• Title/Summary/Keyword: Negative Skewness

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Retrieving Minority Product Reviews Using Positive/Negative Skewness (긍정/부정 비대칭도를 이용한 소수상품평의 검색)

  • Cho, Heeryon;Lee, Jong-Seok
    • KIPS Transactions on Software and Data Engineering
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    • v.4 no.3
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    • pp.121-128
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    • 2015
  • A given product's online product reviews build up to form largely positive or negative reviews or mixed reviews that include both the positive and negative reviews. While the homogeneously positive or negative reviews help readers identify the generally praised or criticized product, the mixed reviews with minority opinions potentially contain valuable information about the product. We present a method of retrieving minority opinions from the online product reviews using the skewness of positive/negative reviews. The proposed method first classifies the positive/negative product reviews using a sentiment dictionary and then calculates the skewness of the classified results to identify minority reviews. Minority review retrieval experiments were conducted on smartphone and movie reviews, and the F1-measures were 24.6% (smartphone) and 15.9% (movie) and the accuracies were 56.8% and 46.8% when the individual reviews' sentiment classification accuracies were 85.3% and 78.8%. The theoretical performance of minority review retrieval is also discussed.

The Effects of Washing and Drying on the Dimensional Stability of Woven Fabrics with and without Spandex (세탁 및 건조과정에 의한 스판덱스 혼방 직물의 변형 비교)

  • Yun, Changsang;Ko, Yerin;Song, Gyeong Hee;Shin, Hyodam;Park, Chung Hee
    • Journal of the Korean Society of Clothing and Textiles
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    • v.41 no.3
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    • pp.458-467
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    • 2017
  • There is increased interest in clothes dryers and garments made of spandex-blend woven fabrics; however, there is limited information available for the laundering and drying these clothes. This study investigates the effects of washing and drying on shrinkage, skewness, and wrinkle for woven fabrics with and without spandex. When spandex with good elastic recovery was blended, the deformed shape from washing and drying improved skewness and wrinkle by easily returning to its original shape. However, these properties had a negative effect on shrinkage in terms of length and area change. When the influence of clothes maintenance was classified, the drying process had the biggest influence of 58%, followed by spinning-rinsingwashing. Tumble drying, in which the fabric is exposed to mechanical force and heat for a long period, had more negative effects on the dimensional stability than line drying. The spandex blend had the effect of preventing skewness and wrinkle in garments, but it was also shown to accelerate shrinkage by garment maintenance cycles. It was important to control drying in order to reduce shrinkage during the maintenance process; consequently, this had the greatest influence on the dimensional stability of fabrics. Therefore, line drying was more advantageous for spandex-blend fabrics than tumble drying in terms of management for shrinkage, skewness, and wrinkle.

The Effect of Surface Characterization Parameters on Sliding Friction (표면거칠기의 변화에 따른 미끄럼 마찰 특성)

  • Kim, Tae-Wan;Lee, Sang-Don;Cho, Yong-Joo
    • Journal of the Korean Society of Manufacturing Process Engineers
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    • v.3 no.2
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    • pp.18-24
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    • 2004
  • The effect of surface characterization parameters, such as surface roughness, skewness and kurtosis, on sliding friction and wear was studied experimentally. The friction coefficient was examined under the various parameters and sliding speed, normal load and type of lubricant with ball-on-disk type tribo-meter. The surface of the lower skewness in negative or the higher kurtosis between the same arithmetic mean value tends to indicate low friction.

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Effect of characteristic of surface roughness on friction and wear in sliding (표면 조도의 변화에 따른 마찰 및 마멸 특성)

  • 이상욱;서만식;구영필;조용주;박노길
    • Proceedings of the Korean Society of Tribologists and Lubrication Engineers Conference
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    • 1998.10a
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    • pp.292-299
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    • 1998
  • The effect of characteristic of surface roughness on friction and sliding wear was studied experimentally with ball-on-disk type wear tester. The test was conducted with specimens those have varying arithmetic mean value, skewness and kurtosis under the condition of different load, sliding speed and lubricant viscosity. The surface of the lower skewness in negative value or the highel kurtosis tends to have low friction for the same arithmetic mean value. There is optimum arithmetic mean value surface roughness for operating variables have load, speed, etc.

