• Title/Summary/Keyword: 인간행동 분류

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Event Cognition-based Daily Activity Prediction Using Wearable Sensors (웨어러블 센서를 이용한 사건인지 기반 일상 활동 예측)

  • Lee, Chung-Yeon;Kwak, Dong Hyun;Lee, Beom-Jin;Zhang, Byoung-Tak
    • Journal of KIISE
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    • v.43 no.7
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    • pp.781-785
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    • 2016
  • Learning from human behaviors in the real world is essential for human-aware intelligent systems such as smart assistants and autonomous robots. Most of research focuses on correlations between sensory patterns and a label for each activity. However, human activity is a combination of several event contexts and is a narrative story in and of itself. We propose a novel approach of human activity prediction based on event cognition. Egocentric multi-sensor data are collected from an individual's daily life by using a wearable device and smartphone. Event contexts about location, scene and activities are then recognized, and finally the users" daily activities are predicted from a decision rule based on the event contexts. The proposed method has been evaluated on a wearable sensor data collected from the real world over 2 weeks by 2 people. Experimental results showed improved recognition accuracies when using the proposed method comparing to results directly using sensory features.

Human Activity Classification Using Deep Transfer Learning (딥 전이 학습을 이용한 인간 행동 분류)

  • Nindam, Somsawut;Manmai, Thong-oon;Sung, Thaileang;Wu, Jiahua;Lee, Hyo Jong
    • Proceedings of the Korea Information Processing Society Conference
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    • 2022.11a
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    • pp.478-480
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    • 2022
  • This paper studies human activity image classification using deep transfer learning techniques focused on the inception convolutional neural networks (InceptionV3) model. For this, we used UFC-101 public datasets containing a group of students' behaviors in mathematics classrooms at a school in Thailand. The video dataset contains Play Sitar, Tai Chi, Walking with Dog, and Student Study (our dataset) classes. The experiment was conducted in three phases. First, it extracts an image frame from the video, and a tag is labeled on the frame. Second, it loads the dataset into the inception V3 with transfer learning for image classification of four classes. Lastly, we evaluate the model's accuracy using precision, recall, F1-Score, and confusion matrix. The outcomes of the classifications for the public and our dataset are 1) Play Sitar (precision = 1.0, recall = 1.0, F1 = 1.0), 2), Tai Chi (precision = 1.0, recall = 1.0, F1 = 1.0), 3) Walking with Dog (precision = 1.0, recall = 1.0, F1 = 1.0), and 4) Student Study (precision = 1.0, recall = 1.0, F1 = 1.0), respectively. The results show that the overall accuracy of the classification rate is 100% which states the model is more powerful for learning UCF-101 and our dataset with higher accuracy.

A study to contribute to a philosophy of nursing education in Korea (한국 간호교육의 이념 정립을 위한 기초조사)

