• Title/Summary/Keyword: Minimum Support

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Face Recognition using Correlation Filters and Support Vector Machine in Machine Learning Approach

  • Long, Hoang;Kwon, Oh-Heum;Lee, Suk-Hwan;Kwon, Ki-Ryong
    • Journal of Korea Multimedia Society
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    • v.24 no.4
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    • pp.528-537
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    • 2021
  • Face recognition has gained significant notice because of its application in many businesses: security, healthcare, and marketing. In this paper, we will present the recognition method using the combination of correlation filters (CF) and Support Vector Machine (SVM). Firstly, we evaluate the performance and compared four different correlation filters: minimum average correlation energy (MACE), maximum average correlation height (MACH), unconstrained minimum average correlation energy (UMACE), and optimal-tradeoff (OT). Secondly, we propose the machine learning approach by using the OT correlation filter for features extraction and SVM for classification. The numerical results on National Cheng Kung University (NCKU) and Pointing'04 face database show that the proposed method OT-SVM gets higher accuracy in face recognition compared to other machine learning methods. Our approach doesn't require graphics card to train the image. As a result, it could run well on a low hardware system like an embedded system.

Discriminative Weight Training for Gender Identification (변별적 가중치 학습을 적용한 성별인식 알고리즘)

  • Kang, Sang-Ick;Chang, Joon-Hyuk
    • The Journal of the Acoustical Society of Korea
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    • v.27 no.5
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    • pp.252-255
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    • 2008
  • In this paper, we apply a discriminative weight training to a support vector machine (SVM) based gender identification. In our approach, the gender decision rule is expressed as the SVM of optimally weighted mel-frequency cepstral coefficients (MFCC) based on a minimum classification error (MCE) method which is different from the previous works in that different weights are assigned to each MFCC filter bank which is considered more realistic. According to the experimental results, the proposed approach is found to be effective for gender identification using SVM.

An Application of Minimum Support Stabilizer as a Model Constraint in Magnetotelluric 2D Inversion (최소모델영역 연산자를 모델제한조건으로 적용한 2차원 MT 역산)

  • Lee, Seong-Kon
    • Journal of the Korean earth science society
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    • v.30 no.7
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    • pp.834-844
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    • 2009
  • Two-dimensional magnetotelluric (MT) inversion algorithm using minimum support (MS) stabilizer functional was implemented in this study to enhance the contrast of inverted images. For this implementation, this study derived a formula in discrete form for creeping model updates in the least-squares linearized inversion. A spatially varying regularization parameter determination algorithm, which is known as ACB (Active Constraint Balancing), was also adopted to stabilize the inversion process when using MS stabilizer as a model constraint. Inversion experiments for a simple isolated body model show well the feature of MS stabilizer in concentrating the anomalous body compared with the second-order derivative model constraint. This study also compared MS stabilizer and the second-order derivative model constraints for a model having multiple anomalous bodies to show the applicability of the algorithm into field data.

An Efficient Algorithm for Spatio-Temporal Moving Pattern Extraction (시공간 이동 패턴 추출을 위한 효율적인 알고리즘)

  • Park, Ji-Woong;Kim, Dong-Oh;Hong, Dong-Suk;Han, Ki-Joon
    • Journal of Korea Spatial Information System Society
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    • v.8 no.2 s.17
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    • pp.39-52
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    • 2006
  • With the recent the use of spatio-temporal data mining which can extract various knowledge such as movement patterns of moving objects in history data of moving object gets increasing. However, the existing movement pattern extraction methods create lots of candidate movement patterns when the minimum support is low. Therefore, in this paper, we suggest the STMPE(Spatio-Temporal Movement Pattern Extraction) algorithm in order to efficiently extract movement patterns of moving objects from the large capacity of spatio-temporal data. The STMPE algorithm generalizes spatio-temporal and minimizes the use of memory. Because it produces and keeps short-term movement patterns, the frequency of database scan can be minimized. The STMPE algorithm shows more excellent performance than other movement pattern extraction algorithms with time information when the minimum support decreases, the number of moving objects increases, and the number of time division increases.