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Defect Diagnosis of Cable Insulating Materials by Partial Discharge Statistical Analysis

  • Shin, Jong-Yeol;Park, Hee-Doo;Lee, Jong-Yong;Hong, Jin-Woong
    • Transactions on Electrical and Electronic Materials
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    • v.11 no.1
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    • pp.42-47
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    • 2010
  • Polymer insulating materials such as cross linked polyethylene (XLPE) are employed in electric cables used for extra high voltage. These materials can degrade due to chemical, mechanical and electric stress, possibly caused by voids, the presence of extrinsic materials and protrusions. Therefore, this study measured discharge patterns, discharge phase angle, quantity and occurrence frequency as well as changes in XLPE under different temperatures and applied voltages. To quantitatively analyze the irregular partial discharge patterns measured, the discharge patterns were examined using a statistical program. A three layer sample was fabricated, wherein the upper and lower layers were composed of non-void XLPE, while the middle layer was composed of an air void and copper particles. After heating to room temperature and $50^{\circ}C$ and $80^{\circ}C$ in silicone oil, partial discharge characteristics were studied by increasing the voltage from the inception voltage to the breakdown voltage. Partial discharge statistical analysis showed that when the K-means clustering was carried out at 9 kV to determine the void discharge characteristics, the amount discharged at low temperatures was small but when the temperature was increased to $80^{\circ}C$, the discharge amount increased to be 5.7 times more than that at room temperature because electric charge injection became easier. An analysis of the kurtosis and the skewness confirmed that positive and negative polarity had counterclockwise and clockwise clustering distribution, respectively. When 5 kV was applied to copper particles, the K-means was conducted as the temperature changed from $50^{\circ}C$ to $80^{\circ}C$. The amount of charge at a positive polarity increased 20.3% and the amount of charge at a negative polarity increased 54.9%. The clustering distribution of a positive polarity and negative polarity showed a straight line in the kurtosis and skewness analyses.

Property Analyses of Deposits and Landform in Tidal Flat using Satellite Image

  • Jo, Myung-Hee;Sugimori, Yasuhiro;Jo, Wha-Ryong
    • Proceedings of the KSRS Conference
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    • 1998.09a
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    • pp.110-115
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    • 1998
  • Through the ISODATA method, the micro-landform of Julpo-Bay tidal flat was classified into mudflat, mixedflat, and sandflat using Landsat TM image. Each showed an apparent differences in its topographical characteristics and grain size composition. For example, mudflats are formed with flat faces and tidal channel of dissected gully. Its characteristics of grain size analysis that the grains have less than mean grain size 4 phi. Its sorting is bad (higher than 1 S.D.), and it showed strongly positive skewness. But sandflat is topographically flat without tidal channel. It has developed with ripple marks. According to the grain size analysis of deposits, the soil is coarse size with 90% of sand and its sorting is well(lower than 1 S.D.) Also, it showed strongly negative skewness. Mixed flat is in between mudflat and sandflat in its characteristics.

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A Study on Exploring the Academic Dropout of College Students(Centering Around D College)

  • Lee, Jae-Do
    • 한국정보컨버전스학회:학술대회논문집
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    • 2008.06a
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    • pp.89-92
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    • 2008
  • This study analyzed the status and causes for the dropouts of college based on the survey conducted among 14,210 freshmen attending D College, other than the supernumerary special selection, from 2001 through 2005. A significant difference was shown in all items of general characteristics. The dropout rate of women, generally selected and general high school graduated were higher than for men, specially selected and special high school graduated, respectively. The most dropouts were due to Not Return(40.16%), followed by Unenrolled(32.98%), Voluntary Leave(26.05%) and Expelled(0.81%) in order. In the distribution of the central tendency values measured from the entire subjects. the high school records and the days of absence showed a positive skewness. while the college records showed a negative skewness with the data mostly around a higher grade. The standard deviation indicating that the dropouts got the scores higher than those of the continuing students demonstrated that there was relatively insignificant difference in scores between two groups.

