• Title/Summary/Keyword: Hierarchical Order

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Mining of Multi-dimensional Association Rules over Interval Data using Clustering and Characterization (클러스터링과 특성분석을 이용한 구간 데이터에서 다차원 연관 규칙 마이닝)

  • Lim, Seung-Hwan;Kwon, Yong-Suk;Kim, Sang-Wook
    • Journal of KIISE:Computing Practices and Letters
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    • v.16 no.1
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    • pp.60-64
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    • 2010
  • To discover association rules from nontransactional data, there have been many studies on discretization of attribute values. These studies do not reflect the change of discovered rules' confidence according to the change of the ranges of the discretized attributes, and perform the discretization stage and the rule discovery stage independently. This causes the ranges of attributes not properly discretized, thereby making the rules having high confidence excluded in the result set. To solve this problem, we propose a novel method that performs the discretization and rule discovery stages simultaneously in order to discretize ranges of attributes in such a way that the rules having high confidence are discovered well. To the end, we perform hierarchical clustering on the attributes in the right hand side of rules, then do characterization on every cluster thus obtained. The experimental result demonstrates that our method discovers the rules having high confidence better than existing methods.

Discretization of Numerical Attributes and Approximate Reasoning by using Rough Membership Function) (러프 소속 함수를 이용한 수치 속성의 이산화와 근사 추론)

  • Kwon, Eun-Ah;Kim, Hong-Gi
    • Journal of KIISE:Databases
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    • v.28 no.4
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    • pp.545-557
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    • 2001
  • In this paper we propose a hierarchical classification algorithm based on rough membership function which can reason a new object approximately. We use the fuzzy reasoning method that substitutes fuzzy membership value for linguistic uncertainty and reason approximately based on the composition of membership values of conditional sttributes Here we use the rough membership function instead of the fuzzy membership function It can reduce the process that the fuzzy algorithm using fuzzy membership function produces fuzzy rules In addition, we transform the information system to the understandable minimal decision information system In order to do we, study the discretization of continuous valued attributes and propose the discretization algorithm based on the rough membership function and the entropy of the information theory The test shows a good partition that produce the smaller decision system We experimented the IRIS data etc. using our proposed algorithm The experimental results with IRIS data shows 96%~98% rate of classification.

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A Wireless Sensor Network Architecture and Security Protocol for Monitoring the State of Bridge (교량감시를 위한 무선 센서 네트워크 구조 및 보안 프로토콜)

  • Lim Hwa-Jung;Jeon Jin-Soon;Lee Heon-Guil
    • Journal of the Korea Computer Industry Society
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    • v.6 no.3
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    • pp.465-476
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    • 2005
  • The wireless sensor network consists of a number of sensor nodes which have physical constraints. Each sensor node senses surrounding environments and sends the sensed information to Sink. In order to alleviate the inherent vulnerability in security of the wireless sensor nodes with the hardware constraints, the lightweight security protocol is needed and a variety of research is ongoing. In this paper, we propose a non-hierarchical sensor network and a security protocol that is suitable for monitoring man-made objects such as bridges. This paper, furthermore, explores a two-layer authentication, key distribution scheme which distributes the key and location of a sensor node in advance, and an effective security routing protocol which can take advantage of the Sleep and Awake state. This also results in the increased data transfer rate by increasing the number of alternative routing paths and the reduced energy consumption rate.

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A Judgment System for Intelligent Movement Using Soft Computing (소프트 컴퓨팅에 의한 지능형 주행 판단 시스템)

  • Choi, Woo-Kyung;Seo, Jae-Yong;Kim, Seong-Hyun;Yu, Sung-Wook;Jeon, Hong-Tae
    • Journal of the Korean Institute of Intelligent Systems
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    • v.16 no.5
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    • pp.544-549
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    • 2006
  • This research is to introduce about Judgment System for Intelligent Movement(JSIM) that can perform assistance work of human brain. JSIM can order autonomous command and also it can be directly controlled by user. This research assumes that control object is limited to Mobile Robot(MR) Mobile robot offers image and ultrasonic sensor information to user carrying JSIM and it performs guide to user. JSIM having PDA and Sensor-box controls velocity and direction of the mobile robot by soft-computing method that inputs user's command and information that is obtained to mobile robot. Also it controls mobile robot to achieve various movement. This paper introduces wearable JSIM that communicates with around devices and that can do intelligent judgment. To verify the possibility of the proposed system, in real environment, the simulation of control and application problem lot mobile robot will be introduced. Intelligent algorithm in the proposed system is generated by mixed hierarchical fuzzy and neural network.

Effects of exposure to endocrine disruptors, burnout, and social support from peers on premenstrual syndrome in nurses (간호사의 내분비계 교란 물질 노출, 감정 노동, 동료 지지가 월경 전 증후군에 미치는 영향)

  • Chang, Hye Young;Park, SoMi
    • Women's Health Nursing
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    • v.26 no.2
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    • pp.171-179
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    • 2020
  • Purpose: This study aimed to investigate the effects of exposure to endocrine disruptors, burnout, and social support from peers on premenstrual syndrome (PMS) in nurses. Methods: This descriptive correlational study was conducted among 122 nurses under the age of 49 working at a university hospital. The participants answered self-report questionnaires. The data were analyzed using the t-test, analysis of variance, Pearson or Spearman correlation coefficients, and hierarchical multiple regression in IBM SPSS version 23.0. Results: The mean age of the nurses was 28.9 years. Of these nurses, 49.2% were working in a general ward, 24.6% in the intensive care unit, 14.8% in the emergency room, and 11.4% in an outpatient department. The explanatory power of the model was 38.3%, and it was statistically significant (F=11.74, p≤.001). Exposure to endocrine disruptors (β=0.32, p<.001) was the most powerful variable affecting PMS, followed by burnout (β=0.27, p=.001), working in the intensive care unit or emergency room (β=0.22, p=.003), family history of PMS (β=0.19, p=.009), and support from coworkers (β=-0.15, p=.043). Conclusion: Based on these findings, it is necessary to develop an intervention program to reduce the symptoms of PMS. Additionally, further studies are needed to develop and evaluate measures to minimize exposure to endocrine disruptors and burnout in order to alleviate PMS among nurses.

