• Title/Summary/Keyword: category pattern

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Imaging Features of Soft-Tissue Calcifications and Related Diseases: A Systematic Approach

  • Hwang, Zhen-An;Suh, Kyung Jin;Chen, Dillon;Chan, Wing P.;Wu, Jim S.
    • Korean Journal of Radiology
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    • v.19 no.6
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    • pp.1147-1160
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    • 2018
  • Soft-tissue calcification refers to a broad category of lesions. Calcifications are frequently identified by radiologists in daily practice. Using a simple algorithm based on the distribution pattern of the lesions and detailed clinical information, these calcified lesions can be systematically evaluated. The distribution pattern of the calcific deposits enables initial division into calcinosis circumscripta and calcinosis universalis. Using laboratory test results (serum calcium and phosphate levels) and clinical history, calcinosis circumscripta can be further categorized into four subtypes: dystrophic, iatrogenic, metastatic, and idiopathic calcification. This pictorial essay presents a systematic approach to the imaging features of soft-tissue calcifications and related diseases.

Comparing Accuracy of Imputation Methods for Categorical Incomplete Data (범주형 자료의 결측치 추정방법 성능 비교)

  • 신형원;손소영
    • The Korean Journal of Applied Statistics
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    • v.15 no.1
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    • pp.33-43
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    • 2002
  • Various kinds of estimation methods have been developed for imputation of categorical missing data. They include category method, logistic regression, and association rule. In this study, we propose two fusions algorithms based on both neural network and voting scheme that combine the results of individual imputation methods. A Mont-Carlo simulation is used to compare the performance of these methods. Five factors used to simulate the missing data pattern are (1) input-output function, (2) data size, (3) noise of input-output function (4) proportion of missing data, and (5) pattern of missing data. Experimental study results indicate the following: when the data size is small and missing data proportion is large, modal category method, association rule, and neural network based fusion have better performances than the other methods. However, when the data size is small and correlation between input and missing output is strong, logistic regression and neural network barred fusion algorithm appear better than the others. When data size is large with low missing data proportion, a large noise, and strong correlation between input and missing output, neural networks based fusion algorithm turns out to be the best choice.

A Study on Area Detection Using Transfer-Learning Technique (Transfer-Learning 기법을 이용한 영역검출 기법에 관한 연구)

  • Shin, Kwang-seong;Shin, Seong-yoon
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2018.10a
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    • pp.178-179
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    • 2018
  • Recently, methods of using machine learning in artificial intelligence such as autonomous navigation and speech recognition have been actively studied. Classical image processing methods such as classical boundary detection and pattern recognition have many limitations in order to recognize a specific object or area in a digital image. However, when a machine learning method such as deep-learning is used, Can be obtained. However, basically, a large amount of learning data must be secured for machine learning such as deep-learning. Therefore, it is difficult to apply the machine learning for area classification when the amount of data is very small, such as aerial photographs for environmental analysis. In this study, we apply a transfer-learning technique that can be used when the dataset size of the input image is small and the shape of the input image is not included in the category of the training dataset.

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On-Line Mining using Association Rules and Sequential Patterns in Electronic Commerce (전자상거래에서 연관규칙과 순차패턴을 이용한 온라인 마이닝)

  • 김성학
    • Journal of the Korea Computer Industry Society
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    • v.2 no.7
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    • pp.945-952
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    • 2001
  • In consequence of expansion of internet users, electronic commerce is becoming a new prototype for marketing and sales, arid most of electronic commerce sites or internet shopping malls provide a rich source of information and convenient user interfaces about the organizations customers to maintain their patrons. One of the convenient interfaces for users is service to recommend products. To do this, they must exploit methods to extract and analysis specific patterns from purchasing information, behavior and market basket about customers. The methods are association rules and sequential patterns, which are widely used to extract correlation among products, and in most of on-line electronic commerce sites are executed with users information and purchased history by category-oriented. But these can't represent the diverse correlation among products and also hardly reflect users' buying patterns precisely, since the results are simple set of relations for single purchased pattern. In this paper, we propose an efficient mining technique, which allows for multiple purchased patterns that are category-independent and have relationship among items in the linked structure of single pattern items.

