• 제목/요약/키워드: Positive polarity

검색결과 193건 처리시간 0.025초

사회적 감성과 주가의 상관성 분석 (Correlation Analysis of Social Sentiment and Stock Prices)

  • 윤홍원
    • 한국정보통신학회논문지
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    • 제19권7호
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    • pp.1593-1598
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    • 2015
  • 본 논문에서는 사회적 감성과 주가의 상관성을 분석한다. 먼저, 주가 폭락 또는 폭등 기간과 그 직전의 극성을 각각 분석하고 이 결과를 이용하여 사회적 감성과 주가 사이의 상관관계를 분석한다. 본 연구를 위하여 과거의 다우존스산업평균지수 데이터를 수집하고 주가의 폭등과 폭락 시점을 검출한다. 검출한 시점에 근거하여 뉴욕 타임즈 기사를 수집하고 극성을 분석한다. 분석 결과에 의하면 주가 폭락 기간보다 폭등 기간에는 부정적 용어의 출현 빈도가 감소하고 긍정적 용어의 출현 빈도가 증가한다. 주가 폭락 또는 폭등 직전에는 부정적 용어의 출현 빈도와 긍정적 용어의 출현 빈도 사이에 차이가 커지 않다. 상관관계 분석에 의하면, 주가 폭락과 폭등 기간에는 사회적 감성과 주가 사이에 양의 상관관계를 보인다. 반면에, 주가 폭락과 폭등 직전에는 사회적 감성과 주가 사이에 유의한 수준의 상관관계를 나타내지 않는다.

Global Big Data Analysis Exploring the Determinants of Application Ratings: Evidence from the Google Play Store

  • Seo, Min-Kyo;Yang, Oh-Suk;Yang, Yoon-Ho
    • Journal of Korea Trade
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    • 제24권7호
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    • pp.1-28
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    • 2020
  • Purpose - This paper empirically investigates the predictors and main determinants of consumers' ratings of mobile applications in the Google Play Store. Using a linear and nonlinear model comparison to identify the function of users' review, in determining application rating across countries, this study estimates the direct effects of users' reviews on the application rating. In addition, extending our modelling into a sentimental analysis, this paper also aims to explore the effects of review polarity and subjectivity on the application rating, followed by an examination of the moderating effect of user reviews on the polarity-rating and subjectivity-rating relationships. Design/methodology - Our empirical model considers nonlinear association as well as linear causality between features and targets. This study employs competing theoretical frameworks - multiple regression, decision-tree and neural network models - to identify the predictors and main determinants of app ratings, using data from the Google Play Store. Using a cross-validation method, our analysis investigates the direct and moderating effects of predictors and main determinants of application ratings in a global app market. Findings - The main findings of this study can be summarized as follows: the number of user's review is positively associated with the ratings of a given app and it positively moderates the polarity-rating relationship. Applying the review polarity measured by a sentimental analysis to the modelling, it was found that the polarity is not significantly associated with the rating. This result best applies to the function of both positive and negative reviews in playing a word-of-mouth role, as well as serving as a channel for communication, leading to product innovation. Originality/value - Applying a proxy measured by binomial figures, previous studies have predominantly focused on positive and negative sentiment in examining the determinants of app ratings, assuming that they are significantly associated. Given the constraints to measurement of sentiment in current research, this paper employs sentimental analysis to measure the real integer for users' polarity and subjectivity. This paper also seeks to compare the suitability of three distinct models - linear regression, decision-tree and neural network models. Although a comparison between methodologies has long been considered important to the empirical approach, it has hitherto been underexplored in studies on the app market.

