• Title/Summary/Keyword: latest methods

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Recent deep learning methods for tabular data

  • Yejin Hwang;Jongwoo Song
    • Communications for Statistical Applications and Methods
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    • v.30 no.2
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    • pp.215-226
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    • 2023
  • Deep learning has made great strides in the field of unstructured data such as text, images, and audio. However, in the case of tabular data analysis, machine learning algorithms such as ensemble methods are still better than deep learning. To keep up with the performance of machine learning algorithms with good predictive power, several deep learning methods for tabular data have been proposed recently. In this paper, we review the latest deep learning models for tabular data and compare the performances of these models using several datasets. In addition, we also compare the latest boosting methods to these deep learning methods and suggest the guidelines to the users, who analyze tabular datasets. In regression, machine learning methods are better than deep learning methods. But for the classification problems, deep learning methods perform better than the machine learning methods in some cases.

A study on the descriptive cataloging of serial title changes (지명변경자료의 기술목록법에 관한 연구)

  • 윤희윤
    • Journal of Korean Library and Information Science Society
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    • v.22
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    • pp.61-93
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    • 1995
  • This paper discussed which of the three basic entries of serials that changed their titles-earliest, latest, or successive entry cataloging-is the most efficient, informative, and economical in a manual and an online environment. The results of the study are as follow: 1. Earliest entry cataloging or as an alternative, successive entry cataloging advocated by Cutter in 1976 was replaced in ALA Cataloging Rules by latest entry cataloging and with AACR1 and AACR2, latest entry cataloging was replaced by successive entry cataloging again. 2. Entry method of serial cataloging should be determined in consideration of goals of catalog, efficiency of catalog retrieval, theoretical and practical standpoint of entry methods, average cataloging time and cost, the state of adaption. 3. In a card catalog environment, if the numbering and class number of the serial that title proper changed into initials itself continue and the title history must not be too complicated, the serial is desirable to entry under the latest title. Except for above case, successive entry cataloging enables serials to be more quickly and economically made available to users than with either earliest or latest entry cataloging. 4. In an automated catalog environment, successive entry cataloging has more potential of satisfying and impairs the efficiency of both accessing and processing a library's serials collection. However, when initial cataloging by MARC format is done, careful screen design and complex programming will be needed. And subfield containing the local record number should be added to the programming means to link the various records together, i.e., 780 (preceding title) and 785 (succeeding title) fields for all related titles.

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The Latest Trends of Treatment for Acne Vulgaris in PubMed (PubMed를 통해 살펴 본 최신 여드름 치료 연구 경향 최근 3년 간 북미, 유럽 논문을 중심으로)

  • Lee, Woo-Gun;Kim, Bong-Hyun;Jeon, Sun-Woo;Kim, Kyu-Seok;Nam, Hae-Jeong;Kim, Yoon-Bum
    • The Journal of Korean Medicine Ophthalmology and Otolaryngology and Dermatology
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    • v.24 no.2
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    • pp.41-56
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    • 2011
  • Objective : The purpose of this study is to study trends in Western(North America and Europe) medical treatments for the acne vulgaris. This study analyzed research on acne vulgaris in PubMed. Methods : We searched PubMed related the latest medical treatments for acne vulgaris. We analyzed 21 research papers and examined published journals, years, countries, and their methods, results, interventions, participants, periods and instruments of assessment. Results : The method of studies was mostly double-blind, randomized controlled trial. There were research papers concerning treatment with light-lazer, topical agents, and oral contraceptives. There were more positive results compared to negative results for efficacy of treatment. The median for number of participants was 364.0 persons. The median for periods was 67.8 days. Assessment for outcomes were lesion counts, adverse effects, VAS, etc. Conclusions : It is necessary to study latest trends of Western medical treatments for acne vulgaris and understand strengths and weaknesses of those. It will be helpful to more in-depth develop clinical treatments of Oriental Medicine for acne vulgaris.

