• Title/Summary/Keyword: Good extension

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A Statistical Perspective of Neural Networks for Imbalanced Data Problems

  • Oh, Sang-Hoon
    • International Journal of Contents
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    • v.7 no.3
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    • pp.1-5
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    • 2011
  • It has been an interesting challenge to find a good classifier for imbalanced data, since it is pervasive but a difficult problem to solve. However, classifiers developed with the assumption of well-balanced class distributions show poor classification performance for the imbalanced data. Among many approaches to the imbalanced data problems, the algorithmic level approach is attractive because it can be applied to the other approaches such as data level or ensemble approaches. Especially, the error back-propagation algorithm using the target node method, which can change the amount of weight-updating with regards to the target node of each class, attains good performances in the imbalanced data problems. In this paper, we analyze the relationship between two optimal outputs of neural network classifier trained with the target node method. Also, the optimal relationship is compared with those of the other error function methods such as mean-squared error and the n-th order extension of cross-entropy error. The analyses are verified through simulations on a thyroid data set.

A Study On Prediction Of Three Dimensional Cutting Forces According To The Cutting Conditions (3차원 절삭가공시 절삭력 예측에 관한 연구)

  • 신근하
    • Proceedings of the Korean Society of Machine Tool Engineers Conference
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    • 1995.03a
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    • pp.152-157
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    • 1995
  • In Turning It is good selection of cutting condition and cutting tools that influence upon the accuracy of dimension manufacturing efficiency and extension of tool life. Among them especially the identification of cutting force due to the change of cutting conditions which exerts a great influence on the turning is very important. In this study the cutting resistance due to the change of cutting conditions was caculated by using the energy method and good agreement in shown between theoritical and experimental results which were tested for the cutting resistance at the cemented carbide cutting tools with workpieces of SM20C and SM 45C.

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Modeling for Hue Shift Effect of Human Visual System on High Luminance Display (고휘도 디스플레이에서의 인간 시각에 따른 색상 이동 현상과 모델링)

  • Lee, Tae-Hyoung;Lee, Myong-Young;Park, Kee-Hyon;Ha, Yeong-Ho
    • Proceedings of the IEEK Conference
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    • 2006.06a
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    • pp.307-308
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    • 2006
  • In recent, displays have very good properties at high luminance, fast response, and size. Also They have good quality in terms of color according to the development of the gamut extension and color reproduction. However, despite these merits, there is a characteristic that at a high luminance display, observer perceive the different color from the originally re-producted color due to the change of perceived luminance in human visual system. In this paper, we propose a model that is the hue shift phenomenon between a normal display and a high luminance display, and then an algorithm which compensate the color between two devices, so that observer can perceive the same color.

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An extension plan of Yakushima Biosphere Reserve as a case study of consensus building of islanders

  • Matsuda, Hiroyuki;Yumoto, Takakazu;Okano, Takahiro;Tetsuka, Kenshi;Fujimaki, Aomi;Shioya, Katsunori
    • Journal of Ecology and Environment
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    • v.38 no.2
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    • pp.241-247
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    • 2015
  • A participatory approach of local stakeholders is important to create a balance between nature protection and the sustainable use of natural resources in a nature reserve and its vicinity area. The zoning and management policy of biosphere reserves (BRs) is a good example of this idea, especially for island reserves. Yakushima was inscribed as a World Natural Heritage (WH) in 1993. Almost all of its residents did not remember that Yakushima was a BR. In addition, Yakushima has some problems in nature reserve management. Overabundance of the deer population is a critical threat to both agriculture and natural vegetation in the world heritage site. There are too many tourists visiting the WH site and Nagata-hama beach. The beach is a Ramsar site and one of the most important spawning grounds of sea turtles in the north Pacific. Now, residents and the municipality have decided to reactivate the Yakushima BR. Although the Ministry of the Environment of Japan has an initiative to manage the WH and the Ramsar site, the BR is managed by the municipality and local stakeholders. Local activities of both nature conservation and the sustainable use of natural resources are encouraged in the BR site. The islanders willingly included all areas of the island into the BR site. Scientists who have participated in the Society of Yakushimaology have played a significant role to build trust between local stakeholders and to seek feasible policies on the nature reserves. The concept of the "Yakushima Environmental Culture Village" is a good model for the extension plan of the Yakushima and Kuchinoerabujima BRs.

