• Title/Summary/Keyword: 階層區分

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Hierarchical Architecture of Multilayer Perceptrons for Performance Improvement (다층퍼셉트론의 계층적 구조를 통한 성능향상)

  • Oh, Sang-Hoon
    • The Journal of the Korea Contents Association
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    • v.10 no.6
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    • pp.166-174
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    • 2010
  • Based on the theoretical results that multi-layer feedforward neural networks with enough hidden nodes are universal approximators, we usually use three-layer MLP's(multi-layer perceptrons) consisted of input, hidden, and output layers for many application problems. However, this conventional three-layer architecture of MLP shows poor generalization performance in some applications, which are complex with various features in an input vector. For the performance improvement, this paper proposes a hierarchical architecture of MLP especially when each part of inputs has a special information. That is, one input vector is divided into sub-vectors and each sub-vector is presented to a separate MLP. These lower-level MLPs are connected to a higher-level MLP, which has a role to do a final decision. The proposed method is verified through the simulation of protein disorder prediction problem.

Improvement of MAP Load Balancing in Hierarchical Mobile IPv6 (계층적 Mobile IPv6에서의 MAP 부하 분산 개선에 관한 분석)

  • Song, Bok-Sob;Kim, Jeong-Ho
    • The Journal of the Korea Contents Association
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    • v.9 no.2
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    • pp.67-75
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    • 2009
  • The growing need for the mobility supportable networks induces the IP-based mobility management protocols. Though HMIPv6 which manages the micro-mobility of mobile nodes using MAPs suggests an effective method for mobility-support for mobile nodes within the domain that is managed by MAP. There is a problem that traffic may be concentrated on MAPs. In this paper, therefore, we proposed a method that can effectively distribute the traffic which is concentrated on a MAP under phased Mobile IPv6. In our proposed method, two or more MAPs are required and classified as an 'Active MAP' or a 'Passive MAP'. In addition, we defined the state of transition events between Active MAP and Passive MAP and the operations among MAPs for load distribution when an overload condition is occurred at some MAPs by traffic congestion. We compared the performance of our proposed method with its phased Mobile IPv6 to prove the propriety of our proposed method. As a result, we showed that our proposed method can provide an enhanced performance by about 12 percentages in view of packet throughput at the node.

Analysis of Change Patterns in Assistive Technology Device Use of the Workers with Disabilities (취업장애인의 보조공학기기 사용의 변화형태 분석)

  • Jun, Y.H.
    • Journal of rehabilitation welfare engineering & assistive technology
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    • v.6 no.1
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    • pp.83-87
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    • 2012
  • This study is aimed to identify latent classes which are based the change patterns in assistive technology device use among worker with disabilities and to test the effects of independent variables(gender, education, disability type, disability density, activity and participation of ICF: ICF, subjective socioeconomic status: SES, job satisfaction, life satisfaction) on determining latents classes. This study applied Nagin's(1999) semi-parametric group based approach to the panel survey of employment for the disabled. Because dependant variable has dichotomous scale, logit model was used. The results identified three latent classes, which could be defined based on the patterns as follows; assistive device continued use group, assistive device mid-level use group, assistive device sharp decline use group. The effects of the independent variables on the latent classes was tested by multinomial logit analysis. The results showed that education, disability type, ICF, SES, and life satisfaction were significant determinants of the latent classes. Finally, the implications based on analysis results were suggested.

