• Title/Summary/Keyword: comparison level

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Performance Comparison of LSTM-Based Groundwater Level Prediction Model Using Savitzky-Golay Filter and Differential Method (Savitzky-Golay 필터와 미분을 활용한 LSTM 기반 지하수 수위 예측 모델의 성능 비교)

  • Keun-San Song;Young-Jin Song
    • Journal of the Semiconductor & Display Technology
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    • v.22 no.3
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    • pp.84-89
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    • 2023
  • In water resource management, data prediction is performed using artificial intelligence, and companies, governments, and institutions continue to attempt to efficiently manage resources through this. LSTM is a model specialized for processing time series data, which can identify data patterns that change over time and has been attempted to predict groundwater level data. However, groundwater level data can cause sen-sor errors, missing values, or outliers, and these problems can degrade the performance of the LSTM model, and there is a need to improve data quality by processing them in the pretreatment stage. Therefore, in pre-dicting groundwater data, we will compare the LSTM model with the MSE and the model after normaliza-tion through distribution, and discuss the important process of analysis and data preprocessing according to the comparison results and changes in the results.

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Theory of Comparison Value and Online Comparison Challenge Advertising (비교가치이론과 온라인 비교도전 광고)

  • 이재원;이재규
    • Korean Management Science Review
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    • v.20 no.2
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    • pp.197-204
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    • 2003
  • Comparison challenge approach is proposed as a form of challenger-activated. just-in-time Internet advertising. To develop a framework for a comparison challenge, we propose a theory of comparison value. A comparison is regarded valuable if a comparison opportunity is available and if the comparison is relevant and informative, has an appropriate level of detail, and is advantageous and trustworthy. Based on this theory, the CompareMe and CompareThem strategies are devised, and comparable objects are classified in terms of price and performance dominance as well as the scope of proximity. The idea is demonstrated with a comparison of PCs from five leading manufacturers. To assist in the planning of the comparison challenge, a mathematical programming model was formulated to maximize the value of comparison under the constraints of the comparison opportunity and budget. The model is applied to eight scenarios in terms of the range of comparing objects. The models under various scenarios are tested and contrasted with the real-world example of PCs. We found the ad effect of comparison challenge to be substantially better than banners (4.75 times) and similarity-based comparisons (2.77 times), providing customers with better performance and reduced prices.

Ad Planning Model by Comparison Challenge Approach in the e-Marketplace (e-Marketplace에서의 비교도전에 의한 광고계획 모델)

  • 이재규;이재원
    • Journal of Intelligence and Information Systems
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    • v.9 no.3
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    • pp.137-153
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    • 2003
  • Comparison shopping is the most popular functionality in the e-Marketplace. Most of their revenue has been generated kent the Internet advertisement, but the ad earning was declined as the ad costing per action method widespread. Seller less familiar to the customer shrinks from chances for advertising and exposing their products. So, we need an efficient methodology subject to the seller's ad budget and other constraints, and it also has to increase comparison broker's earning in the e-Marketplace. Our research proposed and developed an ad planning methodology using comparison challenge approach which can be applied by 3$^{rd}$ party comparison brokers. Comparison challenge planning is organized with challenge policy of competitor level, product level and specification level. With that policies and basic challenge propositions, we measure the quantified value of functional distance between the specifications of my product and competitor's product. My product challenges the comparison using the comparative ad format to the similar but inferior competitor's product based on quantified valuation. Comparison challenge planning system has two phases of comparative value generation and optimization. We developed a prototype system and applied it to the desktop PC market of five major manufacturers. Our performance was emphasized by comparing to other comparative ad methods such as random display method and minimum distance method..

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The Effect of Oral Administration of Yongyukjowi-tang on the Immune Activity in Aged Rat (용육조위탕(龍肉調胃湯) 경구투여가 노화 흰쥐의 면역활성에 미치는 영향)