SF6 압력에 따른 결함별 부분 방전 펄스의 분포 분석 (Analysis on PD Pulse Distribution by Defects Depending on SF6 Pressure)

  • 김선재;조향은;정기우;길경석;김성욱
    • 한국전기전자재료학회논문지
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    • 제28권1호
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    • pp.40-45
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    • 2015
  • Electrode systems: a protrusion on conductor (POC), a protrusion on enclosure (POE), a crack in epoxy plate and a free particle (FP) were fabricated to simulate insulation defects in a gas insulated switchgear (GIS). $SF_6$ gas was filled in the electrode systems by 3 bar and/or 5 bar, respectively. Partial discharge (PD) pulses were detected through a $50{\Omega}$ non-inductive resistor. A calibration test was carried out according to IEC 60270, and the sensitivity was 0.25 pC/mV. PD pulses were distributed in the phase of $50^{\circ}{\sim}135^{\circ}$ and over 95% of them existed in the phase of $55^{\circ}{\sim}120^{\circ}$ for the POC. PD pulses were distributed in the phase of $230^{\circ}{\sim}310^{\circ}$ and over 90% of them existed in phase of $220^{\circ}{\sim}300^{\circ}$ for the POE. PD pulses occurred in the phase of $40^{\circ}{\sim}60^{\circ}$ and $220^{\circ}{\sim}300^{\circ}$ for the crack, and pulse counts were 25% higher in negative polarity than in positive polarity. PD pulses were distributed in every phase unlike to other three electrode systems and the peak magnitude was measured at $118^{\circ}$ and $260^{\circ}$ for the FP. As described above, PD pulses were observed in positive polarity for the POC, in negative one for the POE, in both one for the crack and the FP. In conclusion, it is expected that the identification rate of defect type can be improved by considering the polarity ratio of PD pulses on the PRPDA method.

A STUDY OF SMALL FLARES ASSOCIATED WITH PLASMA BLOBS OUTFLOWING ALONG POST-CME RAYS

  • Kim, Yoo Jung;Kwon, Ryun-Young;Chae, Jongchul
    • 천문학회지
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    • 제53권1호
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    • pp.1-7
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    • 2020
  • The recent study of Chae et al. (2017) found a one-to-one correspondence between plasma blobs outflowing along a ray formed after a coronal mass ejection (CME) and small X-ray flares. In the present work, we have examined the spatial configuration and the eruption process of the flares that are associated with the blobs by analyzing EUV images and magnetograms taken by the SDO/AIA and HMI. We found that the main flare and the successive small flares took place in a quadrupolar magnetic configuration characterized by predominant magnetic fields of positive polarity, two minor magnetic fragments of negative polarity, and a curved polarity inversion line between them, which suggests that the formation process of the blobs may be similar to that of the parent CME. We also found that the successive flares resulted in a gradual change of the quadrupolar magnetic configuration, and the relevant migration of flaring kernels. The three-dimensional geometry and the property of the current sheet, that is often supposed to be embedded in an observed post-CME ray, seem to keep changing because of mutual feedback between the successive flares and the temporal change of the magnetic field configuration. Our results suggest that the observed post-CME rays may not reflect the characteristics of the current sheet responsible for the impulsive phase of the flare.

E-빔 조사하에서 유리의 전하축퇴 특성 (Characteristics of Charge Accumulation in Glass Materials under E-Beam Irradiation)

  • 최용성;이경섭
    • 한국전기전자재료학회:학술대회논문집
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    • 한국전기전자재료학회 2008년도 하계학술대회 논문집 Vol.9
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    • pp.377-378
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    • 2008
  • Space charge formation in various glass materials under electron beam irradiation was investigated. Charging of spacecraft occurs in plasma and radiation environment. Especially, we focused on an accident caused by internal charging in a glass material that was used as the cover plate of solar panel array, and tried to measure the charge distribution in glass materials under electron beam irradiation by using a PEA (Pulsed Electro-Acoustic method) system. In the case of a quartz glass (pure $SiO_2$), no charge accumulation was observed either during or after the electron beam irradiation. On the contrary, positive charge accumulation was observed in glass samples containing metal-oxide components. It is found that the polarity of the observed charges depends on the contents of the impurities. To identify which impurity dominates the polarity of the accumulated charge, we measured charge distributions in several glass materials containing various metal-oxide components and calculated the trap energy depths from the charge decay characteristics of all glass samples. Furthermore, the dependence of the polarity of accumulated charges on the component of glass materials is discussed by using the models of energy bands.