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A Study on the relationship of family support and personality with quality of life in the Patients receiving radiotherapy for breast cancer (방사선 치료를 받는 유방암 환자의 가족지지와 성격이 삶의 질에 미치는 영향)

  • Rhee Dong Soo;Rou Jae Man;Jee Dong Hwa;Kim Jong Deok;Noh Young Hee;Han You Jeong;So Hyang sook
    • The Journal of Korean Society for Radiation Therapy
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    • v.14 no.1
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    • pp.155-164
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    • 2002
  • This descriptive correlation study was undertaken in order to investigate the relationship of family support and personality with quality of life in patients receiving radiotherapy for breast cancer and to provide basic data to help them improve a better quality of life. This subjects for this study were 74 out-patients undergoing a radiation therapy at C hospital in Kwang-Ju. The data were obtained using a convenience sampling technique. The tool of this study were Ro's qualify of life scale, Kang's family support scale and Wallston & others health locus of control scale. The data were analyzed using a SAS program for percentage, mean, standard deviation, Pearson Correlation Coefficient, GLM. The results were as fellows: 1. The total average score of the quality of life of the subjects was 137.22 (minimum score 38-maximum score 227), item mean score(range 1-5) was 3.15. The total average score of the family support of the subjects was 40.38(minimum score 21-maximum score 47), item mean score(range 1-5) was 3.69. The total average score of health locus of control of the subjects was 42.47(minimum score 28-maximum score 59), item mean score(range 1-6 was 3.69. 2. The results of the analysis of the relationship between the quality of life scores and the health locus of control were as follows : the total average score of the qualify of life of internal locus of control scale was 133.50, he total average score of the quality of life of external locus of control scale was 138.41. 3. There was positive correlation between the health locus of control and the quality of life(r=0.0722, p=0.5413). 4. There were significant positive correlation between family support and quality of life(r=0.2328, p=0.0399). The results of the analysis of the relationship between the each factor in the quality of life scores and family support were as fellows : There were significant difference between the self esteem factor(r=0.2974, p=0.0124), relationship with family factor(r=0.2657, p=0.0241)

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Application of Experimental Design Methods for Minimum Weight Design and Sensitivity Evaluation of Passive-Type Deck Support Frame for Offshore Plant Float-Over Installation (해양플랜트 플로트오버 설치 공법용 수동형 갑판 지지 프레임의 최소중량설계와 민감도 평가를 위한 실험계획법 응용)

  • Kim, Hun Gwan;Lee, Kangsu;Song, Chang Yong
    • Journal of the Korean Society of Marine Environment & Safety
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    • v.27 no.1
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    • pp.161-171
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    • 2021
  • This paper presents the findings of a comparative study on minimum weight design and sensitivity evaluation using different experimental design methods for the structural design of an active-type deck support frame (DSF) developed for the float-over installation of an of shore plant topside. The thickness sizing variables of the structural members of a passive-type DSF were considered the design factors, and the output responses were defined using the weight and strength performances. The design of the experimental methods applied in the comparative study of the minimum weight design and the sensitivity evaluation were the orthogonal array design, Box- Behnken design, and Latin hypercube design. A response surface method was generated for each design of the experiment to evaluate the approximation performance of the design space exploration according to the experimental design, and the accuracy characteristics of the approximation were reviewed. Regarding the minimum weight design, the design results, such as numerical costs and weight minimization, of the experimental design for the best design case, were evaluated. The Box- Behnken design method showed the optimum design results for the structural design of the passive-type DSF.

Strategic Plan for Building of Spatial Decision Support Service based on National Basic Districts (국가기초구역기반 의사결정지원시스템 구축전략)

  • Kang, Young Ok;Kang, Ae Tti
    • Spatial Information Research
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    • v.21 no.2
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    • pp.85-97
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    • 2013
  • The accumulation of spatial information - people, building, land and businesses- is required to make a rational decision successfully by utilizing the Spatial Decision Support Systems (SDSS). Many foreign countries have utilized the SDSS by defining the minimum unit of spatial area and implementing the spatial database based on it. Even though in Korea, National Basic Districts were created for the purpose of utilizing these districts as a basic area, they have not been utilized as a basic area of managing the spatial database due to the lack of attributes data. Therefore, the goal of this research is to suggest the strategies of building Spatial Decision Support Systems through the accumulation of the spatial data based on National Basic Districts. We propose the strategies in three different fields - legal system, database and application, services. We expect that the role of National Basic Districts w ill be strengthened by executing our strategies as a minimum spatial unit of Korea.