Latest Information Technologies in the UK Adults Education System

  • Tverezovska, Nina;Bilyk, Ruslana;Rozman, Iryna;Semerenko, Zhanna;Orlova, Nataliya;Vytrykhovska, Oksana;Oros, Ildiko
    • International Journal of Computer Science & Network Security
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    • v.22 no.8
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    • pp.25-34
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    • 2022
  • Today, further education of adults in the UK is one of the developing areas of continuing education. The Open University with distance learning, in the process of which innovative forms and methods based on computer and telecommunication technologies are used, is particularly successful in the organization of additional education of the adult population. The advantages of distance learning, multimedia - the latest information technologies, which provide the combination of graphic images, video, sound with the help of modern computer tools, are noted. The basic principles and forms underlying the technologies and forms of work with the elderly are defined. The international experience of implementing "Universities of the Third Age" is summarized. The most widespread approach in adult education in Great Britain is informational. The use of computer technologies motivates a new paradigm in educational methods and strategies, which requires new approaches, forms of learning, and innovative ways of delivering educational materials to adult learners. Information technologies have gained great popularity in such activities as distance learning, online learning, assistance in the education management system, development of programs and virtual textbooks in various subjects, online search for information for the educational process, computer testing of students' knowledge, creation of electronic libraries, formation of a single scientific electronic environment, publication of virtual magazines and newspapers on pedagogical topics, teleconferences, expansion of international cooperation in the field of Internet education. The information technology of synchronous distance learning "online" has gained considerable popularity in the educational process today. A promising direction is the use of multimedia technologies in educational activities to create a design of a virtual computer environment by decoding audiovisual information.

The latest study tendency in mouse model of skin pruritus - Mainly on scratching behavior model (피부 소양 마우스 모델의 최근 연구 동향 -Scratching behavior model을 중심으로)

  • Kim, Keoo-Seok;Kim, Yoon-Bum
    • The Journal of Korean Medicine Ophthalmology and Otolaryngology and Dermatology
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    • v.20 no.2 s.33
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    • pp.142-150
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    • 2007
  • Objectives : This study was carried out to investigate the latest study tendency in mouse model of skin pruritus published since 2005 and to arrange various experimental methods. Methods : We examined the journal(such as Experimental dermatology and British journal of dermatology) and in Pubmed since 2005, regarded pruritus and scratching behavior model as key words. Results and Conclusion : 1. BALB/c, hairless, NC/Nga and ICR mice were the most used in scratching behavior model. According to scratching-induced agents. we need to select experimental mice. 2. There are various methods inducing skin pruritus; by cohabitation with NC/Nga mice having severe skin lesions, by injection intradermally(or subcutaneously) with agent inducing inflammation, by inducing contact dermatitis with TNCB, TNFB, destruction of skin barrier and by transgenic mice. 3. Injection intradermally(or subcutaneously) with agent inducing inflammation is the most used out of methods inducing skin pruritus. Compound 48/80, histamine, substance P and others(chloroquine, serotonin, carrageenin, TPA etc.) were included in agents inducing inflammation and pruritus in skin pruritus model. 4. Video camera, SCLABA system, MicroAct and acoustic evaluation system were included in evaluation methods of scratching behavior mouse model.

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Review of Latest Traditional Chinese Medicine Clinical Studies on Pediatric Tic Disorder with Tuina Treatment (추나 치료를 적용한 소아 틱장애에 대한 최신 중의학 임상 연구 고찰)

  • Park, Jem Ma
    • The Journal of Korean Medicine
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    • v.42 no.3
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    • pp.139-152
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    • 2021
  • Objectives: The purpose of this review is to investigate the latest traditional Chinese medicine clinical studies on pediatric tic disorder with Tuina treatment and propose the directions of future studies and clinical applications. Methods: To obtain data from CNKI, set the field by '中醫學', '中藥', '中西醫結合' and used keywords '抽动障碍', '抽動穢語綜合', '小兒抽动', '兒童抽动' and '推拿', '導引', '按摩', 'Tuina', 'massage' in cross combination way. Results: 12 clinical studies were selected. These studies were analyzed by author & year, subjects, diagnostic criterion, evaluation criterion, syndrome differentiation, treatment period, methods& results, frequent acupoints and assessment of the quality of studies. All of reports achieved effective therapeutic results on the pediatric tic disorder with Tuina treatment. Conclusion: Tuina treatment has a positive effect and are easily accepted by children who have fear and rejection to traditional Korean Medicine such as acupuncture and Herbal remedy. It is also safe and simple to operate. So the Tuina treatment is worthy to disseminate potential for further development in the treatment of pediatric tic disorders.

