• Title/Summary/Keyword: Segmented regression analysis

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The Impact of Long-term Care Insurance on Medical Utilization and Medical Cost in South Korea (노인장기요양보험 서비스 이용에 따른 의료이용 및 의료비 지출 양상의 변화)

  • Kang, Hee-Jin;Jang, Suhyun;Jang, Sunmee
    • Health Policy and Management
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    • v.32 no.4
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    • pp.389-399
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    • 2022
  • Background: This study aimed to analyze changes in medical utilization and cost before and after long-term care (LTC) implementation. Methods: We used the National Health Information Database from National Health Insurance Service. The participants were selected who had a new LTC grade (grade 1-5) for 2015. Medical utilization was analyzed before and after LTC implementation. Segmented regression analysis of interrupted time series was conducted to evaluate the overall effect of the LTC implementation on medical costs. Results: The total number of participants was 41,726. A major reason for hospitalization in grade 1 was cerebrovascular diseases, and dementia was the top priority in grade 5. The proportion of hospitalization in grade 1 increased sharply before LTC implementation and then decreased. In grade 5, it increased before LTC implementation, but there was no significant difference after LTC implementation. As for medical cost, in grades 1 to 4, the total cost increased sharply before the LTC implementation, but thereafter, changes in level and trend tended to decrease statistically, and for grade 5, immediately after LTC implementation, the level change was decreasing, but thereafter, the trend change was increasing. Conclusion: Long-term care grades showed different medical utilization and cost changes. Long-term care beneficiaries would improve their quality of life by adequately resolving their medical needs by their grades.

The Factors That Cause Customer Satisfaction in Private Security Service: Comparison between Corporate Clients and Individual Clients (민간경비 서비스의 고객 만족도에 영향을 미치는 요인: 사업자고객과 개인고객의 비교)

  • Shin, So-Ra;Cho, Youn-Oh
    • Korean Security Journal
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    • no.34
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    • pp.161-184
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    • 2013
  • The purpose of this research is to achieve qualitative growth for private security industry as a sector of service industry to attract clients and promote the growth of the private security industry by analyzing the factors which influence the customer's service satisfaction in using the private security services. A regression analysis was conducted to determine the factors which influences the satisfaction of private security service to ultimately achieve the research purpose. In the regression analysis, the difference between corporate clients and individual clients were analyzed for the sake of providing better security services and marketing applications. As a result, the factors that influences the satisfaction of the categorized groups were very clearly signified. Both individual and corporate clients showed increase in satisfaction rate when the fear of crime decreased. This result implies that the private security firms must possess segmented strategies as well as strategies to lower the fear factors of clients. There were no differences in all satisfaction-influencing factors when the fear reduction variable was exempted among both corporate and individual clients in usage satisfaction. This result shows that clients demand varies according to the client and the security firms must react to these demands by the clients. Although private security industry possess very clear publicity, it is a profit generating industry sector therefore, like other service industry, the private security services must implement strategies to keep up with the paradigm. If the satisfaction determinants from the research results are grafted into strategies such relationship marketing and target market selection, higher service satisfaction can be achieved from the clients.

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The Framework of Decision Making for Choice of Camping Site Selection Attributes according to Camping Motivation (캠핑동기에 따른 캠핑장 선택속성 의사결정의 프레임워크 구축에 관한 연구)

  • Choo, Seung-Woo
    • Journal of Digital Convergence
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    • v.13 no.10
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    • pp.225-234
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    • 2015
  • This study focused on building the convergence framework of decision-making for camping site selection attributes. The first stage of study is to identify the camping motivations. The camping motivations are composed of 5 factors. The second stage is to identify the camping site selection attributes. They are composed of 4 factors. The relationships between camping site selection attributes and camping motivations are examined through the multi-regression analysis. The camping site selection attributes were significantly influenced by thr type of camping motivation. Lastly, the relationship between camping site selection attributes and camper's satisfaction and behavioral intention are testified. The implications are that camping site operators and developers need to understand the segmented camping motivations and site selection attributes. They could be the guideline of implementing the developing planning strategies of camping site.

Detection of Music Mood for Context-aware Music Recommendation (상황인지 음악추천을 위한 음악 분위기 검출)

  • Lee, Jong-In;Yeo, Dong-Gyu;Kim, Byeong-Man
    • The KIPS Transactions:PartB
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    • v.17B no.4
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    • pp.263-274
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    • 2010
  • To provide context-aware music recommendation service, first of all, we need to catch music mood that a user prefers depending on his situation or context. Among various music characteristics, music mood has a close relation with people‘s emotion. Based on this relationship, some researchers have studied on music mood detection, where they manually select a representative segment of music and classify its mood. Although such approaches show good performance on music mood classification, it's difficult to apply them to new music due to the manual intervention. Moreover, it is more difficult to detect music mood because the mood usually varies with time. To cope with these problems, this paper presents an automatic method to classify the music mood. First, a whole music is segmented into several groups that have similar characteristics by structural information. Then, the mood of each segments is detected, where each individual's preference on mood is modelled by regression based on Thayer's two-dimensional mood model. Experimental results show that the proposed method achieves 80% or higher accuracy.