  • Ha Y.S;Han Y.B
    • The Korean Nurse
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    • v.15 no.6 s.86
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    • pp.42-60
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    • 1976
  • 1.행동특성별 제언 1 기본 지식면 첫째, 간호원리, 법칙에 관한 지식을 갖게 한다. 둘째, 간호학의 용어, 기호, 단어 및 개념에 대한 지식을 갖게 한다. 셋째, 간호원리, 의견, 활동을 검증하고 판단하는 기준에 관한 지식을 갖게 한다. 넷째, 간호현상의 과정, 경향, 원인, 순서에 관한 지식을 갖게 한다. 다섯째, 간호문제 요구를 처리하는데 필요한 수단 형식, 체제, 용법에 관한 지식을 갖게 한다. 여섯째, 학설에 관한 지식을 갖게 한다. 일곱째, 간호학 분야에서의 특수한 문제나 현상을 다루는데 쓰이는 탐구방법에 관한 지식을 갖게 한다. 여덟째, 간호 문제나 자료의 분류에 관한 지식을 갖게 한다. 아홉째, 특수한 사실의 성질, 특징, 정확성에 관한 지식을 갖게 한다. 제언 2 이해능력면 첫째, 간호문제를 창조적으로 해결하고 연구, 발전 시킬 수 있는 능력을 기른다. 둘째 간호현상을 정확하게 추리하고 검증하여 결론을 추출하며 진술하는 능력을 기른다. 셋째, 간호문제를 해석하고 자료를 재정리, 재배열, 또한 새로운 견지에서 해설하는 능력을 기른다. 넷째, 관찰된 간호현상을 설문화 또는 도표화 하는 능력을 기른다. 제언 3 태도면 첫째, 정서적 안정감을 유지하면서 환자와의 인간 관계를 원만하게 유지할 수 있는 태도를 기른다. 둘째, 확신을 갖고 간호활동에 임하는 태도를 기른다. 셋째, 한국사회가 필요로 하는 간호원의 역할을 스스로 감지 적응하고 간호활동 개선에 이바지하는 태도를 기른다. 넷째, 약품을 신중히 다루는 태도를 기른다. 다섯째, 새로운 직을 배워 개척하고자 하는 의욕을 갖게 한다. 제언 4 기능면 첫째, 환자를 이해하고 안정시킬 수 있는 능력을 갖게 한다. 둘째, 간호를 포괄적으로 수행할 수 있는 능력을 기른다. 셋째, 간호문제를 창의적으로 처리할 수 있는 능력을 기른다. 넷째, 새로운 간호지식이나 기술에 대해서 자율적으로 연수, 학습할 수 있는 능력을 기른다. 다섯째, 간호 문제에 대한 흥미와 호기심을 갖게 한다. 여섯째, 병실기구를 과학적이고 합리적으로 관리하는 기능을 기른다. 일곱째, 의료(진료)기구를 조작할 수 있는 능력을 기른다. 제언5 비판능력면 첫째, 간호문제나 현상 방법에 있어서 그 가치를 논리적 또는 주관적 기준에 의해 자료를 평가하는 능력을 기른다. 둘째, 일반적인 이론, 학설, 표준 사실에 입각해서 자료를 평가할 수 있는 능력을 기른다. 제언 6 분석능력면 첫째, 요소 및 부분들간의 관련과 상호작용 또는 인간관계를 관찰하고 분석할 수 있는 능력을 기른다. 둘째, 복잡한 간호문제를 부문별, 요소별로 분석하는 능력을 기른다. 셋째, 자료의 형태, 구조, 형식의 특징과 조직을 분석하는 능력을 기른다. 제언 7 종합 능력면 첫째, 간호계획 절차를 창안할 수 있는 능력을 기른다. 둘째, 자기의 생각을 효율적으로 전달하는 능력을 기른다. 셋째, 특수한 간호 현상이나 기본적 명제에서 어떤 추상적 관계를 연역해 낼 수 있는 능력을 기른다. 제언 8 응용능력면 첫째, 간호문제를 해결하는데 실제로 응용 할 수 있는 교육을 시킨다. 둘째, 간호이론을 구체적인 상황에 효율적으로 응용할 수 있는 능력을 기른다. 셋째, 지역사회의 특성에 알맞은 간호기술이나 간호절차를 창안할 수 있는 능력을 기른다. 넷째, 간호방법을 모색하고 이용하는 능력을 기른다. 다섯째, 조사를 통해 합리적이고 논리적인 결론을 내릴 수 있는 능력을 기른다.

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Scientific Study of Subjectivity on Recognition Types and Preferences of Animation Audiences (애니메이션 수용자의 인식유형과 취향에 관한 주관성연구)

  • Hyun, Seung-Hoon
    • Cartoon and Animation Studies
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    • s.26
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    • pp.31-56
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    • 2012
  • This is a scientific study of subjectivity on recognition types and preferences of animation audience. Therefore, Q-methodology was used as a methodology of this study. As a result, it was possible to find the various characteristics according to the preferences of audience on animation genres. The features of each type were classified into 3 types. First was an artistic and literary value-oriented type that explored storytelling and descriptive value. Second was a pictorial and aesthetic value-oriented type that explored visual beauty such as characters and Mise en scene. Third was a visual and entertainment value-oriented type that explored entertainment factors and attractions. Thus, according to the classification of preference types, it was inferred that digital image generation audience with an active preference that can create and consume images have developed a tendency that independently consumed their preferences based on thoroughly personal or subjective preferences rather than classified and accepted their preferred culture as their symbolic expressions of hierarchical position. In this aspect, Q-methodological consideration that is useful to analyze the subjectivity of audience could be a significant work. Nevertheless, this study alone could not reveal various generative contexts of specific preferences. It seems to have more significant results by applying various qualitative or quantitative methodologies together with this study and analyzing recognition types and preferences of audience.