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직류 접지극의 전식보호 방법 연구 (Research on Protection Method for Ground Electrode of DC Systems from Corrosion)

  • 정우용;김효성
    • 전력전자학회논문지
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    • 제26권2호
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    • pp.90-95
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    • 2021
  • In contrast to AC grounding systems, the ground electrode in DC systems continuously maintains positive or negative polarity. Ground electrodes with (+) polarity proceeds by oxidation reaction. Thus, the DC current should flow opposite to the polarity of the leakage current flowing through the (+) ground electrode by using a compensation electrode, and the current flowing through the (+) ground electrode can be 0A. However, according to protecting the (+) ground electrode, the compensation electrode corrodes and gets damaged. Thus, the (+) ground electrode must be protected from corrosion, and the service life of the compensation electrode must be extended. As an alternative, the average value of the current flowing through the compensation electrode should be equal with the value of the leakage current flowing through the (+) ground electrode by using the square waveform. Throughout the experiment, the degree of corrosion on the compensation electrode is analyzed by the frequency of the compensation electrode for a certain time. In the experiment, the frequencies of the square waveform are considered for 0.1, 1, 10, 20, 50, 100 Hz, and 1 kHz. Through experiments and analysis, the optimal frequency for reducing the electrolytic damage of the (+) electrode and compensation electrode in an LVDC grounding environment is determined.

글로벌 화장품 브랜드의 소비자 만족도 분석: 텍스트마이닝 기반의 사용자 후기 분석을 중심으로 (Customer Satisfaction Analysis for Global Cosmetic Brands: Text-mining Based Online Review Analysis)

  • 박재훈;김예림;강수빈
    • 품질경영학회지
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    • 제49권4호
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    • pp.595-607
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    • 2021
  • Purpose: This study introduces a systematic framework to evaluate service satisfaction of cosmetic brands through online review analysis utilizing Text-Mining technique. Methods: The framework assumes that the service satisfaction is evaluated by positive comments from online reviews. That is, the service satisfaction of a cosmetic brand is evaluated higher as more positive opinions are commented in the online reviews. This study focuses on two approaches. First, it collects online review comments from the top 50 global cosmetic brands and evaluates customer service satisfaction for each cosmetic brands by applying Sentimental Analysis and Latent Dirichlet Allocation. Second, it analyzes the determinants that induce or influence service satisfaction and suggests the guidelines for cosmetic brands with low satisfaction to improve their service satisfaction. Results: For the satisfaction evaluation, online review data were extracted from the top 50 global cosmetic brands in the world based on 2018 sales announced by Brand Finance in the UK. As a result of the satisfaction analysis, it was found that overall there were more positive opinions than negative opinions and the averages for polarity, subjectivity, positive ratio, and negative ratio were calculated as 0.50, 0.76, 0.57, and 0.19, respectively. Polarity, subjectivity and positive ratio showed the opposite pattern to negative ratio, and although there was a slight difference in fluctuation range and ranking between them, the patterns are almost same. Conclusion: The usefulness of the proposed framework was verified through case study. Although some studies have suggested a method to analyze online reviews, they didn't deal with the satisfaction evaluation among competitors and cause analysis. This study is different from previous studies in that it evaluates service satisfaction from a relative point of view among cosmetic brands and analyze determinants.

SF(sub)6-$N_2$혼합가스중에 뇌임펄스전압에 의해 형성된 불평등전장에서의 전구방전현상 (Predischarge Phenomena in Nonuniform Fields Caused by Lightning Impulse Voltages in SF(sub)6-$N_2$Mixtures)

