• Title/Summary/Keyword: Way of Improving

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Design of a Recommendation System for Improving Deep Neural Network Performance

  • Juhyoung Sung;Kiwon Kwon;Byoungchul Song
    • Journal of Internet Computing and Services
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    • v.25 no.1
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    • pp.49-56
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    • 2024
  • There have been emerging many use-cases applying recommendation systems especially in online platform. Although the performance of recommendation systems is affected by a variety of factors, selecting appropriate features is difficult since most of recommendation systems have sparse data. Conventional matrix factorization (MF) method is a basic way to handle with problems in the recommendation systems. However, the MF based scheme cannot reflect non-linearity characteristics well. As deep learning technology has been attracted widely, a deep neural network (DNN) framework based collaborative filtering (CF) was introduced to complement the non-linearity issue. However, there is still a problem related to feature embedding for use as input to the DNN. In this paper, we propose an effective method using singular value decomposition (SVD) based feature embedding for improving the DNN performance of recommendation algorithms. We evaluate the performance of recommendation systems using MovieLens dataset and show the proposed scheme outperforms the existing methods. Moreover, we analyze the performance according to the number of latent features in the proposed algorithm. We expect that the proposed scheme can be applied to the generalized recommendation systems.

Relationship-focused intervention to enhance marriage communication for multicultural couples (다문화가정 부부를 위한 관계중심 부부소통 프로그램)

  • Kim, Gum-hee;Lee, Youngsun;Ishii, Hiroko
    • Journal of Family Relations
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    • v.21 no.2
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    • pp.97-127
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    • 2016
  • Objective: This study explored benefits of a relationship-focused intervention to enhance marriage communication designed for multicultural married couples and changes that occurred in the way the program's participants communicated with one another. Method: The intervention program was implemented on six married multicultural couples (and six other couples as a control group), and their communication, conflict resolution, and adaptation before and after the intervention were examined. In addition, the researchers kept observation journals to understand the changes in the manner in which the married multicultural couples communicated with their spouse and examine their perception about participating in the program; further, we conducted post-program interviews with the participants after the completion of the program. Results: The results of this study are as follows: (1) the experiment group made more progress in improving couple communication, resolving marriage conflicts, and adapting as a married couple than the control group in a statistically significant manner in both preand post-program tests, and (2) the study confirmed through qualitative analysis that the program made positive contributions to improving the couples' abilities to have conversations and resolve conflicts, as well as their intimacy. Conclusion: Based on these results, implications for further research and practices were discussed.

A note for improving mathematical terms in Korea (수학 용어의 개선 방향에 대한 소고)

  • Her, Min
    • Communications of Mathematical Education
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    • v.27 no.4
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    • pp.391-406
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    • 2013
  • Most of mathematical terms in Korean are Sino-Korean words. It is necessary to find the efficient ways to teach Sino-Korean mathematical terms to mathematics teachers and students who dot not know Chinese characters well and use only Korean alphabet in mathematics. Especially, we have to avoid the inappropriate Sino-Korean words which can cause misconceptions and can distinguish homophones by Korean alphabet. We may use native Korean terms to do that and the national curriculum can play an important role. In this paper, we investigate the way of improving mathematics terms in Korea with concrete examples.

Improvement of the mechanical properties of titanium carbonitride-metal composites by modification of interfaces (계면 개선을 통한 타이타늄 탄/질화물 금속 복합재료의 기계적 물성 향상)

  • Kwon, Hanjung
    • Ceramist
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    • v.23 no.2
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    • pp.114-131
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    • 2020
  • Fracture in the titanium carbonitride-metal composites occurs by crack propagation through the carbonitride grains or in the interfaces. Thus, intrinsic properties of the carbonitride need to be enhanced and the interfaces should be also modified to coherent structure to strengthen the composites. Especially, interfacial structure can be the main factor to determine the mechanical properties of titanium carbonitride-metal composites because the interfaces between carbonitride grains and metallic phase are weak parts due to heterogeneous nature of carbonitride and metallic phase. In this paper, methodologies for improving the interfacial structure of titanium carbonitride-metal composites are suggested. Total area of the interfaces can be reduced using solid solution type carbonitrides as raw materials instead of a mixture of various carbonitrides in the composites. Also, synthesis of titanium carbonitride-metal composite powders and the low-temperature sintering of the composite powders for short time can be the way for formation of coherent interfaces. The sintering of the composite powders for short time at low temperature can reduce the potential of formation of interfaces by dissolution and precipitation of carbonitride in the liquid metal. As a result of formation of coherent boundaries due to low-temperature and short-time sintering, interfaces between titanium carbonitride grains and metallic phase have the favorable structure for the enhanced fracture toughness. It is believed that the low-temperature sintering of solid solution type composite powders for short time can be the way to improve the low toughness of the titanium carbonitride-metal composites.