Learning for Environment and Behavior Pattern Using Recurrent Modular Neural Network Based on Estimated Emotion (감정평가에 기반한 환경과 행동패턴 학습을 위한 궤환 모듈라 네트워크)

  • Kim, Seong-Joo;Choi, Woo-Kyung;Kim, Yong-Min;Jeon, Hong-Tae
    • Journal of the Korean Institute of Intelligent Systems
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    • v.14 no.1
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    • pp.9-14
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    • 2004
  • Rational sense is affected by emotion. If we add the factor of estimated emotion by environment information into robots, we may get more intelligent and human-friendly robots. However, various sensory information and pattern classification are prescribed for robots to learn emotion so that the networks are suitable for the necessity of robots. Neural network has superior ability to extract character of system but neural network has defect of temporal cross talk and local minimum convergence. To solve the defects, many kinds of modular neural networks have been proposed because they divide a complex problem into simple several subproblems. The modular neural network, introduced by Jacobs and Jordan, shows an excellent ability of recomposition and recombination of complex work. On the other hand, the recurrent network acquires state representations and representations of state make the recurrent neural network suitable for diverse applications such as nonlinear prediction and modeling. In this paper, we applied recurrent network for the expert network in the modular neural network structure to learn data pattern based on emotional assessment. To show the performance of the proposed network, simulation of learning the environment and behavior pattern is proceeded with the real time implementation. The given problem is very complex and has too many cases to learn. The result will show the performance and good ability of the proposed network and will be compared with the result of other method, general modular neural network.

Review of the Research in China on Music Interventions for Adult Patients With Brain Injuries (중국 내 성인 뇌손상 환자 대상 음악중재 연구 고찰)

  • Yu, Huiyan
    • Journal of Music and Human Behavior
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    • v.18 no.2
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    • pp.67-85
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    • 2021
  • This study reviewed the research in China on music interventions for adult brain injury patients. Eighty-three studies that met the inclusion criteria were included for analysis. Our review revealed that the number of intervention studies using music with adult brain injury patients has been on the rise since 2012, and random control research design methods have been dominant. Studies focused on the physical domain and emotional domain together were most common. Researchers in fields outside of music therapy conducted 43 of the studies, and music therapists carried out 14 of the studies as intervention providers. Most of the studies carried out by experts in fields other than music therapy used listening activities involving preexisting recorded music. However, most of the studies conducted by music therapists adopted reconstructed music and played it live during their intervention. The specificity of the described content of the interventions and level and relevance of stated rationale to the target goal of the intervention suggests that high quality of intervention was conducted with a therapist/investigator who has completed adequate professional education/training, which would emphasize the importance of music therapy professionalism. This study provides the baseline data for how music intervention research has been implemented in China and presents implications for future clinical practice and research.

Music Teachers' Perceptions of the Music Therapy Curriculum in Special Education Schools (특수학교 음악교과의 운영과 음악치료적 접근에 대한 교사인식)

  • Gu, Sin-Sil;Hwang, Soon-Young
    • Journal of Music and Human Behavior
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    • v.16 no.1
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    • pp.89-117
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    • 2019
  • The purpose of this study was to explore and better understand special education music teachers' perceptions of their music curriculum. For this purpose, we conducted a focus group interview with seven special education music teachers. During the interview, four major themes and 14 sub-themes were identified. The main themes were the following: (a) types of applied activities and the goals of music classes (e.g., activities to be applied in various ways depending on the characteristics of the disability and intended outcome), (b) difficulty in implementing the music curriculum (e.g., lack of fit between textbook and students' chronological ages, lack of time and focus, self-evaluation of performance as a music teacher, (c) therapeutic experiences during music classes (e.g., expectation for positive effects through music therapy, joy of witnessing changes in students, and sense of togetherness), and (d) obstacles to the therapeutic approach of music classes and need for support (e.g., lack of professional knowledge regarding therapeutic approaches and problems with administrators and school environment). Based on these results, problems in implementing the music therapy approach as part of the music curriculum in special education schools are discussed and practical solutions for educators are offered.