  • 이복희;이경옥;백승권
    • 대한전기학회논문지:전기물성ㆍ응용부문C
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    • 제50권6호
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    • pp.288-295
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    • 2001
  • Predischarges in nonuniform electric field stressed by lightning impulse voltagesin SF(sub)6-$N_2$mixtures are initiated by streamer coronas. Due to field ehnancement at a protrusion point of electrodes new ionization processes occur and a precursor, which leads to a first leader, is created. The leader proceeds step by step to the opposite electrode and the final jump bridges the test gap. It was found that the predischarge is propagated with a leader mechanism of stepwise expansion from the predischarge current waveforms measured by a shunt. The predischarge current is closely related to the amplitude and polarity of applied voltages, the gas pressure and the gap geometry. The time intervals between step leaders for the positive and negative polarities were inversely proportional to V.P$^2$. When the gas pressure increases in the positive polarity, statistical time lag to statistical time lag to streamer corona inception increase slightly, but the formative time lag to flashover is significantly decreased.

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Frequency of Solar Spotless Days and Flare Index as Indices of Solar Cycle Activity

  • Oh, Suyeon
    • Journal of Astronomy and Space Sciences
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    • 제31권2호
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    • pp.145-148
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    • 2014
  • There was a research on the prolongation of solar cycle 23 by the solar cyclic variation of solar, interplanetary geomagnetic parameters by Oh & Kim (2013). They also suggested that the sunspot number cannot typically explain the variation of total solar irradiance any more. Instead of the sunspot number, a new index is introduced to explain the degree of solar activity. We have analyzed the frequency of sunspot appearance, the length of solar cycle, and the rise time to a solar maximum as the characteristics of solar cycle. Then, we have examined the predictability of solar activity by the characteristics of preceding solar cycle. We have also investigated the hemispheric variation of flare index for the periods that the leading sunspot has the same magnetic polarity. As a result, it was found that there was a good correlation between the length of preceding solar cycle and spotless days. When the length of preceding solar cycle gets longer, the spotless days increase. It is also shown that the shorter rise time to a solar maximum is highly correlated with the increase of sunspots at a solar maximum. Therefore, the appearance frequency of spotless days and the length of solar cycle are more significant than the general sunspot number as an index of declining solar activity. Additionally, the activity of flares leads in the northern hemisphere and is stronger in the hemisphere with leading sunspots in positive polarity than in the hemisphere with leading sunspots in negative polarity. This result suggests that it is necessary to analyze the magnetic polarity's effect on the flares and to interpret the period from the solar maximum to solar maximum as the definition of solar cycle.

구전정보방향성과 소비자태도와의 관계에 대한 메시지특성과 SNS특성의 조절효과 (The Moderating Effect of Characteristics of Message and SNS on the Relationship between the Direction of WOM and Consumer Attitude)

  • 김성수;안동희
    • 디지털융복합연구
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    • 제14권6호
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    • pp.177-186
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    • 2016
  • 이 연구는 SNS상에서 제품에 대한 사용자의 구전정보의 특성이 소비자 태도에 미치는 영향을 실증적으로 검증하는 것을 목적으로 하였다. 특히 긍정 혹은 부정적 내용으로 나뉜 메시지와 소비자태도의 관계에 있어서, 메시지의 사실성, 동의성, 사회적 실재감, 상호작용의 조절효과가 있는지 살펴보았다. SNS 사용 대학생을 대상으로 수집한 554개 표본을 대상으로 실증분석한 결과, 구전 메시지의 방향성에 따라 소비자 태도는 유의적인 변화를 보였으며, 특히, 메시지가 판단적일 때보다 사실적일 때, 그리고 메시지에 대해 SNS사용자가 다양한 동의감을 표출할수록 더 큰 영향을 받았다. 한편, 참여자의 실재감이나 상호작용 등 SNS의 고유한 특성은 유의적인 조절효과가 발견되지 않았으며 이들은 소비자 태도에 직접 영향을 미치는 것으로 나타났다. 본 연구는 SNS에서의 소비자 태도 형성과정에서 메시지의 특성과 SNS특성에 따라 소비자 태도가 어떻게 영향을 받는지 학술적 연구의 범위를 확대하였고, SNS를 통해 마케팅 활동을 수행하는 실무자들에게도 유용한 시사점을 제시한다.