL(problem-based-learning) has sufficient active interaction between the teacher and the learner. In the face of prolonged non-face-to-face learning, the PBL teaching method has sufficient interaction between the professors-learner and the learner. Second, PBL learning can actively utilize various problems that fit the characteristics of the subject and actively utilize the process of role sharing and collaboration. By presenting various problem situations suitable for the subject, students will be able to share roles individually or as a team, and fully experience the process of collaboration and discussion in the process of investigating the data. Third, critical perceptions of problem situations can be extended. In modern times, a variety of problem situations arise and critical perceptions of them must be fully learned. In a mass production and mass consumption society, students should develop the ability to blindly recognize and distinguish between real and fake information in a flood of information. The limitations identified in this class case are, first, the nature of the subject, "Understanding Culture and Philosophy," which makes it possible to discuss the global cultural phenomenon, but it should be discussed in terms of philosophy. Second, it is not easy to work as a team on non-face-to-face online. Nevertheless, PBL is a very effective method of learning in which active interactions and learning activities take place between professors and students, whether face-to-face or face-to-face online learning.

The Relationship between the Meaning of Life and Academic Satisfaction of Adult Learners: Mediating Effect of Academic Engagement (성인학습자의 삶의 의미와 학업만족과의 관계: 학업열의의 매개효과)

  • Kim, Eun Mi
    • Journal of the Korea Convergence Society
    • /
    • v.12 no.12
    • /
    • pp.257-265
    • /
    • 2021
  • The purpose of this study is to investigate the relationship between the meaning of life and academic engagement as a factor that affects the academic satisfaction of online learners in adulthood. The subjects of this study were 148 adult learners enrolled in cyber university. For data analysis, Spss 23 and PROCESS Macro were used. As a result of the correlation analysis, there was a significant positive correlation between the meaning of life, academic satisfaction and academic engagement, there was also a positive correlation between academic satisfaction and academic engagement. As a result of confirming the direct effect on educational satisfaction, the direct effect between the meaning of life as an independent variable and academic engagement as a mediating variable was positively significant. As a result of examining the indirect effect of academic engagement on the relationship between the meaning of life and academic satisfaction, the mediating effect was significant. Through insight into the meaning of life in diddle age, students show engagement for their studies, which leads to academic satisfaction. Therefore, in order to increase the academic satisfaction of adult learner, it is thought that it is necessary to develop a practical education program and a motivation program that can find the meaning of life.

The Mediation Effect of Trust in Homeroom Teacher in the Relationship of his Transformation Leadership and the Students' Emotional Stability (담임교사의 변혁적 리더십과 학생의 정서적 안정감 관계에서 담임교사신뢰의 매개효과)

  • Lee, Joo-Yeon
    • The Journal of the Korea Contents Association
    • /
    • v.20 no.12
    • /
    • pp.426-440
    • /
    • 2020
  • This study was conducted to confirm the mediating effect of the teacher's trust in the relationship between the classroom teacher's transformative leadership and the students' emotional stability from the organizational perspective. For this, the data from 290 middle school students in Seoul were collected and analyzed. As a result of the study, the transformative leadership of the homeroom teacher had a positive (+) effect on the trust of the leader. In addition, the teacher's trust in the leader had a positive (+) effect on the learner's emotional stability. In addition, it was confirmed that the teacher's transformational leadership had a positive (+) effect on the learner's emotional stability. Finally, in the relationship between the homeroom teacher's transformative leadership and the learner's emotional stability, teacher trust has a partial mediating effect. This study is meaningful in that it has objectively verified what kind of leadership the homeroom teacher should aim for in order to operate the classroom as the peripheral unit of the school organization, and what emotional and psychological effects such leadership can have on students who are members of the organization.

Introducing Smart Learning Framework in the Digital World: Towards the Enhancement of Technology-Driven Innovation of Arabic Smart Learning

  • Alkhammash, Eman H.
    • International Journal of Computer Science & Network Security
    • /
    • v.22 no.11
    • /
    • pp.331-337
    • /
    • 2022
  • Smart learning is augmented with digital, context-aware, and adaptable technologies to encourage students to learn better and faster. To ensure that digital learning is successful and that implementation is efficient, it is critical that the dimensions of digital learning are arranged correctly and that interactions between the various elements are merged in an efficient and optimal manner. This paper builds and discusses a basic framework for smart learning in the digital age, aimed to improve students' abilities and performance in learning. The proposed framework consists of five dimensions: Teacher, Technology, Learner, Digital content, and Evaluation. The Teacher and Learner dimensions operate on two levels: (a) an abstract level to fit in knowledge and skills or interpersonal characteristics and (b) a concrete level in the form of digital devices used by teachers and learners. Moreover, this paper proposes asynchronous online course delivery model. An Arabic smart learning platform has been developed, based on these smart learning core dimensions and the asynchronous online course delivery model, because despite the official status of this language in many countries, there is a lack of Arabic platforms to teach Arabic. Moreover, many non-native Arabic speakers around the world have expressed an interest in learning it. The Arabic digital platform consists of over 70 lessons classified into three competence levels: beginner, intermediate, and advanced, delivered by Arabic experts and Arabic linguists from various Arab countries. The five dimensions are described for the Arabic platform in this paper. Learner dimension is the Arabic and non-Arabic speakers, Teacher dimension is Arabic experts and Arabic linguistics, Technology dimension consists of technology for Arabic platform that includes web design, cloud computing, big data, etc. The digital contents dimension consists of web-based video, records, etc. The evaluation dimension consists of Teachers rating, comments, and surveys.

A case study of understanding the embodied metaphors for AI education (인공지능 교육을 위한 체화된 메타포 이해 : 언플러그드 활동을 중심으로)

  • Ahn, Solmoe
    • 한국정보교육학회:학술대회논문집
    • /
    • 2021.08a
    • /
    • pp.419-424
    • /
    • 2021
  • The purpose of this study is to understand the educational context including the actual learning process and learner perception using the embodied metaphor in AI education. To this end, a class was designed to utilize the embodied metaphor-based unplugged activity through a qualitative approach. Matrix analysis technique was used to analyze the data collected throughout the course of the class to analyze the experiences and perceptions according to the characteristics of the learner, and the learning context. The results of the study were: First, there was a difference according to the learner's prior experience in the effect on the representative knowledge and the subsequent practice process. Next, the embodied metaphor-based unplugged activity showed soft landing effects on practice and text coding. Finally, the organic integration of unplugged and plugged-in classes helped learners understand the potential of computational thinking.

  • PDF