The effects of dual-task training on ambulatory abilities of stroke patients: Review of the latest trend

  • Lee, Gyu Chang;Choi, Won Jae
    • Physical Therapy Rehabilitation Science
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    • v.1 no.1
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    • pp.1-5
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    • 2012
  • Objective: Dual-task walking deficits impact functional daily life, which often requires walking while performing simultaneous tasks such as talking, thinking or carrying an object. This study is to find out the latest trend of dual-task training's influence on ambulatory abilities of a stroke patient. Design: Systematic review of randomized controlled trials. Methods: This literature review was conducted in Pubmed and Sciencedirect with the follwing key words:stroke, cerebro-vascular accident, hemiplegia, gait, rehabilitation, exercise. 7 studies were chosen in findings by search tool. 3 studies were case study, 3 studies were cross sectional observational study and 1 study was randomized controlled trial. Results: It was found that stroke patients have difficulties in doing 2 motor tasks simultaneously and when they do 2 tasks, one is done in a naturally preferred activity areas. Moreover, when simply applying dual-tasks, the walking speed decreased. Meanwhile, when applying them through training, the speed increased. This showed the improvement of effective task-implementation abilities after dual-task training using task-integration models. Conclusions: In the beginning of the 2000s, dual-tasks were implemented by simply combining walking and cognition or exercise task, and the results of this study suggest that subjects with stroke have difficulty performing dual task. However, the latest trend is to let patients do the dual-task training by combining it with virtual reality. Therefore, dual task training could be performed in a safe in the environment such as virtual reality or augment reality.

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Short-Term Results of a Modified Kidner Procedure Using a Suture Bridge Technique for Symptomatic Type II Accessory Navicular (증상을 동반한 제 2형 부주상골에서 교량형 봉합술을 이용한 변형 Kidner 술식의 단기 치료 결과)

  • Kim, Eungsoo;Moon, Jinseon
    • Journal of Korean Foot and Ankle Society
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    • v.20 no.2
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    • pp.73-77
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    • 2016
  • Purpose: The purpose of this study was to evaluate the clinical outcome of a modified Kidner procedure using a suture bridge technique in symptomatic type II accessory navicular. Materials and Methods: Between January 2013 and December 2014, a total of 35 cases with symptomatic type II accessory navicular were treated with a modified Kidner procedure using the suture bridge technique. The patients were evaluated preoperatively, 3 months after surgery, and at the latest follow-up (at least six months postoperatively) clinically via the American Orthopaedic Foot and Ankle Society (AOFAS) midfoot score, visual analogue scale (VAS), and the self-subjective satisfaction score. Results: The mean AOFAS midfoot score demonstrated significant improvement from a mean of 45.3 preoperatively to a mean of 89.2 at 3 months after surgery. At the latest follow-up, the mean AOFAS midfoot score was 92.6 (p<0.001). The mean VAS also improved significantly, decreasing from 6.7 out of 10 preoperatively to 1.8 at 3 months after surgery. At the latest follow-up, the VAS was 1.2 (p<0.001). The mean time of a single-limb heel raise was 4.6 months postoperatively and the self-subjective satisfaction score was 1.4 out of 4 at the latest follow-up. Conclusion: The short-term surgical results of the modified Kidner procedure with a suture bridge technique for symptomatic type II accessory navicular were good to excellent in terms of pain, functional and clinical assessments. In conclusion, the modified Kidner procedure with the suture bridge technique is a reasonable treatment option for symptomatic type II accessory navicular.

Latest analysis methods for the next generation of nano devices using multi-disciplinary in situ Nano-Surface Analytical System (표면분석 장비를 활용한 차세대 나노소자 물성분석)

  • Lee, Jouhahn
    • Vacuum Magazine
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    • v.1 no.1
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    • pp.21-26
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    • 2014
  • The new materials such as graphene and other nano scale structured materials are attracting great attention due to its expandability for the future electronic devices. In this presentation, a variety of analysis techniques will be introduced for the latest new material applications such as graphene and organic materials with number of metals. The basic properties of next generation device should be carefully analyzed without being exposed to ambient surrounding since the physical and chemical properties of new material or interface states are easily and drastically changed by ambient condition. With the combination of the fabrication process and precise analysis instruments, it is expected to set the facilities supporting the nanotechnology industry and other research groups. This system will give strong support nanotechnology and other complex science with qualified data and information on basic knowledge on the new-forthcoming materials for the future.