• 제목/요약/키워드: classification tests

검색결과 446건 처리시간 0.029초

Statistical Methods for Comparing Predictive Values in Medical Diagnosis

  • Chanrim Park;Seo Young Park;Hwa Jung Kim;Hee Jung Shin
    • Korean Journal of Radiology
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    • 제25권7호
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    • pp.656-661
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    • 2024
  • Evaluating the performance of a binary diagnostic test, including artificial intelligence classification algorithms, involves measuring sensitivity, specificity, positive predictive value, and negative predictive value. Particularly when comparing the performance of two diagnostic tests applied on the same set of patients, these metrics are crucial for identifying the more accurate test. However, comparing predictive values presents statistical challenges because their denominators depend on the test outcomes, unlike the comparison of sensitivities and specificities. This paper reviews existing methods for comparing predictive values and proposes using the permutation test. The permutation test is an intuitive, non-parametric method suitable for datasets with small sample sizes. We demonstrate each method using a dataset from MRI and combined modality of mammography and ultrasound in diagnosing breast cancer.

Distribution of Korean Syllables by Characters

  • Lee, Soon-Hyang
    • 음성과학
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    • 제9권1호
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    • pp.185-192
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    • 2002
  • This study classifies Korean syllables into various types and investigates the distribution of syllables by each type. Korean syllables are classified into four or eight types. In this study, they are classified into thirty-two types based on character combination in order to evaluate the intelligibility of Korean synthetic syllables. Among those Korean syllables derived from the possible combinations of Korean characters, only currently used syllables were selected. Based on this classification and distribution, representative and diagnosable testing materials can be made. These testing materials can be applicable to intelligibility tests of Korean synthetic syllables.

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GENERALIZED MINIMUM $x^2$ TEST FOR THE EXTREME VALUES

  • Lee, Chun-Jin
    • Journal of applied mathematics & informatics
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    • 제1권1호
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    • pp.43-48
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    • 1994
  • There are some difficulties in applying the Pearson's Chi-Square Test for the continuous distribution. The problems include how to form class intervals for the test of fit how to employ in the test when the estimators of parameters are obtained from the ungrouped sample so on. In order to solve these problems we use the generalized minimum Chi-Square technique which is a test free of the complications associated with the Peason's Chi-Square test. This paper show how to apply the goodness of fit tests based on generalized minimum Chi-Square technique to the extreme values.

사운드 분류기를 이용한 영상검색에 관한 연구 (A Study on Image Retrieval Using Sound Classifier)

  • 김승한;이명순;노승용
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2006년 학술대회 논문집 정보 및 제어부문
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    • pp.419-421
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    • 2006
  • The importance of automatic discrimination image data has evolved as a research topic over recent years. We have used forward neural network as a classifier using sound data features within image data, our initial tests have shown encouraging results that indicate the viability of our approach.

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High Resolution Analysis for Defective Pixels Detection using a Low Resolution Camera

  • Gibour, Veronique;Leroux, Thierry;Bloyet, Daniel
    • 한국정보디스플레이학회:학술대회논문집
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    • 한국정보디스플레이학회 2002년도 International Meeting on Information Display
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    • pp.856-859
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    • 2002
  • A system for high-resolution analysis of defective elementary cell (R, G or B) on Flat Panel Display (FPD) is described. Based on multiple acquisitions of low-resolution shifted images of the display, our system doesn't require a high-resolution sensor neither tedious alignment of the display, and will remain up to date even facing an important increase of the display dimensions. Our process, highly automated and thus flexible and robust, is expected to perform a full analysis in less than 60s. It is mainly intended for production tests and display classification by manufacturers.

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Cyber Museum User Interface의 구성과 구조에 관한 고찰 (A Study on analysis of architecture and user interface at cyber museum)

  • 구세연;임채진
    • 한국실내디자인학회:학술대회논문집
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    • 한국실내디자인학회 2001년도 춘계학술발표대회 논문집
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    • pp.121-127
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    • 2001
  • An unified measure of user interface efficiency and aesthetics for cyber museum is proposed. First, general structure of cyber museum is discussed and hierarchical analyses are done for sample sites. Usability tests based on the hierarchical analyses yield statistics of user access frequency and persistency for each page, on which access probability is deduced. Second, visual occupancy, a measure of efficiency of user interface element based on access probability is defined. The hierarchical statistics of visual occupancy can be an index for characterization and classification of cyber museums. Examples are provided.