The Effect of Luxury Fashion Brand Customer Equity Drivers on Customer Loyalty - Differences among Segmented Markets based on Purchasing Patterns - (럭셔리 패션 브랜드의 고객자산 구성요소가고객충성도에 미치는 영향 - 럭셔리 패션 제품 구매빈도와 구매액에 따른 세분시장별 분석 -)

  • Hwang, Yookyung
    • Fashion & Textile Research Journal
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    • v.15 no.2
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    • pp.219-230
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    • 2013
  • To generate future profits, luxury brands need to recognize and understand customers as individually important and analyze the impact factors that improve specific customer equity. With the growing recognition that customer equity is a key strategic asset, this study empirically investigates the effect of customer equity drivers on customer loyalty based on the study of Vogel et al.(2008) which expanded the Rust et al.(2000)'s study on customer equity. We empirically examine if the customer equity drivers have a different impact on customer loyalty. This study hypothesizes that the relative effect of customer equity drivers would be different depending on the purchasing behavior of consumers and examines the effects of them on the relationship of the drivers of customer equity and customer loyalty. We use stepwise multiple regression analysis to empirically test the relationship of value equity, brand equity, and relationship equity and customer loyalty. Relationship equity influences customer loyalty more strongly than value equity and brand equity. Customers seem to build loyalty based on the careful assessment of all costumer equity drivers (value equity, brand equity, and relationship equity). In addition, their relative impact is different depending on the purchasing behavior of consumers. A company cannot maintain all customer equity drivers at a high level with limited marketing resources; therefore, marketing investment for all customer equity drivers need to be allocated differentially depending on the purchasing behavior of consumers.

Genotypic Variation in Leaf Water Status of Soybean

  • Jin, Yong-Moon;Lee, Hong-Suk;Lee, Suk-Ha;Kwon, Yong-Woong;Im, Jeong-Nam
    • KOREAN JOURNAL OF CROP SCIENCE
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    • v.44 no.1
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    • pp.55-58
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    • 1999
  • Plant water status during growth is directly and indirectly associated with seed yield. The objective of the present study was to determine the genotypic differences in leaf water characteristics at an early growth stage of soybean [Glycine max (L.) Merrill] plants through the pressure-bomb technique. Measurements of water potential as well as relative water content (RWC) were made at the third leaf from the fully-expanded top leaf of eight different soybean genotypes grown for 31 to 35 days after field emergence. On the basis of the modified exponential model, pressure-volume (PV) curves were fitted well ($R^2$=0.92** to 0.99** for the curvi-linear region and R=0.67** to 0.96** for the linear region), indicating that a segmented model using PROC NLIN of SAS could be used effectively to estimate the leaf water characteristics. The regression analysis for the pressure-volume (PV) curve revealed genotypic variation in the solute potential at saturation (Ψ$_{s,sat}$ :-10.7 to -14.8 bar), solute potential at incipient plasmolysis (Ψ$_{s,ip}$ : -14.3 to -18.3 bar), RWC at incipient plasmolysis (RW $C_{ip}$ : 83.3 to 91.7%), high integrated turgor pressure from saturation to plasmolysis ( $_1$$^{b}$ : 0.39 to 0.81), and maximum volumetric modulus of elasticity ($\varepsilon$$_{max}$ : 150 to 445 bar).).

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Pulmonary Vessels Segmentation and Refinement On the Chest CT Images (흉부 CT 영상에서 폐 혈관 분할 및 정제)

  • Kim, Jung-Chul;Cho, Joon-Ho;Hwang, Hyung-Soo
    • Journal of the Institute of Electronics and Information Engineers
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    • v.50 no.11
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    • pp.188-194
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    • 2013
  • In this paper, we proposed a new method for pulmonary vessels image segmentation and refinement from pulmonary image. Proposed method consist of following five steps. First, threshold estimation is performed by polynomial regression analysis of histogram variation rate of the pulmonary image. Second, segmentation of pulmonary vessels object is performed by density-based segmentation method based on estimated threshold in first step. Third, 2D connected component labeling method is applied to segmented pulmonary vessels. The seed point of both side diaphragms is determined by eccentricity and size of component. Fourth step is diaphragm extraction by 3D region growing method at the determined seed point. Finally, noise cancelation of pulmonary vessels image is performed by 3D connected component labeling method. The experimental result is showed accurately pulmonary vessels image segmentation, the diaphragm extraction and the noise cancelation of the pulmonary vessels image.