Reframing The Global Leadership Competencies Models (글로벌 리더십 역량 모형의 재구성)

  • Kim, Beom-Seong
    • Journal of Digital Convergence
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    • v.10 no.1
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    • pp.215-228
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    • 2012
  • This study aims to answer the research question of what are the global leadership competencies(GLC) and what is the integrating framework of GLC? To attain the goal of reframing the GLC models with systematic research on GLC, the specific objectives are delineated as follows; the first objective is to identify the area of GLC. The second one is to extract the dimensions agreed with consensus. The third one is to suggest the reframed GLC model. Through the literature review and content analysis about GLC and global mindset, the two dimensions-subject and objects-of GLC model are emerged to classify the existing clusters of GLC. The extracted objects are self, others, culture, business, and global world. The dimension of subject who is global leader is more specifically divided into the knowing/doing process and three aspects of human activity like cognitive, emotional, and behavioral one. GLC are reframed and rearranged based on the two dimensions. As a results new framework for GLC with 11 clusters are presented. Knowing group of GLC contains personal, social, cultural, business literacy, and global mindset. Doing group of GLC contains personal, social, cultural, business savvy, and global change. Personal traits as a core character are at the core of the knowing and doing process of the self. Lastly, the implications and limitations of this research are suggested, and suggestion for further research is followed.

A New Perspective on Goal Construct: Goal as Decision-Making Process about Why, What, and How (목표개념에 대한 새로운 접근: "왜-무엇을-어떻게"에 대한 의사결정 과정으로서 목표)

  • Lee, Minhye
    • (The)Korea Educational Review
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    • v.23 no.1
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    • pp.113-138
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    • 2017
  • Questions of why, what, and how represent the new perspective on goal construct. This paper proposed a novel approach toward the goal construct as a dynamic decision-making process. A number of researchers have agreed that goals initiate and sustain human motivation. In spite of the consistency in emphasis on goals, there are apparent inconsistencies in definitions of goal construct across theories and research. These inconsistences hinder interdisciplinary communication about goal construct, which in turn leads to jingle-jangle fallacy. Therefore, on the basis of systematic literature review, I defined the goal construct as a multifaceted and hierarchical decision-making process to structure desired end-states. The first process is generating goals, which can be also called "why" process. During this phase, individuals generate cognitive schema about general direction of desired end-states based on the conscious and nonconscious interpretation of subjective experience. The second process is goal setting, which can be called "what" process. Here, individuals clarify contents of multiple goals and structure hierarchy and priority of them. The last process is implementing goals, "how" process. This process contains decision making about whether he/she decides to implement the goal or not and how to execute goal-directed behaviors. In the last section of this paper, I tried to suggest several practical applications of this new perspective for adolescents, who struggle with why-what-how to have goals in learning context.

A Study on Human Rights in North Korea in terms of Haewon-sangsaeng (해원상생 관점에서의 북한인권문제 고찰)

  • Kim Young-jin
    • Journal of the Daesoon Academy of Sciences
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    • v.43
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    • pp.67-102
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    • 2022
  • The purpose of this study is to analyze the human rights found in the North Korean Constitution and their core problem by focusing on elements of human rights suggested by Daesoon Jinrihoe's doctrine of Haewon-sangsaeng (解冤相生 the Resolution of Grievances for Mutual Beneficence). Haewon-sangsaeng is seemingly the only natural law that could resolve human resentment lingering from the Mutual Contention of the Former World while leading humans work for the betterment of one another. Haewon-sangsaeng, as a natural law, includes the right to life, the right to autonomous decision-making, and duty to act according to human dignity (physical freedom, the freedom of conscience, freedom of religion, freedom of speech, freedom of press, etc.), the right to equal treatment in one's social environment, and the right to ensure the highest level of health through treatment. The North Korean Constitution does not have a character as an institutional device to guarantee natural human rights, the fundamental principle of the Constitution, and stipulates the right of revolutionary warriors to defend dictators and dictatorships. The right to life is specified so that an individual's life belongs to the life of the group according to their socio-political theory of life. Rights to freedom are stipulated to prioritize group interests over individual interests in accordance with the principle of collectivism. The right to equality and the right to health justify discrimination through class discrimination. The right to life provided to North Koreans is not guaranteed due to the death penalty system found within the North Korean Criminal Code and the Criminal Code Supplementary Provisions. The North Korean regime deprives North Koreans of their right to die with dignity through public executions. The North Korean regime places due process under the direction of the Korea Worker's Party, recognizes religion as superstition or opium, and the Korea Worker's Party acknowledge the freedoms of bodily autonomy, religion, media, or press. North Koreans are classified according to their status, and their rights to equality are not guaranteed because they are forced to live a pre-modern lifestyle according to the patriarchal order. In addition, health rights are not guaranteed due biased availability selection and accessibility in the medical field as well as the frequent shortages of free treatments.