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Conformer with lexicon transducer for Korean end-to-end speech recognition (Lexicon transducer를 적용한 conformer 기반 한국어 end-to-end 음성인식)

  • Son, Hyunsoo;Park, Hosung;Kim, Gyujin;Cho, Eunsoo;Kim, Ji-Hwan
    • The Journal of the Acoustical Society of Korea
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    • v.40 no.5
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    • pp.530-536
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    • 2021
  • Recently, due to the development of deep learning, end-to-end speech recognition, which directly maps graphemes to speech signals, shows good performance. Especially, among the end-to-end models, conformer shows the best performance. However end-to-end models only focuses on the probability of which grapheme will appear at the time. The decoding process uses a greedy search or beam search. This decoding method is easily affected by the final probability output by the model. In addition, the end-to-end models cannot use external pronunciation and language information due to structual problem. Therefore, in this paper conformer with lexicon transducer is proposed. We compare phoneme-based model with lexicon transducer and grapheme-based model with beam search. Test set is consist of words that do not appear in training data. The grapheme-based conformer with beam search shows 3.8 % of CER. The phoneme-based conformer with lexicon transducer shows 3.4 % of CER.

Design and Implementation of Communication Mechanism between External Educational Contents and LAMS (LAMS와 외부 교육용 콘텐츠간의 통신 메커니즘의 설계 및 구현)

  • Park, Chan;Jung, Seok-In;Han, Cheol-Dong;Seong, Dong-Ook;Yoo, Jae-Soo;Yoo, Kwan-Hee
    • The Journal of the Korea Contents Association
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    • v.9 no.3
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    • pp.361-371
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    • 2009
  • LAMS(learning activity management system)[1] is one of the useful tools for designing and managing effectively the learning activities such as web search, chat, forum, grouping, and board. Even if LAMS has been upgraded to support the methods for making e-Learning contents conveniently, it does not have a method to communicate with external educational contents (EEC) made by external tools like Flash, Java, Visual C++, and so on. LAMS, which has been operated on Web environment, should manage all EECs like video and dynamic educational contents as educational contents in LAMS database. However, the current LAMS does not support the functionalities which can provide information of EECs to LAMS database and can also access any information about EECs from the database yet. In this paper, we propose the communication mechanism between the LAMS and EECs for solving the problem. In special, the mechanism makes many statistical data by using the information, and provides them for reflecting in education, and can control various learning management that was impossible under the original LAMS. Based on the proposed mechanism, teachers using LAMS can make more various educational contents and can manage them in the system.

A Literature Study on Treatment of Infantile Anorexia Based on Chinese Medical Journals (소아 거식증 (Infantile Anorexia)의 한의학(韓醫學)적 치료에 관한 고찰 - 중의학(中醫學) 저널을 중심으로 -)

  • Kim, Hee Yeon;Seong, Woo Yong;Kim, Ki Bong
    • The Journal of Pediatrics of Korean Medicine
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    • v.27 no.4
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    • pp.87-98
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    • 2013
  • Objectives The purpose of this study is to find a literature study of infantile anorexia clinical cases with Traditional Chinese Medicine (TCM) to utilize with Korean medicine treatment methods. Methods 5 TCM journals with the highest impact factors were searched and selected among the journals listed in www.cnki.net. The search keywords were, "Children's Anorexia", "Infantile Apositia", "Infantile Anorexia", "Anorexia Nervosa", and "child of anorexia". he search was limited to the publication date from 2000 to 2012. Results Total 20 studies were selected: Acupuncture (5), Herbal medicine (9), Complex Treatment (3), External Application (2) and Moxibustion (1). Among the Acupuncture related studies, 1 study tested the effect of Sifeng (EX-UE10, 四縫), 3 studies tested the effect of Sifeng (EX-UE10, 四縫) and other acupoints treatment together, and 1 study tested the effect of combination of other acupoints. In all these studies, the study groups showed better therapeutic effects compared to the control groups. The Herbal medicine related studies showed the improvement in appetite and weight as a result of Herbal Medicines treatment. Among the Complex Treatment related studies, 2 studies tested the effect of Acupuncture and Chiropractic co-treatment, 1 study tested the effect of Moxibustion and Herbal medicine co-treatment. In all these studies, symptoms of Infantile anorexia showed significantly improved. Other papers related to External Application and Moxibustion treatment were reported improving in appetite and had other the clinical effects as well. Conclusions Clinical studies testing the effect of TCM for the treatment of Infantile Anorexia have been conducted in small scales, and all the studies showed a certain level of symptom improvement of the patients in the study groups. These results implicate that the methods in Korean medicine can be highly potential treatment options for the treatment of Infantile Anorexia. Accurate and well-controlled studies in large scale would be required to prove the effect of Korean medicine for the treatment of patients with Infantile Anorexia.