Trends in the utilization of dental outpatient services affected by the expansion of health care benefits in South Korea to include scaling: a 6-year interrupted time-series study

  • Park, Hee-Jung;Lee, Jun Hyup;Park, Sujin;Kim, Tae-Il
    • Journal of Periodontal and Implant Science
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    • v.48 no.1
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    • pp.3-11
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    • 2018
  • Purpose: This study utilized a strong quasi-experimental design to test the hypothesis that the implementation of a policy to expand dental care services resulted in an increase in the usage of dental outpatient services. Methods: A total of 45,650,000 subjects with diagnoses of gingivitis or advanced periodontitis who received dental scaling were selected and examined, utilizing National Health Insurance claims data from July 2010 through November 2015. We performed a segmented regression analysis of the interrupted time-series to analyze the time-series trend in dental costs before and after the policy implementation, and assessed immediate changes in dental costs. Results: After the policy change was implemented, a statistically significant 18% increase occurred in the observed total dental cost per patient, after adjustment for age, sex, and residence area. In addition, the dental costs of outpatient gingivitis treatment increased immediately by almost 47%, compared with a 15% increase in treatment costs for advanced periodontitis outpatients. This policy effect appears to be sustainable. Conclusions: The introduction of the new policy positively impacted the immediate and long-term outpatient utilization of dental scaling treatment in South Korea. While the policy was intended to entice patients to prevent periodontal disease, thus benefiting the insurance system, our results showed that the policy also increased treatment accessibility for potential periodontal disease patients and may improve long-term periodontal health in the South Korean population.

Negative association between high temperature-humidity index and milk performance and quality in Korean dairy system: big data analysis

  • Dongseok Lee;Daekyum Yoo;Hyeran Kim;Jakyeom Seo
    • Journal of Animal Science and Technology
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    • v.65 no.3
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    • pp.588-595
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    • 2023
  • The aim of this study was to investigate the effects of heat stress on milk traits in South Korea using comprehensive data (dairy production and climate). The dataset for this study comprised 1,498,232 test-day records for milk yield, fat- and protein-corrected milk, fat yield, protein yield, milk urea nitrogen (MUN), and somatic cell score (SCS) from 215,276 Holstein cows (primiparous: n = 122,087; multiparous: n = 93,189) in 2,419 South Korean dairy herds. Data were collected from July 2017 to April 2020 through the Dairy Cattle Improvement Program, and merged with meteorological data from 600 automatic weather stations through the Korea Meteorological Administration. The segmented regression model was used to estimate the effects of the temperature-humidity index (THI) on milk traits and elucidate the break point (BP) of the THI. To acquire the least-squares mean of milk traits, the generalized linear model was applied using fixed effects (region, calving year, calving month, parity, days in milk, and THI). For all parameters, the BP of THI was observed; in particular, milk production parameters dramatically decreased after a specific BP of THI (p < 0.05). In contrast, MUN and SCS drastically increased when THI exceeded BP in all cows (p < 0.05) and primiparous cows (p < 0.05), respectively. Dairy cows in South Korea exhibited negative effects on milk traits (decrease in milk performance, increase in MUN, and SCS) when the THI exceeded 70; therefore, detailed feeding management is required to prevent heat stress in dairy cows.

Factors of Healthy Lifestyle by Life Cycle According to the Characteristics of Single-Person Households (1인가구의 특성에 따른 생애주기별 건강성 결정요인)

  • Seo, Jiwon;Song, Hyerim;Kim, Jung Eun;Park, Jeongyun
    • Journal of Family Resource Management and Policy Review
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    • v.28 no.1
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    • pp.13-25
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    • 2024
  • The rate of single-person households has been increasing all over the world, and there has been a particularly rapid increase in them in Korea. Single-person households show unique and various characteristics related to the reasons for becoming a single-person household, gender, life cycle, and so on. Thus, research needs to focus on the specific groups of single-person households in order to provide tailored policies and programs. This study segmented single-person households in three groups based on life cycle: young, middle-aged, and older adults. Differences in the level of healthy lifestyle, as well as factors affecting that, were investigated according to the groups. The data were collected in 2022, with 237 respondents from single-person households in Kimpo. Descriptive statistics, t-test, ANOVA, and multiple regression analysis were conducted. The overall level of healthy lifestyle was found to be significantly higher for young adults compared to older adults. Results from multiple regression show that significant factors related to the healthy lifestyle of single-person households were gender, educational attainment, whether becoming a single-person household was voluntary, and whether the respondents had experienced discrimination as a single-person household. Significant factors differed by the sub-categories of the healthy lifestyle scale. This study has implications related to discovering differences in the level of healthy lifestyles of single-person households through examining the factors affecting it according to life cycle.