• 제목/요약/키워드: traditional experiments

검색결과 1,060건 처리시간 0.032초

Biological Feature Selection and Disease Gene Identification using New Stepwise Random Forests

  • Hwang, Wook-Yeon
    • Industrial Engineering and Management Systems
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    • 제16권1호
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    • pp.64-79
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    • 2017
  • Identifying disease genes from human genome is a critical task in biomedical research. Important biological features to distinguish the disease genes from the non-disease genes have been mainly selected based on traditional feature selection approaches. However, the traditional feature selection approaches unnecessarily consider many unimportant biological features. As a result, although some of the existing classification techniques have been applied to disease gene identification, the prediction performance was not satisfactory. A small set of the most important biological features can enhance the accuracy of disease gene identification, as well as provide potentially useful knowledge for biologists or clinicians, who can further investigate the selected biological features as well as the potential disease genes. In this paper, we propose a new stepwise random forests (SRF) approach for biological feature selection and disease gene identification. The SRF approach consists of two stages. In the first stage, only important biological features are iteratively selected in a forward selection manner based on one-dimensional random forest regression, where the updated residual vector is considered as the current response vector. We can then determine a small set of important biological features. In the second stage, random forests classification with regard to the selected biological features is applied to identify disease genes. Our extensive experiments show that the proposed SRF approach outperforms the existing feature selection and classification techniques in terms of biological feature selection and disease gene identification.

A Novel Video Stitching Method for Multi-Camera Surveillance Systems

  • Yin, Xiaoqing;Li, Weili;Wang, Bin;Liu, Yu;Zhang, Maojun
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제8권10호
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    • pp.3538-3556
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    • 2014
  • This paper proposes a novel video stitching method that improves real-time performance and visual quality of a multi-camera video surveillance system. A two-stage seam searching algorithm based on enhanced dynamic programming is proposed. It can obtain satisfactory result and achieve better real-time performance than traditional seam-searching methods. The experiments show that the computing time is reduced by 66.4% using the proposed algorithm compared with enhanced dynamic programming, while the seam-searching accuracy is maintained. A real-time local update scheme reduces the deformation effect caused by moving objects passing through the seam, and a seam-based local color transfer model is constructed and applied to achieve smooth transition in the overlapped area, and overcome the traditional pixel blending methods. The effectiveness of the proposed method is proved in the experiements.

동적 객체 분해를 이용한 분할 기반의 공간 합병 조인의 개선 (An Improvement of Partition-Based Spatial Merge Join using Dynamic Object Decomposition)

  • 최용진;이용주;박호현;이성진;정진완
    • 한국정보과학회논문지:데이타베이스
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    • 제27권2호
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    • pp.247-255
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    • 2000
  • 공간 객체를 분할하는 비용이 크기 때문에, 기존의 객체 분할 기법들은 공간 조인 도중에 동적으로 객체를 분할하지 않는다. 본 논문은 객체 분할을 고려하지 않은 기존의 PBSM(Partition Based Spatial Merge-Join)에 적용될 수 있는 수정된 객체 분할 기법을 제시한다. 실세계 데이타의 한가지 특성은 객체들의 크기가 큰 차이를 보인다는 것이다. 본 논문에서는 이러한 특성을 바탕으로 전체 비용에 큰 영향을 미치는 적은 수의 큰 객체들만을 대상으로 분할을 적용한다. 이러한 수정된 객체 분할 기법은 공간 조인 도중에 큰 부담이 되었던 객체의 분할 비용을 크게 줄이면서 효율적인 여과 정제 단계를 수행한다. 여러 가지 실험 결과, 제안된 방법을 사용한 PBSM은 기존의 PBSM보다 월등히 향상된 성능을 보인다.