A Study on the Health Information Management Practice Program Model for EMR Certification System Education -Focus on Patient Information Management- (EMR 인증제 교육을 위한 보건의료정보관리 실습 프로그램 모델 연구 -환자정보관리 중심-)

  • Choi, Joon-Young
    • Journal of the Health Care and Life Science
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    • v.9 no.1
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    • pp.1-9
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    • 2021
  • In this study, a model in which certification standards were added to the health information management practice program was studied and presented in order to understand the EMR certification standards implemented by the Korea Health and Medical Information Service. In the practice program, the certification standard function for patient information management was added to the health information management education system to practice and understand patient information management that corresponds to the functional standard of the EMR certification system. The EMR certification standard practice program for patient information management is composed of the following certification standards. registration number and personal information management, treatment reservation schedule management, personal information revision history management, identification of people with the same name, integrated management of multiple registration numbers, patient search by identification information, patient search by health care type, surgical procedure consent record and inquiry, record/inquiry of consent form for personal information use, display of life-sustaining medical decision information, registration/inquiry of external medical institution documents, registration and inquiry of external examination results. In this way, by operating and practicing the functions of the health information system according to the certification standards, it is possible to understand and practice the certification standards and details of patient information management in the functional area of the certification standards. In addition, since the function of the EMR certification standard can be checked, it will be possible to improve the management ability of the electronic medical record system of the health information manager in the medical institution.

A Study on Scale of Participation Motive for Leisure Sports (여가 스포츠 참여동기 척도 분석에 관한 연구)

  • Kim, Ji-Young;Kim, Seung-Hyeon
    • 한국체육학회지인문사회과학편
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    • v.54 no.3
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    • pp.439-452
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    • 2015
  • The purpose of this study is to encourage continuous participation in sports and to provide basic data for the promotion of participation in leisure sports. To achieve the purpose, this study conducted factor scaling analysis on participation motives for leisure sports and subdivided them to analyze psychological reactions of participants. As for study methods, this study collected master and doctor's degree theses and academic journals on motives for sports participation that were conducted from 1997 to 2012 from Korean major search engines. On the search engines, a keyword 'motive' was searched first and then studies on participation motive for leisure sports were collected. Key words that appeared when searching 'motive' were combined with other key words and word spacing between them were checked before conducting a literature analysis. The study results showed that participation motives for leisure sports were divided into a participation motive, an internal motive, an external motive, a leisure motive and other motives. It was identified that there were 23 factors for the participation motive, 17 factors each for the internal motive and the external motive, 8 factors for the leisure motive and 57 factors for other motives. It was found out that 76 factors were used to study a participation motive for leisure sports, excluding the factors that have similar or overlapping meaning based on each factor.

Literature Review on Alternative Traditional Treatment of Spasmodic Torticollis - focusing on Chinese Traditional Medicine's Journals - (연축성 사경 치료에 관한 문헌적 고찰 - 중국 논문 중심으로 -)

  • Lee, Won Chul;Sun, Seung Ho
    • Journal of Physiology & Pathology in Korean Medicine
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    • v.27 no.1
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    • pp.34-42
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    • 2013
  • Our study is to review Chinese traditional medicine's journals about the diagnosis and treatment of spasmodic torticollis such as category, syndrome differentiation, acupoints of treatment, and herbal medicine. The journal search was performed using the search engine of China Academic Journal (CAJ) and China Doctor/Master's Dissertation (CDMD) in China National Knowledge Infrastructure (CNKI) from January 1982 to October 2012. Searching key words were the diverse combination of "spasmodic torticollis", "cervical dystonia", "Chinese traditonal medicine", "herbal medicine", "acupuncture", and "syndrome differentiation". The inclusion criteria was all kinds of journals including Chinese traditional medicine approach except for experiment study. The category, syndrome differentiation, acupoints of treatment, and herbal medicine from finally selected journals were extracted and summarized. The fourty-seven Chinese journals were selected finally. The category was divided into wind syndrome, trembling syndrome, convulsive syndrome, and convulsions. The syndrome differentiation was classified as internal stirring of liver wind, yin-blood depletion, invasion of external contraction, uncontrol of governor vessel, internal obstruction of phlegm turbidity, dual deficiency of qi and blood, and blood stasis due to qi stagnation. The combination of acupoints to unblock the meridian and dissipate binds and to tonify governor vessel and repel tremor was mainly used in acupuncture treatment. Galgun-tang or galgun-tanggami was primarily used and the others were the prescriptions to tonify liver and kidney, to calm convulsion, and to dispeling wind-phlegm. We suggests that spasmodic torticollis could be treated using Korean medicine's approach in Korea.