PROLONG THE SERVICE LIFE OF SWITCH RAIL BY IMPROVED INDUCTION HEAT TREATMENT

  • Zhan, Xinwei;Wang, Shuqing
    • Proceedings of the KSR Conference
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    • 2007.11a
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    • pp.1946-1950
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    • 2007
  • Switch rail is a very important part on the railway track, which not only accounts for the safety of the passing trains but also greatly influences the speed of the train. The higher the speed and the loads of the train the more it demands on the properties of the switch rail. Research shows that the higher mechanical properties of switch rail the longer the service life. Induction heat treatment is a good way of improving the mechanical properties of metallic materials. But the switch rail's section area changes gradually across the lengthways, which is difficult for induction heating especially for the small section. And the mechanical property of small section of the switch rail is the most important for its service life. The induction heat treatment used past always brings the low hardness on small section which can cause low service life of switch for wearing, or too high hardness because of martensite microstructure which can cause the shelling or even breaking of the switch rail. To prolong the service life of switch rail by higher mechanical properties, we researched the improved induction heat treatment for switch rail by adjusting speed of heating, and adopting compressed air cooling. The results showed that switch rail obtain almost the same high hardness across the length way after the improved induction heat treatment, which is very helpful to extend the service life of switch rail.

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Use of Reading Aloud Method in a Formal College-Level English Reading Classroom

  • Jeon, Jongmin
    • English Language & Literature Teaching
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    • v.17 no.3
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    • pp.57-71
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    • 2011
  • The purpose of this study is to investigate the possibility of the use of reading aloud as a way of teaching English reading in a formal college-level English reading classroom. The study tried to examine the effects of reading aloud on the development of English reading ability in terms of comprehension and speed and the students' perceptions of the use of reading aloud in an English reading classroom. The participants of the study were 36 third year students at a college. The results of the cloze test and reading speed test showed that reading aloud had a positive effect on the improvement of English reading ability. The students received higher scores in the cloze test after the course and read a text faster than before the course. The analysis of the course evaluation questionnaire indicated that the students in the study showed positive attitudes toward the use of reading aloud in an English reading classroom. Most of the students reported that reading aloud was an effective way of improving their English reading comprehension and speed. However, the students were not fully satisfied with the reading materials used in the study. The results of the present study indicated that reading aloud may be incorporated into a formal English reading classroom effectively.

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Effects of respiratory reeducation exercise using a pressure biofeedback unit on the quality of life of persons with stroke

  • Kim, Hyun Seung
    • Physical Therapy Rehabilitation Science
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    • v.9 no.4
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    • pp.238-243
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    • 2020
  • Objective: The purpose of this study was to confirm the validity of a respiratory retraining exercise using pressure biofeedback units among individuals with stroke as an effective intervention for improving quality of life. Design: Randomized controlled trial. Methods: Thirty patients with stroke were recruited as subjects. Among them, 15 patients were randomly assigned to an experimental group performing lumbar stabilization exercise and respiratory retraining exercise, and the other 15 patients were randomly assigned to a control group conducting only lumbar stabilization exercises. Exercises were conducted 3 times a week for 6 weeks, and quality of life was evaluated in the pre-test, 3 weeks and 6 weeks periods. The respiratory retraining exercises were performed using a pressure biofeedback unit and the degree of the quality of life was measured using the Stroke- Specific Quality of Life. For data analysis on the study results, a two-way repeated ANOVA was used in order to observe for changes in the measured variables according to time for both groups. If there was a reciprocal action between the groups and the time in the effect test within the entities, a one-way repeated ANOVA was implemented and was statistically processed. Results: There was a significant difference in the main effect test between the 2 populations depending on the duration of the experiment (6 weeks) (p<0.05). Conclusions: The above results showed that respiratory retraining exercises may provide positive effects in the treatment of stroke as the quality of life showed significant differences according to the duration of treatment.