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A kinematic analysis of the attacking-arm-kuzushi motion as to pattern of morote-seoinage in judo (유도 양팔업어치기 패턴에 따른 공격팔 기울이기 동작의 운동학적 분석)

  • Kim, Eui-Hwan;Yoon, Hyeon
    • Korean Journal of Applied Biomechanics
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    • v.13 no.1
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    • pp.73-94
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    • 2003
  • The purpose of this investigation was to analyze A kinematic analysis of the Kuzushi-arm motion when performing Morote-Seoinage in judo who was 5 females university representative judokas of light weight category in judo, and filmed on video cameras(60field/s). The data of this study digitizied by KWON3D 2.1 program computed the average and standard deviation calculated individual 5 trials with Programing Lab view 6i. From the data analysis & discussion, the following conclusions were drawn : 1) distance variable of attacking hand arm in kuzushi motion Left right(X direction) displacement variable was all of A, B, C pattern with moving left to right and leaning. Strip of displacement variable was ordo. to C(55.6cm), A(53.3cm), B(43.9cm) pattern, C pattern largely leaned to left Front Rear(Y direction) displacement variable was different A($131.3cm{\pm}3.1cm$), B($128.7{\pm}4.0cm$) and C(111.0cm) on ready position, 3 pattern leaned to rear direction. Strip of displacement was order to B(43.4cm), A(41.1cm) and C pattern(28.3cm). Up down(Z direction) displacement variable was all of A, B, C pattern leaned to up in the Kuzushi-phase and leaned to down in the Kake-phase. Strip of displacement was order to A(83.9cm), B(80.4cm), C pattern(71.9cm). 2) Shoulder joint angle variable Flexion and extension Ready position' angle was A($138.3{\pm}4.9^{\circ}$), B($142.9{\pm}3.7^{\circ}$) and C($164.5^{\circ}$) pattern, strip of flexion extension was order to C($80.9^{\circ}$), A($79.9^{\circ}$) and B($39.0^{\circ}$) pattern, greatly C pattern had largely angle change. Adduction and abduction : B and C pattern's angle change were adduction and abduction in the Kuzushi-phase after adduction in the Kake phase, A pattern's angle change was abduction in the Kuzushi-phase after adduction in the Kake phase. internal and external rotation : 3 pattern were internal rotation in the Tsukuri phase and external rotation in the Kake phase. After B and C pattern were external rotation and A pattern was internal rotation. 3) Elbow joint angle variable Flexion and extension 3 pattern's ready position angle were A($142.0{\pm}4.4^{\circ}$), B($123.5{\pm}5.5^{\circ}$) and C($105.5^{\circ}$) and flexion. Strip of flexion extension were order to A($57.9^{\circ}$), C($34.6^{\circ}$) and B($25.2^{\circ}$) pattern.

A Study on Clustering Algorithm Using Design Pattern Structure (디자인 패턴 구조를 이용한 클러스터링에 관한 연구)

  • 한정수;김귀정
    • The Journal of the Korea Contents Association
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    • v.2 no.1
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    • pp.68-76
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    • 2002
  • Clustering is representative method of components classification. But, previous clustering method that use cohesion and coupling can not be effective, because design pattern has consisted by relation between classes. In this paper, we classified design patterns with special quality of pattern structure. Classification by clustering had expressed higher correctness degree than classification by facet. Therefore, can do that it is effective that classify design patterns using clustering algorithms that is automatic classification method. When we are searching design patterns, classification of design patterns can compare and analyze similar patterns because similar patterns is saved to same category. Also we can manage repository efficiently because of using and storing link information of patterns.

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Preference and Consumption Pattern of Horticultural Species in the Offshore Homestead Forest of Bangladesh

  • Masum, Kazi Mohammad;Mamun, Abdullah Al;Mamun-Or-Rashid, Mohammad;Abdullah-Al-Mamun, M. M.;Islam, Mohammad Nabidul
    • Journal of Forest and Environmental Science
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    • v.28 no.2
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    • pp.75-83
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    • 2012
  • An explanatory survey was conducted to assess preference and consumption pattern of horticultural species, their sources, location-wise planting preferences and diversity of these species in the rural homestead forest of the offshore island of Bangladesh. Assessment was done through multistage random sampling. Based on homestead size respondents were categorized into small (<0.05 ha), medium (0.05-0.25 ha) and large (>0.25 ha) and twenty from each category were selected randomly for the study. The study revealed that most of the farmer (75.5%) preferred to plant fruit tree species for future plantation followed by timber species (62.2%). But fruit-bearing plants were being gradually replaced by some exotic timber species such as Swietenia mahagoni, Acacia auriculiformis, Tectona grandis, Eucalyptus spp., etc. Diversity and abundance of fruit species was found higher in almost all homestead. A total of 41 horticultural species were identified and seven horticultural species among them were recognized as the most preferred ones in the study area. Consumption pattern was chiefly to meet the nutritional demand and to gain a quick monetary benefit. Average annual income from horticultural species was 7,183.33 Taka (US$102).