A Study on the Minimum Standards of Housing Repair for Older People Living in the Community (지역사회 노인을 위한 주택수리 및 개조 최저기준에 관한 연구)

  • Hong, Hyung-Ock
    • Journal of Families and Better Life
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    • v.23 no.2 s.74
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    • pp.11-22
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    • 2005
  • The purpose of this study is 1) to clarify that the house is no long the safe place through the cases of the senior safety accidents and to argue the need for housing repair and 2) to present the minimum standards for housing repair by comparing the cases here as well as the abroad and to back up the standards with the current senior housing environment 300 people at least 60 years old living in Seoul$\cdot$Metropolitan area were interviewed using the structured questionnaire. As the result, the following conclusions were made: 1. There was high accident rates of the senior residents due to physical deficits within the house, causing excessive medical cost and decreased housing satisfaction. This problem can be sufficiently prevented by housing repair which can not only solve the safety problem but also support self sufficient living for the senior residents. 2. Proper housing repair required the architectural know how as well as the expertise knowledge of the physical characteristics of the senior people. Therefore, it is essential to secure the professional (i.e., occupational therapist) who can analyze the needs of the senior residents and evaluate and/or predict the obstacles during repair. Furthermore, development and distribution of the standardized manual are also needed. 3. The minimum standard for housing repair could be approached in view of 'barrier-free' concept. First, the bumps should be removed, slippery prevented, and safety grab-bar installed for safety. Second, the entrance should be widened and the bathroom and kitchen restructured to support for the senior residents' self sufficiency. To make housing repair policy more efficient, the legal basis is required. It can be incorporated into the existing senior citizens 'Welfare Act' or the 'Senior Residents Medical Insurance' which will be effective starting in 2007.

A Study on Perceived Family Support and the Quality of Life in the Elderly (노인의 가족지지와 삶의 질)

  • Shin, Dong-Sun;Hong, Chun-Sil
    • Journal of Korean Academic Society of Home Health Care Nursing
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    • v.4
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    • pp.76-85
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    • 1997
  • In modern society, the human average life span has been prolonged due to medical benefits and changes in society, which results in the rapid and world -wide increase in the population of elderly. Consequently, the field of nursing science, as well as the field of many other discipline, has shown increasing interests in issues on the elderly. In addition, to improve the quality of life for elderiy people a great deal of effort has been made. The purpose of our study is to analyze the correlation between family support and quality of life in order to develop basic data for nursing interventions to maintain life satisfaction of the elderly. The sample consists of 108 subjects residing at home whose ages are over 65 years old. The data has been collected, from November 11, 1996 to November 23, 1996, through interviewing the elderly using a questionnarie. For the family supoort we used two: 1) the 5 - point Likert scale questionnarie developed by Gallo and Warren (Family support I) and 2) the 5-point Likert scale developed by H. S. Kang(Family support II), and for the quality of life we used the 3 - point likert scale questionnarie developed by Choi, Young Hee. For data analysis we used percentages, means, Pearson Correlation Coefficient and ANOVA. The results of our study are as follows: 1. For perceived family support I & II, the minimum score is 12 & 19, the maximum score is 32 & 46, the mean score is 24.49 & 34.90, respectively. 2. For Quality of life, the minimum score is 13, the maximum score is 39, the mean score is 28.61. 3. there is a very strong correlation between the perceived family support of the subjects and Quality of life (for I r=0.35047, p<.001 and for II r= 0.60558, p<.001). 4. The relationship between the general characteristics of the elderly and our two variables. family support and Quality of life, is as follows: 1) According to age(for II F=5.32, p<.01), the amount of monthly pocket money(for II F= 3.52, p<.05), inmate(for I F=2.93, p<.05, for II F=2.84, p<.05), economics(for I F=8.99, p<.01. for II F=7.51. p<.01), supporter(for I F=4.01. p<.01. for II F=3.43, p<.01), there is a statistically significant difference in family support. 2) According to the amount of monthly pocket money(F=6.69, p<.01), inmate(F=2.24, p<.05), economics(F=15.38, p<.01), there is a statistically significant difference in Quality of life. In conclusion, it can be said that the family support is an important variable to the Quality of the elderly life.

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Distributed Routing Based on Minimum End-to-End Delay for OFDMA Backhaul Mobile Mesh Networks

  • Chung, Jong-Moon;Lee, Daeyoung;Park, Jong-Hong;Lim, Kwangjae;Kim, HyunJae;Kwon, Dong-Seung
    • ETRI Journal
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    • v.35 no.3
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    • pp.406-413
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    • 2013
  • In this paper, an orthogonal frequency division multiple access (OFDMA)-based minimum end-to-end delay (MED) distributed routing scheme for mobile backhaul wireless mesh networks is proposed. The proposed scheme selects routing paths based on OFDMA subcarrier synchronization control, subcarrier availability, and delay. In the proposed scheme, OFDMA is used to transmit frames between mesh routers using type-I hybrid automatic repeat request over multipath Rayleigh fading channels. Compared with other distributed routing algorithms, such as most forward within radius R, farthest neighbor routing, nearest neighbor routing, and nearest with forwarding progress, simulation results show that the proposed MED routing can reduce end-to-end delay and support highly reliable routing using only local information of neighbor nodes.