A Study on the Blood-Letting Therapy of SoMoon (『소문(素問)』의 자혈요법(刺血療法)에 대한 연구(硏究))

  • Kang, Hee-Cheol;Lee, Jeong-Tae;Kim, Yong-Jin
    • Journal of Korean Medical classics
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    • v.26 no.4
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    • pp.325-339
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    • 2013
  • Objective : The Blood-Letting Therapy which gives an acupuncture and lets blood on the surface of body by using various needles is quite effective in chronic disease. SoMoon lays the theoretical foundation of Korean Medicine. This article could help improve the understanding of the blood-letting therapy in SoMoon and also paves the way for applying the therapy to treatment of the various diseases. Method : This study selected the texts correlated to indications of blood-letting, after collecting the sentences from SoMoon with the search words 'blood', 'stagnated blood' and so on. Conclusion : This study on the Blood-Letting Therapy includes the way and location to give an acupuncture, the general rules of prescription, needles, amount of blood-letting, running mechanism and attentions. The purpose of Blood Letting Therapy is to treat and cure the disease through Improve vital energy and Expel harmful energy by improving meridian function and harmonizing Um-Yang and Ki-Blood.

Reconstruction of Lower Extremities using Anterolateral thigh Perforator Free Flaps (전외측 대퇴부 천공지 유리피판을 이용한 하지 재건)

  • Kim, Tae Gon;Kang, Min Gu
    • Journal of Trauma and Injury
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    • v.20 no.2
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    • pp.119-124
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    • 2007
  • Purpose: Management of the soft tissue defect in the lower extremity caused by trauma has always been difficult. Coverage with local and free muscle flaps after complete surgical excision of necrotic soft tissue and bone is a major strategy for treatment. There is no doubt that muscle provides a good blood supply, thus improving bone healing and increasing resistance to bacterial inoculation. However, accompanying problems are seen in cases with shallow dead space. This research was conducted to assess the efficacy of raising anterolateral thigh flaps and transferring them to the defect after complete debridement of non-viable, infected, and scar tissue as an alternative way to use local or free muscle flaps. Methods: From March 2005 to October 2007, 18 cases of soft tissue defect on lower extremities were re-surfaced with an anterolateral thigh perforator free flap. Results: The follow-up period ranged from 1 to 31 months with a mean of 15.9 months. All flaps survived completely. Satisfactory aesthetic and functional results were achieved. Under a two-point discrimination test, 13 patients had sensory recovery from 11 mm to 20 mm after 6 months postoperatively. Conclusion: Reconstruction of the lower extremity with anterolateral thigh perforator free flaps after appropriate debridement is a good alternative way to use local or free muscle flaps.

Building Intelligent User Interface Agent for Semantically Reformulating User Query in Medicine

  • Lim, Chae-Myung;Chu, Sung-Joon;Lee, Dong-Hoon;Park, Duck-Whan;Park, Tae-Young;Yang, Jung-Jin
    • Proceedings of the KAIS Fall Conference
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    • 2003.11a
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    • pp.57-64
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    • 2003
  • Achieving the beneficiary goal of recent discovery in human genome project still needs a way to retrieve and analyze the exponentially expanding bio-related information. Research on bio-related fields naturally applies knowledge discovered to the current problem and make inferences to extract new information where shared concepts and data containing information need to be defined and used in a coherent way. In such a professional domain, while the need to help users reduce their work and to improve search results has been emerged. methods for systematic retrieval and adequate exchange of relevant information are still in their infancy. The design of our system aims at improving the quality of information retrieval in a professional domain by utilizing both corpus-based and concept-based ontology. Meta-rules of helping users to make an adequate query are formed into an ontology in the domain. The integration of those knowledge permits the system to retrieve relevant information in a more semantic and systematic fashion. This work mainly describes the query models with details of GUI and a secondary query generation of the system.

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