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A Hierarchical Deficit Round-Robin Packet Scheduling Algorithm for User-Oriented Relative Differentiated Services (사용자 기반 상대적 차별화를 위한 계층적 결손 보완 라운드-로빈 스케줄링 알고리즘)

  • Pyun Kihyun;Lee Jong-Yeol;Cho Sung-Ik
    • Journal of KIISE:Information Networking
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    • v.32 no.6
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    • pp.676-686
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    • 2005
  • The Internet users as well as network providers are eager to have different qualities of service among users beyond the best-effort. In this paper, we propose a scheduling algorithm that provides a differentiated service in the granularity of user sessions. The proposed algorithm is a Hierarchical Deficit Round-Robin (H-DRR) algorithm that is an extension of an existing DRR algorithm. A main advantage is that H-DRR provides service differentiation for throughput-intensive applications such as FTP as well as delay-sensitive applications such as telnet or VoIP without distinguishing the types of applications. The most importance in providing a service differentiation in term of network providers is to have controllability and predictability. We show that H-DRR is superior to DRR in terms of controllability and predictability through both mathematical analysis and simulation experiments. Nevertheless, H-DRR requires O(1) complexity for implementation.

Structure Hierarchic of the Intra-East Asia Direct Investment Flows (동아시아 역내 직접투자 흐름의 계층성)

  • 문남철
    • Journal of the Economic Geographical Society of Korea
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    • v.6 no.2
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    • pp.355-375
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    • 2003
  • Since the mid 1980s, the emergence of the Newly Industrialized Countries has been the most remarkable mutation in the foreign direct investment. This emergence is creating the new international spacial flows constituted by the developed country, the newly industrialized country and the developing country. According to the active foreign direct investment of the Asia Newly Industrialized Countries (ANICs) into East Asia from the middle of the 1980s, the intra-East Asia direct investment flow has a observable structure hierarchic composed of Japan, ANICs, ASEAN and China. In the inflow of intra-East Asia direct investment, Japan and ANICs flows from the extra-developed country and Japan, AESAN from ANICs, Japan, and China from the ANICs. In the outflow, Japan flows relatively into the ANICs and ASEAN, ANICs into ASEAN and China, ASEAN and China into the ANICs. In conclusion, the emergence of ANICs and theirs role intermediate in the East Asian economy causes the intra-East Asia direct investment flows to make a hierarchical structure.

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A Experimental Study on the Translation from Korean Digital Topographic Maps to Distributed Objects (수치지형도의 객체화 변환에 관한 연구)

  • 황철수
    • Spatial Information Research
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    • v.7 no.2
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    • pp.255-269
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    • 1999
  • This is an experimental study to translate the Korean digital topographic maps into distributable information-hide objects, which are designed with object-oriented development's key features ; encapsulation, polymorphism, inheritance, In order to achieve this goal , the characteristics of the data mode and inter-relationships of digital topographic maps are investigated . As a result, it is revealed that the current Korean digital topographic maps, which is organized into so many individual layers of mixed spatial and attributed data, have to explicit and concrete hierarchies in spatial data model and data definition . Due to this limitation , data layer stage and object class stage are integrated. And ISCO(the is-computer -of relationships) mechanism is mainly used to develop the objects of digital topogrpahic maps, which is implemented with spatial primitive classes. the designed objects are coded with JAVA and then testified in web interface.

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The Evaluation Perspective of Stream Weight in AHP (계층분석법을 이용한 하천의 중요도 평가기법)

  • Park, Tae-Sun
    • Journal of Korea Water Resources Association
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    • v.35 no.6
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    • pp.685-692
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    • 2002
  • It is very useful to estimate easily the various characteristics of streams and to manage objectively streams, as the order or grade among streams is determined by the natural characteristics and the degree of human utilization. With obtainable various statistics data and expert examination, we proposed the measurable evaluation index of "stream weight" considering the natural characteristics of streams, the utilization degree of streams and the social conditions of the regions crossed streams. The each stream weight is calculated as follows. Firstly, select the various factors which influence to streams in AHP. Secondly, determine the each weight of factors by the result of expert examination. Finally, sum up after multiplying the normalized factors by these two values. The stream weight can be used such divisions as the recognization of relative weight between streams, the determination of the stream management direction in the near future, the enhancement of the efficiency of stream management through the adjustment of the present stream grade and the determination of the management method concerned the stream weight as well.t as well.