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단순구조 퍼지논리시스템을 이용한 이동 로봇의 주행 제어기 설계 (Design of Simple-structured Fuzzy Logic System based Driving Controller for Mobile Robot)

  • 최병재;김성
    • 한국지능시스템학회논문지
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    • 제22권1호
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    • pp.1-6
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    • 2012
  • 이동로봇에 관한 연구가 널리 진행되고 있다. 본 논문에서는 미지의 공간에서 효과적으로 장애물을 회피할 수 있는 SFLC(single-input fuzzy logic controller) 기반의 이동로봇의 주행 제어기 설계와 구현을 제안한다. 장애물의 위치와 거리 인식을 위해 초음파센서를 사용하였으며, 좌, 우측 바퀴의 각속도 출력 제어를 위하여 퍼지논리시스템 기반의 제어기를 설계하였다. 퍼지제어기의 퍼지화 방법은 싱글톤 방법, 추론법은 간략화된 Mamdani의 추론법, 비퍼지화 방법은 간략화된 무게중심법을 사용하였다. 제안한 퍼지제어기의 성능 및 실제 적용 가능성의 평가를 위해 이동로봇의 모델링에 근거한 컴퓨터 시뮬레이션을 수행하였다. 그 결과 이동로봇이 장애물을 피하면서 목표지점에 정확히 도착함을 확인하였다. 더욱이 기존의 2-입력 퍼지논리시스템 기반의 제어기로부터 단일 입력을 가지는 단순구조 퍼지논리제어기를 설계할 수 있음도 보였다.

한약물을 이용한 항산화 효과 연구경향에 대한 고찰 (Study for Patterns of Antioxidative-related Studies using Herbal Plants)

  • 김형극;손창규
    • 대한한의학회지
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    • 제30권5호
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    • pp.42-49
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    • 2009
  • Objectives: To summarize and make a reference number of herbal plant-derived antioxidant researches worldwide. Methods: We surveyed all papers of antioxidant-focused studies using plants in PubMed database as "herbal plant AND antioxidant" of Default Tag "Title". The type of materials used in the studies, formation of experiments, frequency of herbal plants studied and their actions, and main study subjects were analyzed. Results: The number of studies on herbal plant-related antioxidant effects have increased worldwide since 2000. Studies have been performed using mainly single plant and single compounds for medical disorders such as immunity, heart/blood, liver, and central nerve functions. The list of plants frequently includes SalviamiltiorrhizaBge.,GinkgobilobaL., ScutellabaicalensisGeorgi.,and so on. Most of these plants have strong effects against oxidative stress and also against free radicals and increase the activities of antioxidant enzymes. Conclusion: This study produced an overview of previous research on antioxidant-focused herbal plants. This result will provide useful information for the field of Korean traditional medicine for the development of drugs related to antioxidants.

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20세기 초 이탈리아의 실험예술 의상에 관한 연구 (A Study on Experimental Clothing of the Early 20th Century Italian Artists)

  • 이금희
    • 복식문화연구
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    • 제9권1호
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    • pp.111-126
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    • 2001
  • This study concentrates on the relationship between the early 20th century italian artists and their works in the field of clothing design. They advocated the creation of art for life and introduced a new type of work of art which I will call 'experimental clothing for art'. The experimental clothing for art showed its dynamic characteristics in the field s of line and form, color, pattern, and material. The Italian artists made simple and functionalistic dresses, using asymmetric, geometric cuts. in pattern making. They employed dynamic patterns in textile design and favored brilliant colors which they debunked as storage and traditional. With regard to material, they used unusual materials such as metal, net, wire, and paper and inexpensive materials. To investigations of the visual expression of experimental clothing for art in Italy have led us to the internal expressions which are avant-garde, dynamic & speed, functionality & popularity, ephemeral & transformable, and warlike. As a result of the reflection of the times and the artists's will and roles the experimental clothing for art in Italy implicated contemporary clothing in the early twentieth century and it was only laboratory art that underwent various experiments in canvas but a model of efforts for the at of living, which was anti-traditional. It offered a new future and created a new environment. It is left for future research how the experimental clothing for art developed in countries other than Italian.