  • Lee, Han-Eol;Ahn, Taek-Won
    • Journal of Sasang Constitutional Medicine
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    • v.24 no.4
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    • pp.62-74
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    • 2012
  • Objectives : The purpose of this study is to investigate the effect of oral administration of Yongyukjowi-tang(YJT) on the immune activity in aged Sprague-Dawley rat(SD rat). Methods : SD rats were divided into three groups: Yongyukjowi-tang groups(YJT groups), distilled water groups(control groups) and Vitamin C groups(positive control groups) which were administered an oral dose(1ml/1day) to 6, 48 and 68 weeks old SD rats for four weeks. After four weeks, the number of total leukocyte, CD3+, CD4+, CD8+, and the level of cytokine (IL-2, IL-4, IL-10, IFN-${\gamma}$) were measured in spleen tissue of each SD rats. Results and Conclusions : 1) The number of total leukocyte significantly increased in 52 weeks old YJT group and 72 weeks old YJT group in comparison with those of the control group. 2) The number of CD3+ cell significantly increased in 72 weeks old YJT group in comparison with those of the control group and the positive control group. 3) The number of CD8+ cell significantly increased in 52 weeks old YJT group in comparison with those of the control group. 4) The level of IL-2 significantly increased in 72 weeks old YJT group in comparison with those of the control group and the positive control group. 5) The level of IL-4 significantly increased in 52 weeks old YJT group in comparison with those of the positive control group. These results suggest that oral administration of YJT has an effect on increase of immune activity in aged rat.

Sound Quality Characteristics for Interior Noise of High Speed Train (음질평가를 통한 고속철도 실내소음의 객관적.주관적 특성 분석)

  • Park, Buhm;Kim, Dong-Kyu;Jeon, Jin-Yong;Choi, Sung-Hoon;Park, Jun-Hong
    • Transactions of the Korean Society for Noise and Vibration Engineering
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    • v.20 no.8
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    • pp.774-781
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    • 2010
  • In Korea, the high-speed train is one of the most important mass transportation. Due to its fast speed, the interior noise level is high and it is one of major reason for passenger complaints. In this study, the response of passengers to interior noise was evaluated using sound quality parameters. The effects of various parameters, such as train types, travel speed, rail road, on the calculated sound quality were investigated. The characteristics of interior noise were identified. The obtained results were compared to auditory experimental data. For precise comparison of noises of similar loudness but with different characteristics, paired comparison method was used. From the comparison, important parameters that have influence on the annoyance and loudness of the noise were determined.

The Effects of Daesiho-Tang on Body Weight and Biochemical Changes of Rats Fed High Diet (대시호탕이 고지방식이로 유발한 비만 흰쥐의 체중 및 생화학적 변화에 미치는 영향)

  • Han, Moo-Gyu;Seo, Hae-Gyoung;Kim, Eun-Ha
    • The Journal of Korea CHUNA Manual Medicine
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    • v.2 no.1
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    • pp.177-186
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    • 2001
  • Objectives : We experimented with Daesiho-tang in order to investigate the effects on the weight of obesity. Methods : We fed a control group of rats a high fat diet and administerd normal saline for 6 weeks. And we fed an experimental group of rats a high fat diet and administered an extracted of Daesiho-tang for 6 weeks. Results : Daesiho-tang suppressed the increasing amount of body weight in comparison with control group. The serum total cholesterol level, free fatty acid level in Daesiho-tang group showed a significant decrease in comparison with control group. The serum triglyceride, total lipid level in Daesiho-tang group showed a decrease in comparison with control group, but this result showed no efficacy. Conclusions : We concluded that the clinical application of Daesiho-tang can help the treatment of obesity.

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Design, Analysis, and Comparison of Symmetric Dual-level Spiral Inductors for RF Integrated Circuits (RF집적회로용 이중층 나선형 대칭구조 인덕터의 설계 및 비교 분석)

  • Ihm, Guk-Ju;Shin, So-Bong;Lee, Sang-Gug
    • Journal of the Institute of Electronics Engineers of Korea SD
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    • v.37 no.10
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    • pp.17-24
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    • 2000
  • An area efficient and symmetric dual-level spiral inductor structure is proposed and evaluated in comparison with the conventional single-level spiral inductors. Contrary to the dual-level inductor mutual coupling coefficient of the upper-and lower-level inductors of the dual-level inductor increases with the increases in the number of turns. Because of this, for the same silicon area, the inductances of the dual-level incuctors are 2.5-4 times higher than that of the single-level inductor. Furthermore, the dual-level showed better quality factor that the single-level inductors for the same inductance. It is the intention of this paper to demonstrate that the dual-level can be more useful for the RF integrated circuits than the conventional single-level spiral inductors form the aspects of area efficiency and quality factor. The proposed dual-level inductors are designed and confirmed to be perfectly symmetric, and can also be used as a high-frequency choke.