Design Mobility Agent Module for Healthcare Application Service (헬스케어 응용 서비스를 위한 Mobility Agent 모듈 설계)

  • Nam, Jin-Woo;Chung, Yeong-Jee
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.12 no.2
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    • pp.378-384
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    • 2008
  • The sensor network for the health care application service has the man or movable object as the main sensing object. In order to support inter-node interaction by the movement of such sensing objects, the node's dynamic function modification, dynamic self-configuration and energy efficiency must be considered. In this paper, the Agilla model which supports the dynamic function modification through the agent migration between nodes and LEACH protocol which guarantees the dynamic self-configuration and energy efficiency through the configuration of inter-node hierarchical cluster configuration are analyzed. Based on the results of the analysis, the Mobility Agent Middleware which supports the dynamic function modification between nodes is designed, and LEACH_Mobile protocol which guarantees the node nobility as the weakness of the existing LEACH protocol is suggested. Also, the routing module which supports the LEACH_Mobile protocol is designed and the interface for conjunction with Mobility Agent Middleware is designed. Then, it is definitely increase performance which un mobility node of transfer data rate through LEACH_Mobile protocol of simulation result.

Video Image Mosaicing Technique Using 3 Dimensional Multi Base Lines (3차원 다중 기선을 사용만 비데오 영상 모자이크 기술)

  • 전재춘;서용철
    • Korean Journal of Remote Sensing
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    • v.20 no.2
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    • pp.125-137
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    • 2004
  • In case of using image sequence taken from a moving camera along a road in an urban area, general video mosaicing technique based on a single baseline cannot create 2-D image mosaics. To solve the drawback, this paper proposed a new image mosaicing technique through 3-D multi-baselines that can create image mosaics in 3-D space. The core of the proposed method is that each image frame has a dependent baseline, an equation of first order, calculated by using ground control point (GCP) of optical flows. The proposed algorithm consists of 4 steps: calculation of optical flows using hierarchical strategy, calculation of camera exterior orientation, determination of multi-baselines, and seamless image mosaics. This paper realized and showed the proposed algorithm that can create efficient image mosaics in 3-D space from real image sequence.

The Effect of Preparation for Old Age on Life Satisfaction in Middle-aged People: Focusing on Mediating Effects of Self-Efficacy (중장년층의 노후준비가 삶의 만족도에 미치는 영향: 자기효능감의 매개효과를 중심으로)

  • Yeom, In-Sook
    • The Journal of the Korea Contents Association
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    • v.19 no.10
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    • pp.472-486
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    • 2019
  • This study was conducted to analyze the influence relationship between the elderly's readiness for old age and life satisfaction, and to verify the mediating effect of self-efficacy in the influence relationship between the elderly's readiness for old age and life satisfaction. For this, a survey was conducted on middle-aged people in Seoul and Gyeonggi-do, and frequency analysis, correlation analysis, and hierarchical regression analysis were conducted using SPSS 25.0. As a result of the analysis, life satisfaction was influenced by self-efficacy, social preparation for old age, physical preparation for old age, economic preparation for old age, and academic ability in order and It was confirmed that psychological factors rather than demographic characteristics were more influential factors on life satisfaction of middle-aged people. In addition, self-efficacy had a mediating effect on the relationship between the degree of preparation for old age and life satisfaction. Based on this, the alternatives to raise the life satisfaction of middle-aged people, the limitations of this study, and the follow-up studies were discussed.

A Study on Social Safety Perception and its Influential Factors for Middle-aged and Older Adults with Disabilities (중고령 장애인의 사회안전 인식과 영향요인에 관한 연구)

  • Park, Si-Eun;Jeon, Ji-Hye
    • Journal of Convergence for Information Technology
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    • v.9 no.11
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    • pp.218-226
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    • 2019
  • The purpose of this study is to analyze the level and influence factors of social safety perception of middle-aged and older adults with disabilities. The subjects of the survey were older than 50 with disabilities who responded to the 2018 Social Survey. The results analyzed by Hierarchical regression analyzes showed that factors such as gender, age, place of residence, education level, subjective health status, risk response level, compliance level of others, and compliance with public order had a significant effect on the social safety perception level. Through this study, we could know the importance of personal requirements and social capital for social safety perception of middle-aged and older people with disabilities. In the future, the differences in safety perception by type of disability should be studied too.

Hierarchical Agent Synthesis Framework using Discrete Event System Specification and System Entity Structure (이산사건시스템 명세와 체계 요소 구조를 활용한 계층적 에이전트 합성 프레임워크)

  • Choi, Changbeom
    • Journal of the Korea Society for Simulation
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    • v.28 no.3
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    • pp.1-9
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    • 2019
  • An agent-based simulation is a popular simulation tool to solve various problems, such as stock market, population prediction, disease prediction, and development of a traffic system. As the agents are developed and researched in different application fields, the agent has a rigid structure and may not acceptable in different domains. As a result, it is a challenging problem to define a structure for an agent structure to reflect the researcher's simulation objective. This research proposes an extendable form for an agent and its modeling environment. In order to propose a standard structure, this study adopts system entity structure and discrete event system specification formalism. Also, this research introduces the SESManager which supports the proposed specification method. The proposed environment can hierarchically define the agent structure and synthesize the agent so that it can perform the agent simulation according to the user's simulation purpose.