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Short Selling and Predictability of Negative Sock Returns: Evidence from the Korean Stock Market (공매도거래와 주가하락 가능성에 관한 연구: 한국 주식시장의 경우)

  • Yoo, Shiyong
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.17 no.6
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    • pp.560-565
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    • 2016
  • In this study, we empirically scrutinize the relationship between short selling transactions and stock price behaviors using the stock market data in Korea during the period from January 2005 to March 2016. We chose the short selling volume ratio (SVR), stock lending volume ratio (LVR), and stock lending open interest ratio (LIR) as variables of the short selling trading activities. We construct portfolios based on the percentile of the short selling volume ratio during the sample period; upper-10%-SVR portfolio, upper-25%-SVR portfolio, upper-50%-SVR portfolio. We estimate the monthly firm-specific return and monthly skewness of the daily firm-specific returns of each portfolio. The firm-specific return or skewness is specified as a dependent variable and the short selling activities as explanatory variables. The results show that all of the statistically significant estimates of the short selling activities for the firm-specific returns are negative and that all of the statistically significant estimates of the skewness of the short selling activities are positive. These results support the hypothesis that short selling activities cause the stock price to decrease.

Growth Comparison of Ark Shell, Anadara broughtonii between the Two Culturing Areas (양성장에 따른 피조개, Anadara broughtonii의 성장)

  • Yoo Sung Kyoo;Chang Young Jin;Kang Kyoung Ho;Kim Yong Ku
    • Journal of Aquaculture
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    • v.3 no.1
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    • pp.65-77
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    • 1990
  • The growth of ark shell, Anadara broughtonii was compared between two areas, $Gad\v{o}gdo$ in Jinhae Bay and Namhae located in the southern coast of Korea from May 1986 to October 1987. The ark shells in Namhae grew from 1.38$\pm$0.32 em to 7.20$\pm$0.30 em in shell length, while those in $Gad\v{o}gdo$ grew from 1.38$\pm$0.32 em to 6,41$\pm$0.30 cm in 17 months. Shell height, shell breadth and total weigth of the ark shells in Namhae were also greater than those from $Gad\v{o}gdo$. Bottom quality of $Gad\v{o}gdo$ showed negative skewness, and that of Namhae was positive skewness. Negative skewness of $Gad\v{o}gdo$ seems to be caused by the effect of strong tidal current. This may indicate that Namhae is better area than $Gad\v{o}gdo$ for the culture of the ark shell.

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Distribution fitting for the rate of return and value at risk (수익률 분포의 적합과 리스크값 추정)

  • Hong, Chong-Sun;Kwon, Tae-Wan
    • Journal of the Korean Data and Information Science Society
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    • v.21 no.2
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    • pp.219-229
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    • 2010
  • There have been many researches on the risk management due to rapid increase of various risk factors for financial assets. Aa a method for comprehensive risk management, Value at Risk (VaR) is developed. For estimation of VaR, it is important task to solve the problem of asymmetric distribution of the return rate with heavy tail. Most real distributions of the return rate have high positive kurtosis and low negative skewness. In this paper, some alternative distributions are used to be fitted to real distributions of the return rate of financial asset. And estimates of VaR obtained by using these fitting distributions are compared with those obtained from real distribution. It is found that normal mixture distribution is the most fitted where its skewness and kurtosis of practical distribution are close to real ones, and the VaR estimation using normal mixture distribution is more accurate than any others using other distributions including normal distribution.