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Facial Feature Recognition based on ASNMF Method

  • Zhou, Jing;Wang, Tianjiang
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제13권12호
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    • pp.6028-6042
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    • 2019
  • Since Sparse Nonnegative Matrix Factorization (SNMF) method can control the sparsity of the decomposed matrix, and then it can be adopted to control the sparsity of facial feature extraction and recognition. In order to improve the accuracy of SNMF method for facial feature recognition, new additive iterative rules based on the improved iterative step sizes are proposed to improve the SNMF method, and then the traditional multiplicative iterative rules of SNMF are transformed to additive iterative rules. Meanwhile, to further increase the sparsity of the basis matrix decomposed by the improved SNMF method, a threshold-sparse constraint is adopted to make the basis matrix to a zero-one matrix, which can further improve the accuracy of facial feature recognition. The improved SNMF method based on the additive iterative rules and threshold-sparse constraint is abbreviated as ASNMF, which is adopted to recognize the ORL and CK+ facial datasets, and achieved recognition rate of 96% and 100%, respectively. Meanwhile, from the results of the contrast experiments, it can be found that the recognition rate achieved by the ASNMF method is obviously higher than the basic NMF, traditional SNMF, convex nonnegative matrix factorization (CNMF) and Deep NMF.

Measurement of the Modulation Transfer Function of Infrared Imaging System by Modified Slant Edge Method

  • Li, Hang;Yan, Changxiang;Shao, Jianbing
    • Journal of the Optical Society of Korea
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    • 제20권3호
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    • pp.381-388
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    • 2016
  • The performance of a staring infrared imaging system can be characterized based on estimating the modulation transfer function (MTF). The slant edge method is a widely used MTF estimation method, which can effectively solve the aliasing problem caused by the discrete undersampling of the infrared focal plane array. However, the traditional slant edge method has some limitations such as the low precision of the edge angle extraction and using the approximate function to fit the edge spread function (ESF), which affects the accuracy of the MTF estimation. In this paper, we propose a modified slant edge method, including an edge angle extraction method that can improve the precision of the edge angle extraction and an ESF fitting algorithm which is based on the transfer function model of the imaging system, to enhance the accuracy of the MTF estimation. This modified slant edge method presents higher estimation accuracy and better immunity to noise and edge angle than other traditional methods, which is demonstrated by the simulation and application experiments operated in our study.

전통목구조 시스템의 도리방향 골조의 횡저항 성능에 대한 실험 (Experiment of Lateral Load Resistance of Dori-Directional Frame in Traditional Wood Structure System)

  • 이영욱;홍성걸;김남희;정성진;황종국;배병선
    • 한국전산구조공학회:학술대회논문집
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    • 한국전산구조공학회 2007년도 정기 학술대회 논문집
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    • pp.241-246
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    • 2007
  • The capacity of a lateral load resistance of a joint with Jangbu-connection of Dori-directional frame in traditional wood structure system was studied, through experiments of 1/2 scaled and T-shaped 7 subassemblies of joint of Dori-directional frame for Deawoongjeon of Bongjungsa. From the experiment, it was shown that the capacity of a lateral load resistance was influenced by the vertical load confining joint and not influenced by the number of Chok and the depth of Changbang, And lateral load resistance mechanism is developed by the restraint between the vertical load and the contacting edge of column; if structure is pushed to the left, the top-right end of Pyeongju contacts with Changbang and left Changbang loses the contacts with Pyeongju and therefore only right Changbang can resist to lateral load.

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다양한 매체형 분쇄기를 이용한 건식 분쇄공정에서 장비의 표준화를 위한 분쇄실험의 비교 연구 (Comparative Study for the Standardization of Grinding Equipment During Dry Grinding Process by Various Grinding Mills)

  • 보르암갈란;사꾸라기시오리;이재현;최희규
    • 한국재료학회지
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    • 제25권6호
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    • pp.305-316
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    • 2015
  • The study of grinding behavior characteristics on the metal powders has recently gained scientific interest due to their useful applications to enhance advanced nano materials and components. This could significantly improve the property of new mechatronics integrated materials and components. So, a new evaluation method for standardizing grinding equipment and a comparative study for the grinding experiment during the grinding process with various grinding mills were investigated. The series of grinding experiments were carried out by a traditional ball mill, stirred ball mill, and planetary ball mill with various experimental conditions. The relationship between the standardization of equipment and experimental results showed very significant conclusions. Furthermore, the comparative study on the grinding experiment, which investigated changes in particle size, particle morphology, and crystal structure of materials with changes in experimental conditions for grinding equipment, found that the value of particle size distribution is related to the various experimental conditions as a revolution speed of grinding mill and media size.