• Title/Summary/Keyword: negative association

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A Study on the Visualization of Geospatial Big Data using Sentiment Analysis of Collective Civil Complaints (집단민원의 감성분석을 이용한 공간빅데이터 시각화 방안)

  • Yong-Jin JOO
    • Journal of the Korean Association of Geographic Information Studies
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    • v.26 no.1
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    • pp.11-20
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    • 2023
  • Traditionally, surveys or interview studies have been used to measure satisfaction factors for public services. This method focuses on the simple frequency of civil complaints and does not consider the aggravation of emotions implied in civil complaints. As a result, it is difficult to judge the urgency of civil complaints and the severity of grievances experienced by civil petitioners. This study aims to calculate the negative emotional value of collective complaints by using the happiness score for each word on the Hedonometer. The Anti-Corruption and Civil Rights Commission applied a Hedonometer to the top civil complaint topics and related keyword data by region in 2021 to calculate negative sentiment values by subject of civil complaints, and visualize the distribution by region. Using the negative emotional values derived from the results of this study, the severity of emotions contained in civil complaints can be considered. It is also expected to be helpful in determining the urgency of civil complaints and the severity of grievances experienced by civil petitioners.

Developement of Soil Moisture Quality Control System - Evaluation of Spike Detecting Algorithm (토양수분 품질관리 시스템 개발 - 튀는 값 검출 알고리즘 평가)

  • Lee, Yong Jun;Kim, Ki young
    • Proceedings of the Korea Water Resources Association Conference
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    • 2021.06a
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    • pp.407-407
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    • 2021
  • 토양수분량은 그 양은 작지만 다양한 수문현상에 관여하는 주요한 수문인자 중 하나이다. 특히, 강우, 유출, 홍수 및 가뭄 등과 직접적인 연관이 있어 국내에서도 그 중요성이 점차 강조되고 있다. 일찍이 해외에서는 토양수분량 위성자료나 관측기기의 검증 및 교정을 위해 다수의 지상 관측소를 운영해왔으며, ISMN(International Soil Moisture Network)과 같은 기관을 통해 자료의 취합 및 품질관리, 배포 등도 활발하게 이루어지고 있다. 최근 국내에서도 최신 관측기기의 도입이나 수자원위성의 개발 등 토양수분량에 관한 연구가 점차 활발하게 이루어지고 있으며, 위성자료와 관측기기의 검증 및 교정을 위한 지상관측소도 점차 확대되고 있는 추세이다. 하지만, 국내 지상관측소는 현재 다양한 기관과 단체에 의해 운영되고 있으며, 품질관리 기준이 통일되어 있지 않아 자료의 접근 및 활용 측면에서 개선이 필요한 실정이다. 이에 한국수자원조사기술원은 국내 환경에 맞는 품질관리 기준을 제시하고, 자료의 접근성 및 활용성 개선의 토대를 마련하고자 품질관리 시스템을 개발하고 있다. 본 연구는 정량화된 품질관리 기준을 바탕으로 spike를 판별하는 알고리즘에 대한 성능평가를 다루고 있으며, 청미천 토양수분량 관측소 2020년 자료에 임의의 튀는 값(spike)을 추가하고, 해당 이상치의 검출여부를 확인하는 방식으로 진행되었다. 각각의 지점자료에서 강우사상 중 하강부, 무강우기간 중 하강부를 1개씩 선정하고, 해당 구간에 positive spike를 추가한 case와 negative spike를 추가한 case를 생성해 강우조건 및 spike 유형에 따른 검출성능 차이를 평가했다. 평가 결과, 강우기간 검출률 84.3%, 무강우기간 검출률 96.3%로 강우조건에 따른 성능차이가 명확하게 나타났으며, positive spike는 91.7%, negative spike는 88.9%로 spike 유형에 따른 검출성능차이는 미미했다. 강우조건과 spike 유형을 동시에 고려했을 때는 무강우기간의 positive spike가 98.2%로 가장 높은 검출률을 보인 반면에 강우기간의 negative spike는 83.3%로 가장 낮은 검출률을 보였다. 알고리즘이 검사시간대를 중심으로 24시간 동안의 토양수분량 변화를 감지하기 때문에 강우기간에 검출성능이 저하되는 것으로 판단되며, 이를 개선하기 위해선 강우사상에 따른 유동적인 window size 조절 알고리즘의 추가가 필요할 것으로 판단된다.

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Expansion of Opinion Mining based on Entity Association Network Model (개체연관망 모델에 의한 오피니언마이닝의 확장)

  • Kim, Keun-Hyung
    • The KIPS Transactions:PartD
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    • v.18D no.4
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    • pp.237-244
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    • 2011
  • Opinion Mining summarizes with classifying sensitive opinions of customers in huge online customer reviews for the attributes of products or services by positive and negative opinions. Because the customers represent their interests through subjective opinions as well as objective facts, the existing opinion mining techniques, which can analyze just the sensitive opinions, need to be expanded.. In this paper, We propose the novel entity association network model which expands the existing opinion mining techniques. The entity association model can not only represent positive and negative degree of the sensitive opinions, but also can represent the degree of the associations and relative importances between entities. We designed and implemented the customer reviews analysis system based on the entity association network model. We recognized that the system can represent more abundant information than the existing opinion mining techniques.