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Correlation Between the Osmolar Gap and Serum Ethanol Level and the Accuracy of Estimated Ethanol Level in Trauma Patients and Non-Trauma Patients (외상 환자와 비외상 환자에서 삼투압차와 에탄올 농도의 상관관계 및 추정 에탄올 농도의 정확도)

  • Chang, Hyung Woo;Sim, Min Seob;Han, Sang Kuk;Song, Hyoung Gon
    • Journal of Trauma and Injury
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    • v.22 no.2
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    • pp.148-153
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    • 2009
  • Purpose: The osmolar gap increases in proportion to the ethanol level. Some previous studies have shown that the correlation between the osmolar gap and the ethanol level is weak in trauma patient by using an indirect comparison with other patients. We conducted a direct comparison of the correlation of the osmolar gap to the ethanol level between trauma patients and non-trauma patients. We also analyzed the accuracy of the estimated ethanol level between the two groups. Methods: The research candidates were adult patients who had visited the emergency department of our hospital from December 2003 to November 2008. By using a retrospective chart review, we classified them into three subgroups: non-trauma without shock, trauma without shock, and trauma with shock. In each group, we compared the correlation between the osmolar gap and the measured ethanol level, and we analyzed the accuracy of the estimated ethanol level by using Lin's concordance correlation coefficient. Results: Four hundred forty-seven patients were enrolled in this study. For correlation of the osmolar gap and the measured ethanol level, Pearson's correlation coefficient was 0.916 in all patients, 0.939 in non-trauma without shock patients, 0.917 in trauma without shock patients, and 0.844 in trauma with shock patients. In the analysis of the accuracy of the estimated ethanol level by using Lin's concordance correlation coefficient, the accuracy in trauma with shock patients was lower than that in non-trauma without shock patients. Conclusion: We found that the correlation between the osmolar gap and the measured ethanol level in the patient group with trauma was lower than it was in the patient group without trauma. Moreover trauma patients with shock had a lower accuracy of the estimated ethanol level than non-trauma patients.

Effect of Upward Social Comparison in SNS on Depression among Middle School Students: The Mediating Effect of Self-Deprecation and the Moderated Mediating Effect of Cognitive Flexibility (중학생의 SNS 상향비교가 우울에 미치는 영향: 자기비하의 매개 효과와 인지적 유연성의 조절된 매개효과)

  • Lee, Se Young;Park, Ju Hee
    • Human Ecology Research
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    • v.59 no.3
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    • pp.353-367
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    • 2021
  • The purpose of this study was to examine the mediating effect of middle school students'self-deprecation in the relationship between upward social comparison in social network service (SNS) and depression and the moderated mediating effect of cognitive flexibility. The participants were 288 middle school students, in the first to third grades from four middle schools located in Seoul, Gyeong-gi, and Jeonnam. The date were analyzed with descriptive statistics, Pearson's correlation coefficients and the Process Macro Model 4, 1, and 14. The results of this study are as follows. First, an upward comparison in SNS has a significant positive influence on students'depression, and students' self-deprecation of students mediated the relation between two. Second, the level of control, which is a sub-factor of cognitive flexibility, moderated the mediating effect of self-deprecation. That is, if students are more likely to perceive difficult situations as controllable, upward social comparison in SNS mediated by self-deprecation has smaller effect on depression. Based on these results, we suggest practical interventions to reduce depression among middle school students by decreasing upward social comparison in SNS and self-deprecation. In addition, helping students perceive difficult situations as controllable could be another effective way of reducing depression among those students who have a high level of self-deprecation in upward social comparison in SNS.

Effect of lateral position and chest percussion on pulmonary gas exchange in decreased level of conscious patients (건강폐하측위 및 흉부타진 요법이 의식저하 환자의 폐가스교환에 미치는 영향)

  • 서성순;소희영
    • Journal of Korean Academy of Nursing
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    • v.21 no.2
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    • pp.204-217
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    • 1991
  • The purpose of this study is to verify the effect of lateral position and chest percussion on gas exchange in the decreased level of conscious patients. The Subjects for this study were 21 patients' admitted in ICU of CNUH from Dec 18th, 1989 to Aug 4th, 1990. The Data was analyzed by paired t - test. The results of this study as follows ; 1) In comparison of supine position, good -lung dependent position and good - lung dependent with chest percussion, the difference of PaO ㆍ was statistically significant (P<0.05). 2) In comparison of supine position, good -lung dependent position and good - lung dependent with chest percussion, the difference of A-a Do ㆍ was statistically significant (p<0.05). En conclusion, the use of good -lung dependent position and chest percussion was effective nursing intervention on decreased level of conscious patients in ICU.

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