Inter-rater Reliability of Cervical Proprioception, Dynamic Balance and Dorsiflexion Range of Motion Ising STARmat®

  • Park, Ji-Won;Park, Seol
    • The Journal of Korean Physical Therapy
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    • v.32 no.2
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    • pp.88-93
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    • 2020
  • Purpose: This study examined the inter-rater reliability of cervical proprioception, dynamic balance ability, and ankle dorsiflexion range of motion using STARmat®, which is a practical clinical tool that can provide practitioners and patients with quantitative and qualitative results. Methods: Thirty healthy young subjects were enrolled in this study, and two well-trained physical therapists participated as a tester. Two testers measured the cervical joint position error at the starting position after neck flexion, extension, side bending, and rotation; three dynamic balance tests, including anterior excursion, anterior reaching with single leg balance, and posterior diagonal excursion; and ankle dorsiflexion range of motion using STARmat®. The intra-class correlation coefficient (ICC) was used to determine the inter-rater reliability of the tests. Results: The inter-rater reliability for the cervical proprioception ranged from moderate to good (0.66 to 0.83), particularly for flexion (0.82), extension (0.70), right side bending (0.73), left side bending (0.71), right rotation (0.83), and left rotation (0.66). For the dynamic balance, the inter-rater reliability ranged from good to excellent (0.87 to 0.91), particularly for anterior excursion (0.86), posterior diagonal excursion (0.87 to 0.89), and anterior reaching with a single leg balance (0.90 to 0.91). In addition, for the ankle dorsiflexion range of motion, the ICC for the inter-rater reliability ranged from 0.95 to 0.96. Conclusion: STARmat® is a reliable tool for measuring cervical proprioception, dynamic balance tests, and ankle dorsiflexion range of motion in healthy young adults.

Evaluation of Agronomic Characteristics, Forage Production and Quality of Corn Hybrids for Silage at Paddy Field in Southern Region of Korea (남부지방 논에서 사일리지용 옥수수 품종의 생육특성, 생산성 및 품질 비교)

  • Ji, Hee-Chung;Lee, Joung-Kyong;Kim, Ki-Yong;Yoon, Sei-Hyung;Lim, Young-Chul;Kwon, Oh-Do;Lee, Hee-Bong
    • Journal of The Korean Society of Grassland and Forage Science
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    • v.29 no.1
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    • pp.13-18
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    • 2009
  • This experiment was carried out to know adaptability and forage production and quality of corn hybrid for silage at paddy field from 2007 to 2008 at JullaNamdo Agricultural Research and Extension Services (ARES). Among agronomic characteristics, 'Kwangpyongok' hybrid was somewhat strong for waterlogging and good stay green, lodging, disease and insect resistance. The fresh yield and total digestible nutrients (TDN) of 'Kwangpyongok' hybrid were the highest among corn hybrids. Dry yield of 'Kwangpyongok' hybrid was increased to 50.5%, 13.6% due to waterlogging tolerance than those 'P3156' and 'P32P75' hybrids, respectively. The result of this study indicated that 'Kwangpyongok' hybrid could be recommended as having good characters according to production, waterlogging tolerance, stay green at paddy field in southern region of Korea.

Practical Secure E-mail Protocols Providing Perfect Forward Secrecy (완전한 전방향 안전성을 제공하는 실용적인 전자우편 프로토콜)

  • Lee, Chang-Yong;Kim, Dae-Young;Shim, Dong-Ho;Kim, Sang-Jin;Oh, Hee-Kuck
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.17 no.5
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    • pp.27-38
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    • 2007
  • One of the most important security issues of e-mail service is user privacy. Currently, various security protocols, like PGP(pretty Good Privacy), S/MIME(Secure/Multipurpose Internet Mail Extension), have been proposed. These protocols, however, do not provide forward secrecy. Recently, some security protocols that provide forward secrecy were proposed. But all of them require changes to the current e-mail infrastructure. Moreover, contrary to authors' intention, some of them do not actually provide perfect forward secrecy. In this paper, we propose a new practical e-mail security protocol. The proposed protocol provides perfect forward secrecy and uses a practical e-mail model that dose not require any changes to existing e-mail servers. It encrypts and authenticates messages efficiently using elliptic curve based signcryption scheme. In addition, we provide a way to send secure group e-mails.