Analysis of the Relationship between Three-Dimensional Built Environment and Urban Surface Temperature (도시의 3차원 물리적 환경변수와 지표온도의 관계 분석)

  • Li, Yige;Lee, Sugie;Han, Jaewon
    • Journal of Korea Planning Association
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    • v.54 no.2
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    • pp.93-108
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    • 2019
  • This study examines the relationship between three-dimensional urban built environment and urban surface temperature using LANDSAT 8 satellite image data in Seoul city. The image was divided into 600m×600m grid units as an unit of analysis. Due to the high level of spatial dependency in surface temperature, this study uses spatial statistics to take into account spatial auto-correlation. The spatial error model shows the best goodness of fit. The analysis results show that the three-dimensional built environment and transport environment as well as natural environment have statistically significant associations with surface temperature. First, natural environment variables such as green space, streams and river, and average elevation show statistically significant negative association with surface temperature. Second, the building area shows a positive association with surface temperature. In addition, while sky view factor (SVF) has a positive association with surface temperature, surface roughness (SR) shows a negative association with it. Third, transportation related variables such as road density, railway density, and traffic volume show positive associations with surface temperature. Moreover, this study finds that SVF and SR have different effects on surface temperature in regard to the levels of total floor areas in built environment. The results indicate that interactions between floor area ratio (FAR) and three-dimensional built environmental variables such as SVF and SR should be considered to reduce urban surface temperature.

Association between Earlobe Crease and Hypertension in the Auricular Point Diagnosis (이혈(耳穴)진단에서 Earlobe Crease와 고혈압의 관련성)

  • Kang, Mun-Su;Kim, Jin-Hui;Kim, Lak-Hyung
    • Korean Journal of Acupuncture
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    • v.29 no.4
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    • pp.616-622
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    • 2012
  • Objectives : The objective of this study was to evaluate the correlation between earlobe crease(ELC) and Hypertension(HTN) in the auricular point diagnosis. Methods : 140 patients who were admitted the Jeongeup City Geriatric Hospital were examined for the presence or absence of ELC and HTN. The one examined the ELC of patients and the other examined the presence of hypertension. The presence of right ELC, left ELC, right or left ELC, and right and left ELC were respectively compared with the presence of HTN. Chi-square test was used to analyze the correlation between ELC and HTN. Results : The presence of right ELC was significantly related to presence of HTN(p=0.001). The sensitivity, specificity, and positive and negative predictability of ELC for diagnosis of HTN were 0.755, 0.524, 0.787, and 0.478. The presence of left ELC was significantly related to presence of HTN(p=0.002). The sensitivity, specificity, and positive and negative predictability of ELC for diagnosis of HTN were 0.745, 0.524, 0.785, and 0.468. The presence of right or left ELC was significantly related to presence of HTN(p<0.001). The sensitivity, specificity, and positive and negative predictability of ELC for diagnosis of HTN were 0.806, 0.500, 0.790, and 0.525. The presence of right and left ELCs was significantly related to presence of HTN (p=0.007). The sensitivity, specificity, and positive and negative predictability of ELC for diagnosis of HTN were 0.694, 0.548, 0.782, and 0.434. Conclusions : These results show that the presence of ELC is significantly associated with hypertension.

Astudy of internal defects and their effects in $CaF_2$ single crystals (형석단결정의 내부결함 및 그 영향에 관한 연구)

  • Seo, Soo-Hyung;Joo, Kyoung;Auh, Keun-Ho
    • Journal of the Korean Crystal Growth and Crystal Technology
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    • v.8 no.3
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    • pp.419-423
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    • 1998
  • The internal defects in $(CaF_2)$ single crystal were characterized by the observation of optical microscopy, the element analysis and the transmittance analysis. In bubble and negative crystal which are composed to crystal plane of (100) and (111), the spread negative crystal in $(CaF_2)$ crystal gave an effect of low transmittance. The precipitates formed in bubble as internal cavities were analyzed by using WDX. Violet colored-crystal had higher a dislocation density than non-colored crystal, and the atomic ratio between Ca and F changed by poor F ion. In this result, we could determine indirectly that violet color was occurred by poor F ion.