A study on the Jeokseokji-uyeoryang-tang(赤石脂禹餘糧湯) texts of the So-eumin Interior Disease Pattern in Dong-uisusebowon (1) ("동의수세보원(東醫壽世保元)" "소음인위수한리한병론(少陰人胃受寒裏寒病論)"의 적석지우여량탕(赤石脂禹餘糧湯) 조문(條文)에 대한 고찰(考察) (1))

  • Park, Su-Hyun;Jeong, Chang-Hyun;Baik, You-Sang;Jang, Woo-Chang
    • Journal of Korean Medical classics
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    • v.23 no.6
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    • pp.51-72
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    • 2010
  • The Jeokseokji-uyeoryang-tang(赤石脂禹餘糧湯) text of "Sang-hanron(傷寒論)" is adopted in the chapter of So-eumin Interior Disease Pattern in "Dong-uisusebowon(東醫壽世保元)". In this study, I have attempted to analyze the Jeokseokji-uyeoryang-tang(赤石脂禹餘糧湯) texts for the purpose of understanding the So-eumin Interior Disease Pattern thoroughly. In specific, Ijema(李濟馬) stated that the Simhabigyeong(心下痞硬) symptom of the Jeokseokji-uyeoryang-tang(赤石脂禹餘糧湯) text is identical to the symptoms of other conditions that apply Sasimtang(瀉心湯). Which means that the disease pattern of Jeokseokji-uyeoryang-tang(赤石脂禹餘糧湯) is a intensified condition of that of Sasimtang(瀉心湯). Next, unlike Jang Jung-gyeong(張仲景) and other annotators of "Sang-hanron(傷寒論)", Ijema(李濟馬) did not perceive Ijungtang(理中湯) to manage the central cho(中焦). Instead, he perceived it appropriate for Tae-eumbyeong(太陰病_disease of Tae-eum), bringing the meaning of Jeokseokji-uyeoryang-tang(赤石脂禹餘糧湯) into the category of Sameumbyeong(三陰病_disease of the three eum). With this, he made it possible to compare and analyze the texts based on the Sameum/Samyang(三陰三陽) theory. Lastly, Ijema(李濟馬) perceived the symptoms of Jeokseokji-uyeoryang-tang(赤石脂禹餘糧湯) as So-eum pattern, and categorized it into Tae-eum pattern. Following this, a comprehensive review of Ijema(李濟馬)'s unique understanding of the Jeokseokji-uyeoryang-tang(赤石脂禹餘糧湯) text and its implications were discussed. This part is not included in this article, however, and will be exclusively dealt with in a subsequent article.

A Query Expansion Technique using Query Patterns in QA systems (QA 시스템에서 질의 패턴을 이용한 질의 확장 기법)

  • Kim, Hea-Jung;Bu, Ki-Dong
    • Journal of Korea Society of Industrial Information Systems
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    • v.12 no.1
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    • pp.1-8
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    • 2007
  • When confronted with a query, question answering systems endeavor to extract the most exact answers possible by determining the answer type that fits with the key terms used in the query. However, the efficacy of such systems is limited by the fact that the terms used in a query may be in a syntactic form different to that of the same words in a document. In this paper, we present an efficient semantic query expansion methodology based on query patterns in a question category concept list comprised of terms that are semantically close to terms used in a query. The proposed system first constructs a concept list for each question type and then builds the concept list for each question category using a learning algorithm. The results of the present experiments suggest the promise of the proposed method.

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The Role of H Tone of an AP in Korean: The Relation Between Prosody and Morphology

  • Kang, Hyun-Sook
    • Speech Sciences
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    • v.15 no.1
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    • pp.7-23
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    • 2008
  • This paper investigates tonal patterns of the prosodic constituents of an AP and a PWD in Korean and their relation with the morphological/syntactic structure. Specifically, this paper asks the following questions: First, if there are more than one PWD in an AP, how is each PWD specified in terms of tones? Secondly, in case that there is only one PWD in an AP that consists of several morphemes, is there any preference of the association between tones and the morphemes that constitute that PWD? Thirdly, if an AP dominates a PWD and if a PWD contains at least one morpheme of the lexical category, it follows that an AP should contain at least one morpheme of the lexical category. Can this be verified with the experimental data? In order to answer these questions, Experiment I and II were conducted with the target material consisting of a stem and suffixes that varied in length. The results of this preliminary test show that as the number of syllables in the target material increases, the more number of an AP tonal pattern occurs in it and as a result, in some cases, an AP consisting of suffixes only may occur.

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