A Study on Measurement of Mechanical Properties of Polyther Polyol Base Polyurethane Dispersion by 1,4-butanediol Chain Extension (Polyether Polyol을 이용한 수분산 폴리우레탄의 1,4-butanediol 사슬연장에 의한 물성변화)

  • Lee, Joo-Youb
    • Journal of the Korean Applied Science and Technology
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    • v.31 no.4
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    • pp.711-718
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    • 2014
  • In this paper, the mechanical property change was investigated by adding 1,4-butanediol as chain extender of polyurethane dispersion for leather coating. Reagents for the synthesis were polypropylene glycol(PPG), isoporon diisocyanate(IPDI), dimethylolpropionic acid(DMPA) and 1,4-BD. All samples showed good solvent resistance and flexibility by different content of the 1,4-BD. As results, samples which contains a lot of 1,4-BD showed good properties whth strength of $1.80kg_f/mm^2$ and abrasion test measurement of 49.54 mg.loss. According to elongation test, the sample which contains low amount of 1,4-BD was good property as 364 %.

Effect of Intra-articular Bee Venom Injection on Acute Traumatic Arthritis of Elbow Joint : Two Cases Report (급성 외상성 주관절염에 대한 관절강내 봉약침 치험 2례)

  • Heo, Dong-Seok;Keum, Dong-Ho
    • Journal of Korean Medicine Rehabilitation
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    • v.15 no.1
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    • pp.171-180
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    • 2005
  • Objectives : We got a good effect in two patients not by subcutaneous but by subcutaneous but by intra-articular bee venom injection treatments at traumatic arthritis of elbow joint, so report it. Methods : We used only intra-articular bee venom injection treatments at acute traumatic arthritis of elbow joint. After measured the VAS(visual analogue) and ROM(range of motion) of elbow joint, we bee venom injection effect. Results and Conclusions : The symptoms(swelling, pain) and the functions of elbow joint were quickly improved through intra-articular bee venom injection treatments. One case was improved that Rt. elbow joint flexion was increased from $60^{\circ}$ to $150^{\circ}$, extension was increased from $20^{\circ}$ to $0^{\circ}$. The other case was improved that Lt. elbow joint flexion was increased from $90^{\circ}$ to $150^{\circ}$, extension was increased from $30^{\circ}$ to $0^{\circ}$, and both were decreased in VAS. The results suggest that bee venom intra-articular injection has acute pain reduction, anti-inflammation effect.

A Comparative Study on Community Attachment between Rural and Urban Communities in Korea (농촌과 도시지역 주민간 지역사회 친밀도 비교 연구)

  • Park, Kyong-Cheol;Kim, Sung-Soo
    • Journal of Agricultural Extension & Community Development
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    • v.9 no.1
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    • pp.87-100
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    • 2002
  • The purpose of this study were to compare the community attachment between rural and urban communities, and suggest directions for community development plans of rural and urban communities in Korea. The data for this study were collected from two communities(n=285), one from Gochang representing rural community, located in Jeonbuk province(n=142), and the other from Suwon city representing urban community located in Gyunggi province(n=143), utilizing questionnaire. The major finding of this study were as follows; 1) Community attachment was significantly higher in community than in urban community, and the linear development model was more appropriate to explain the results of the study. 2) Community attachment appeared to be significantly related to social bonds, community participation, social trust, community economical activities, and social and cultural environment. 3)In general, determinants such as number of acquaintances, price of cultural heritages of residence, trust for local government, good traffic environment, job satisfaction, etc. explained 55.5% in rural and urban communities.

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