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An Empirical Analysis of Doppelgänger Brand Image Effects: Focused on the Internet Community (도플갱어 브랜드 이미지 효과에 대한 실증적 분석: 인터넷 커뮤니티를 중심으로)

  • Cho, Hyuk Jun;Kim, Sung Guen;Kang, Ju Young
    • The Journal of Information Systems
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    • v.26 no.1
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    • pp.21-51
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    • 2017
  • Recently there have been an increasing number of companies suffering a negative brand image in the major media. Thompson et al. (2006) defined this as "$Doppelg{\ddot{a}}nger$ Brand Image." The images mentioned above have been created and propagated on Internet communities, which are one of the major paths of online spreading. This study will empirically analyze the effect of each $Doppelg{\ddot{a}}nger$ brand image on the customer's brand attitude, using a text-mining method focusing on "A company"'s case. This study will also cover the change in customer brand attitudes related to the company's correspondence in a situation in which the $Doppelg{\ddot{a}}nger$ brand image exists. In addition, the study will determine the presence of a priming effect after the spread of the $Doppelg{\ddot{a}}nger$ brand image. To that end, we collected 974 comments from 94,889 posts and A's official blogs related to A from B community, the largest automobile community site in Korea. Through this investigation, we obtained the following results. First, there was a significant difference in the ratio of negative sentiment of internet community before and after $Doppelg{\ddot{a}}nger$ brand image. Second, with regard to the topic modeling, the ratio of articles including negative topics increased and the other article ratio decreased over time. Finally, we found that there is a priming effect about negative brand image of "A company."

Bacterial profile of suction drains and the relationship thereof to surgical-site infections in prosthetic breast reconstruction

  • Yoon, Jeongmin;Chung, Jae-Ho;Hwang, Na-Hyun;Lee, Byung-Il;Park, Seung-Ha;Yoon, Eul-Sik
    • Archives of Plastic Surgery
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    • v.45 no.6
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    • pp.542-549
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    • 2018
  • Background Despite the increasing popularity of prosthetic breast reconstruction, scant data exist on the microbiological profile of drainage fluid from closed-suction drains and the relationship thereof to surgical-site infections (SSIs) in breast reconstruction surgery. This study aimed to determine whether bacteria isolated from drainage fluid were associated with the development of SSIs, and whether the bacterial profile of drainage fluid could be a clinically useful predictor of SSIs. Methods We performed a retrospective chart review of 61 women who underwent tissue expander/implant or direct-to-implant reconstructions. Patient demographics and culture studies of drainage fluid from suction drains collected on postoperative day 7 were evaluated. Results Sixteen patients (26.23%) were culture-positive, and 45 patients (73.77%) were culture-negative. The most frequently isolated bacteria were coagulase-negative staphylococci, followed by Staphylococcus aureus. SSIs were diagnosed in seven patients and were mostly resolved by systemic antibiotics; however, the tissue expander or implant was explanted in two patients. Positive culture of drainage fluid from closed-suction drains was significantly associated with the development of SSIs (P<0.05). The positive predictive value was 37.50%, and the negative predictive value was 97.78%. Conclusions To our knowledge, this study is the first to demonstrate a significant association between the microbiological profile of drainage fluid from closed-suction drains and the development of SSIs in patients with prosthetic breast reconstructions. The high negative predictive value suggests that microbial testing of drainage fluid from closed-suction drains may have clinical utility. Further prospective studies with larger sample sizes are required to confirm our findings.

Do Leaders Matter? Effects of The Governor Vacancy on the Regional Economy (리더는 중요한가? 광역단체장 부재가 지역경제에 미치는 영향)

  • Hyun, Bohun;Kang, Changhui
    • Journal of Labour Economics
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    • v.42 no.4
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    • pp.59-88
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    • 2019
  • This study estimates causal effects of the governor vacancy on the regional economy, exploiting the case of exogenous governor vacancy in Korea. We find that the governor vacancy has a negative impact on the regional economy by lowering the employment rate and reducing the amount of credit card expenditures. Negative effects are more pronounced among vulnerable groups of the labor market such as women and aged 20~29 and 50~59. In addition, negative effects vary by characteristics of the governor. Negative effects of the governor vacancy on the regional economy show empirical evidence suggesting that leaders do matter.

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The Effect of Positive and Negative Emotions on Shopping Value and Approach Behaviors of the Internet Apparel Shopping Site (긍정적, 부정적 쇼핑감정이 쇼핑가치와 인터넷 의류 쇼핑사이트 접근행동에 미치는 영향)

  • Park, Hyo-Eun;Yoh, Eun-Ah
    • Journal of Distribution Research
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    • v.15 no.2
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    • pp.101-122
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    • 2010
  • In this study, it is explored whether positive and negative emotions affected hedonic and utilitarian values experienced while shopping apparel in the Internet. In addition, the effect of hedonic and utilitarian shopping values on store approach behaviors was explored. For this study, Babin and Attaway's research model that was used for off-line shopping malls was adopted to investigate the relationships among research variables. Data obtained through experiments with 278 female college students were submitted for an analysis. Exploratory and confirmatory factor analysis and structural equation modeling with AMOS 6.0 were used to analyze data. Based on the model test, negative emotions negatively affected hedonic and utilitarian shopping value perception while positive emotions positively affected hedonic and utilitarian shopping value perception for the Internet apparel shopping site. Hedonic and utilitarian shopping values positively influenced attitude toward the Internet shopping site while only utilitarian shopping value affected revisiting Internet apparel shopping site. Managerial and academic implications were generated based on results.

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