Analysis of cable structures through energy minimization

  • Toklu, Yusuf Cengiz;Bekdas, Gebrail;Temur, Rasim
    • Structural Engineering and Mechanics
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    • v.62 no.6
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    • pp.749-758
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    • 2017
  • In structural mechanics, traditional analyses methods usually employ matrix operations for obtaining displacement and internal forces of the structure under the external effects, such as distributed loads, earthquake or wind excitations, and temperature changing inter alia. These matrices are derived from the well-known principle of mechanics called minimum potential energy. According to this principle, a system can be in the equilibrium state only in case when the total potential energy of system is minimum. A close examination of the expression of the well-known equilibrium condition for linear problems, $P=K{\Delta}$, where P is the load vector, K is the stiffness matrix and ${\Delta}$ is the displacement vector, it is seen that, basically this principle searches the displacement set (or deformed shape) for a system that minimizes the total potential energy of it. Instead of using mathematical operations used in the conventional methods, with a different formulation, meta-heuristic algorithms can also be used for solving this minimization problem by defining total potential energy as objective function and displacements as design variables. Based on this idea the technique called Total Potential Optimization using Meta-heuristic Algorithms (TPO/MA) is proposed. The method has been successfully applied for linear and non-linear analyses of trusses and truss-like structures, and the results have shown that the approach is much more successful than conventional methods, especially for analyses of non-linear systems. In this study, the application of TPO/MA, with Harmony Search as the selected meta-heuristic algorithm, to cables net system is presented. The results have shown that the method is robust, powerful and accurate.

Developing Facets for Fiction Retrieval Based on User-generated Book Tags (이용자 생성 도서정보 태그에 기반한 소설 검색의 패싯 유형 개발)

  • Shim, Jiyoung
    • Journal of the Korean Society for information Management
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    • v.37 no.2
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    • pp.225-249
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    • 2020
  • The purpose of this study is to identify and systematize various facet elements required by users in fiction search situations from book tags to improve the fiction search environment. Based on the Ranganathan's PMEST formula, the basic facet system of the fiction was defined as 1) the personality that forms the fiction material, 2) the content and external characteristics that compose the fiction, 3) the reader interaction with books, 4) spatial information related to fiction and reading activities, and 5) time information related to fiction and reading activities. Out of approximately 310,000 tags assigned to 7,174 fiction, 3,730 core tags were selected and content-analyzed. As a result, various attributes were systematized around the top 25 categories of the fiction facets. The results of this study can be applied to facet navigation of OPAC and fiction DB in the future.

A Study on the Consumer's Purchasing Motives toward Casual Hanbok - in the areas of Pusan - (생활한복의 구매동기에 관한 연구 -부산지역을 중심으로-)

  • 최은경
    • Journal of the Korean Society of Costume
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    • v.45
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    • pp.71-84
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    • 1999
  • This study was to identify the dimensions of consumer's purchasing motives and purchasing delay reasons toward casual hanbok. Other objective was to examine relationship between these variables and future purchasing intention. Th 22 purchasing motive questions and 19 purchasing delay reasons were selected through the result of self-questionnaire analysis. 302 purchaser and 297 consumers who delay for particular reasons in Pusan responsed to the second questionnaire of purchasing motives and purchasing delay reasons toward casual Hanbok. The results as follows: 1. For factor analysis 22 purchasing motive questions were subjected to the principle component analysis with orthogonal rotation after extraction of 6 major factors. Six dimensions are consciousness of nation goodness of design conformity with fashion charming apperance relaxation fo body and mind nation goodness of design conformity with fashion charming appearance relaxation of body and mind and pursuit of individuality. These factors explained 62.0% of total variables. 2. Consumer's purchasing motives such as consciousness of nation goodness of design charming appearance and relaxation of body and mind has predicting power to the re-purchasing intention of casual hanbok 3. For factor analysis 19 delay reason question were subjected to the principle component analysis with orthogonal rotation after extraction of 5 major factors. Five dimensions are non-fitness for occasion and body shape unsatisfaction with design unsatisfaction with price need of information search for better product and preference for traditional hangok. These factors explained 60.4% of total variables. 4. Delay reasons of unsatisfaction with design and price were positively related to the future purchasing intention. This delay reason is caused by forces external to the consumer and the consumer has engaged in information search. This result explained this type of consumer has the strong future purchasing intention.

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Understanding Topical Relevance of Multimedia based on EEG Techniques (뇌파측정기술(EEG)에 기초한 멀티미디어 자료의 주제 적합성에 관한 연구)

  • Kim, Hyun-Hee;Kim, Yong-Ho
    • Journal of the Korean Society for Library and Information Science
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    • v.50 no.3
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    • pp.361-381
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    • 2016
  • This study proposed two topical relevance models, simple and complex models, using EEG/ERP techniques. In the simple model regarding simple search tasks, N300 and P3b components are used. The N300 is specific to the semantic processing of pictures and the P3b reflects mechanisms involved in the decision about whether an external stimulus matches or does not match an internal representation of a specific category. In the complex model regarding complex search tasks, on the other hand, N400 and P600 components are used. The N400 reflects activation of an amodel system that integrates both image-based and conceptual representations into a context, whereas the P600 is related to complex cognitive processes. Our research results can be used as a source to design an EEG-based interactive multimedia system.