A Study on the Classification of Jeokbyeok-ga's Version by the Computer Analysis Technique of Bibliographies (컴퓨터 문헌 분석 기법을 활용한 <적벽가> 이본의 계통 분류 연구)

  • Lee, Jin-O;Kim, Dong-Keon
    • The Journal of the Korea Contents Association
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    • v.19 no.6
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    • pp.1-9
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    • 2019
  • The purpose of this study is to examine the system of the Jeokbyeok-ga's version using the Computer analysis technique of bibliographies and to examine the achievements of the Jeokbyeok-ga's version studies. First, in order to provide basic data for analysis, a raw corpus was constructed for 46 species of Jeokbyeok-ga. Through this, the common narrative units of the Jeokbyeok-ga were identified as 5 layers, and thus 146 individual paragraphs could be extracted. Based on the encoded corpus, we tried to measure the similarity and the distance between the two. Next, we applied the Multidimensional scaling method, Hierarchical cluster analysis and Cladistic analysis method of the system to confirm the distribution of versions group and it was possible to visually grasp the distance between versions and the system of the work. As a result of analyzing Computer analysis technique of bibliographies, it was found that version's group of the Jeokbyeok-ga was divided into a Wanpan(完板) series and Changbon(唱本) series. Also, it was possible to examine the influence relationship between the Pansori's traditions and transmission.

Trajectories of Marital Satisfaction of Parent: Relatedness to Behavior Problems of Children (부모의 결혼만족도 변화 유형에 따른 자녀의 문제행동 차이)

  • Yeon, Eun Mo;Choi, Hyo-Sik
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.21 no.11
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    • pp.375-384
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    • 2020
  • This study examined the trajectories of the marital satisfaction of parents to classify its latent classes and how marital satisfaction influences the behavioral problems of their children between the identified latent classes. The 1st to 8th and 10th data from the Korea Child-Adolescent Panel Survey were analyzed using the latent class growth analysis and BCH method. First, based on the mother's trajectory of marital satisfaction, five latent classes were identified: 'low constant', 'intermediate constant', 'temporary increment-constantly decrement', 'high constant, and 'highest constant'. At the same time, based on the father's trajectory of marital satisfaction, four latent classes were identified: 'increment', 'intermediate-slightly decrement', 'high-slightly decrement', and 'highest constant'. Second, mothers with low marital satisfaction had more children with behavioral problems, and their influence had more problems with internalized behavioral problems. These problems progressed to externalized behavioral problems as they grew. Both internalized and externalized behavioral problems were also found between the identified latent classes of the father's marital satisfaction. Children of fathers with low marital satisfaction showed more behavioral problems. These findings suggest that the marital satisfaction of parents is an important variable that can influence the behavioral problems of their children.

Selection of Routes for Reflecting Driver's Characteristics by Adopting Multi-Attribute Utility Theory (MAUT) (다속성 효용이론을 적용한 운전자 특성별 경로 선택 연구)

  • Oh, Ji-Eun;Bae, Sang-Hoon
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.10 no.3
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    • pp.25-35
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    • 2011
  • Traffic volume increases due to diversification of industry. Also, Automobile ownerships also increase steadily. It is estimated that the registered number of vehicle is expected to be 20 milion in the year 2015. These trends may result in increasing the number of woman drivers and elderly drivers. Therefore, this study aims to identify routes that reflect characteristics of each driver's preferences. A survey was conducted on different routes attributes for variances drivers. Driver types were classified by gender, age, and driving career. Accordingly, a weight for road composition attribute such as number of lanes, number of accidents, slope was estimated by using Swing Weighting technique in Multi-Attribute Utility Theory. In addition, a case study was conducted and identified weights were applied to routes. In result, drivers commonly prefer short route when they considered their routes. Also, male drivers prefer speedy and shorter route than that of female drivers. Elderly drivers prefer safe routes that represent low accidents rate. Moreover driving career under a year drivers prefer safe and easy routes. Therefore, we may conclude that the necessity of diversified route information is essential in the future car navigation system.