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최신 APT 해킹공격에 대한 방어 (Defending Against Today's Advanced Persistent Threats)

  • 조나단 마펑;이훈재
    • 한국정보처리학회:학술대회논문집
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    • 한국정보처리학회 2012년도 추계학술발표대회
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    • pp.954-957
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    • 2012
  • Recent high profile attacks have brought the attention of governments, corporations, and the general public towards the dangers posed by Advanced Persistent Threats. This paper provides an analysis of the attack vectors employed by these actors by studying several recent attacks. We present recommendations on how to best defend against these threats by better classification of critical information infrastructure and assets, people protection, penetration tests, access control, security monitoring, and patch management.

Classification of Acoustic Emission Signals from Fatigue Crack Propagation in 2024 and 5052 Aluminum Alloys

  • Nam, Ki-Woo;Moon, Chang-Kwon
    • International Journal of Ocean Engineering and Technology Speciallssue:Selected Papers
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    • 제4권1호
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    • pp.51-55
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    • 2001
  • The characteristics of elastic waves emanating from crack initiation in 2024 and 5052 aluminum alloys subject to static and fatigue loading are investigated through laboratory experiments. The objective of the study is to determine difference in the properties of the signals generated from static and fatigue tests and also to examine if the sources of the waves could be identified from the temporal and spectral characteristics of the acoustic emission (AE) waveforms. The signals are recoded using non-resonant, flat, broadband transducers attached to the surface of the alloy specimens. The time dependence and power spectra of the signals recorded during the tests were examined and classified according to their special features. Three distinct types of signals were observed. The waveforms and their power spectra were found to be dependent on the material and the type of fracture associated with the signals. Analysis of the waveforms indicated that some signals could be attributed to plastic deformation associated with static tests. The potential application of the approach in health monitoring of aging aircraft structures using a network of surface mounted broadband sensors is discussed.

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Stabilization of Meles Delta soils using cement and lime mixtures

  • Onal, Okan;Sariavci, Cagrihan
    • Geomechanics and Engineering
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    • 제19권6호
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    • pp.543-554
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    • 2019
  • İzmir Bay reserves high amount of residual alluvial deposits generated by Meles River at its stream mouth. These carried sediments with high water content and low bearing capacity are unsuitable in terms of engineering purposes. In-situ soil stabilization with deep soil mixing method is considered to improve properties of soil in this location. This method is widely used especially over Scandinavia, Japan and North America. Basically, the method covers mixing appropriate binder into the soil to improve soil profile according to the engineering needs. For this purpose, soil samples were initially provided from the site, classification tests were performed and optimum ratios of lime and cement binders were determined. Following, specimens representing the in-situ soil conditions were prepared and cured to be able to determine their engineering properties. Unconfined compression tests and vane shear tests were applied to evaluate the stabilization performance of binders on samples with different curing periods. Scanning electron microscope was used to observe time-dependent bonding progress of binders in order to validate the results. Utilization of 4% lime and 4% cement mixture for the long-term performance and 8% lime and 8% cement mixture for short term performance were suggested for the stabilization of Meles Delta soils. Development of CSH and CAH in a gel form as well as CSH crystals were clearly observed on SEM images of treated specimens.

풍동시험을 활용한 10 MW급 부유식 해상풍력터빈 운송 및 설치 시 풍하중 예측 (Wind load estimation of a 10 MW floating offshore wind turbine during transportation and installation by wind tunnel tests)

  • 심인환
    • 풍력에너지저널
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    • 제15권1호
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    • pp.11-20
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    • 2024
  • As the generation capacity of floating offshore wind turbines increases, the wind load applied to each turbine increases. Due to such a high wind load, the capacity of transport equipment (such as tugboats or cranes) required in the transportation and installation phases must be much larger than that of previous small-capacity wind power generation systems. However, for such an important wind load prediction method, the simple formula proposed by the classification society is generally used, and prediction through wind tunnel tests or Computational Fluid Dynamics (CFD) is rarely used, especially for a concept or initial design stages. In this study, the wind load of a 10 MW class floating offshore wind turbine was predicted by a simplified formula and compared with results of wind tunnel tests. In addition, the wind load coefficients at each stage of fabrication, transportation, and installation are presented so that it can be used during a concept or initial design stages for similar floating offshore wind turbines.