• 제목/요약/키워드: functional binary regression

검색결과 12건 처리시간 0.028초

Classification via principal differential analysis

  • Jang, Eunseong;Lim, Yaeji
    • Communications for Statistical Applications and Methods
    • /
    • 제28권2호
    • /
    • pp.135-150
    • /
    • 2021
  • We propose principal differential analysis based classification methods. Computations of squared multiple correlation function (RSQ) and principal differential analysis (PDA) scores are reviewed; in addition, we combine principal differential analysis results with the logistic regression for binary classification. In the numerical study, we compare the principal differential analysis based classification methods with functional principal component analysis based classification. Various scenarios are considered in a simulation study, and principal differential analysis based classification methods classify the functional data well. Gene expression data is considered for real data analysis. We observe that the PDA score based method also performs well.

패션제조업의 분포 특성과 직능 간 연계성 분석 (Spatial Distribution Characteristics of Fashion Industries and the Interrelationships among Functional Sectors of Fashion Production in the Seoul Metropolitan Area)

  • 유지연;이금숙
    • 한국경제지리학회지
    • /
    • 제16권1호
    • /
    • pp.1-16
    • /
    • 2013
  • 본 연구는 우리나라 패션산업의 집중이 강하게 나타나고 있는 수도권 지역을 대상으로 패션산업의 공간분포를 파악하고, 그 특성을 분석한다. 특히, 우리나라 패션산업을 기존의 노동집약적인 저수익의 봉제의류산업에서 디자인을 통한 고부가가치 창출이 가능한 지식기반산업으로 전환시키고자 하는 상황에서 우리나라 패션산업이 집중되어 있는 서울의 패션제조업 분포에 지식기반산업들이 보이는 특성이 나타나는가에 초점을 두고 분석하였다. 이를 위하여 공간적 자기상관 분석을 이용하여 직능별 패션산업의 공간적 군집여부를 탐색하고, 그 분포양상을 바탕으로 수도권 패션산업의 클러스터를 구분 짓고 그 특성을 파악하였다. 또한 직능 간 연계성을 파악하기 위하여 이항 로지스틱 회귀분석을 통해 직능별 패션산업의 공간적 군집 형성에 영향을 주는 타 직능 변수와의 관계식을 도출하였다.

  • PDF

기능성 소화불량 환자에서 설 지표의 경향성 파악 (Trends of Tongue Features in Functional Dyspepsia Patients)

  • 김지혜;고석재;박재우;김근호
    • 대한한방내과학회지
    • /
    • 제39권4호
    • /
    • pp.637-644
    • /
    • 2018
  • Objectives: In this study, the tongue features of patients with functional dyspepsia (FD) were compared with those of healthy controls. Methods: This prospective, case-control study was conducted on patients with FD and controls recruited at a single center. After screening, the subjects were allocated to the patient or control groups (patients=42, controls=40). Tongue images were acquired using a computerized tongue image acquisition system (CTIS). An independent t-test was conducted to compare the measurements from patients and controls. Binary logistic regression was performed to determine significant differences between the two groups after adjusting for age and sex. Results: The CIE $a^*$ color value in the tongue coating area was significantly lower in the patients with FD than in the controls (p=0.001). The tongue coating ratios were also significantly higher in the FD group than in the control group (p=0.003). We found that the CIE $a^*$ color value in the tongue coating area and the tongue coating ratios were significant predictive factors in both groups, based on binary regression analysis (p=0.016, 0.044, respectively). Conclusions: This study found that FD was significantly associated with CIE $a^*$ color value in the tongue coating area and tongue coating ratios. We suggest that these factors could be used as objective indicators of FD.

A General Class of Acceptance-Rejection Distributions and Its Applications

  • 김혜중;염준근;이영섭;조천호;정효상
    • 한국데이터정보과학회:학술대회논문집
    • /
    • 한국데이터정보과학회 2003년도 추계학술대회
    • /
    • pp.19-30
    • /
    • 2003
  • In this paper we present a new family of distributions that allows a continuous variation not only from normality to non-normality but also from unimodality to bimodality. Its properties are especially useful in studying and making inferences about models involving the univariate truncated normal distribution. The properties of the family and its applications are given.

  • PDF

청년기 지적장애인의 고용 유지 결정 요인: 직업훈련 프로그램 참여자의 개인적 요인을 중심으로 (Determinant Factors of Maintaining Employment in a Young Adults with Intellectual Disabilities: Focusing on the Personal Factors of Participants Employed after Vocational Training Program)

  • 박은영
    • 한국콘텐츠학회논문지
    • /
    • 제15권4호
    • /
    • pp.519-529
    • /
    • 2015
  • 이 연구에서는 성공적인 성인기 준비를 위한 진로 및 직업교육 프로그램 개발의 기초자료를 제공하기 위해, 신체능력, 작업능력, 정서 행동 영역, 기능적 적응 행동 요인을 중심으로 직업훈련 프로그램에 참여한 청년기 지적장애인들의 고용 유지 결정 요인을 알아보았다. 이를 위해 직업훈련 프로그램에 참여한 64명의 청년기 지적장애인을 대상으로 평가를 실시하고, 프로그램 수료 이후 6개월 시점에의 추적 조사를 통해 고용 유지 여부를 알아보았다. 이분형 로지스틱 회귀분석을 통해 고용 유지 결정 요인을 알아본 결과, 신체능력 중 양손 기민성(OR = 2.175), 작업 능력 중 소도구 사용 손기민성(OR = 1.123), 정서 행동 영역 중 불안(OR = .733)과 사회화 영역(OR = .429), 기능적 적응행동 영역 중 학습기술(OR = 1.077)과 직업기술 영역(OR = 1.542)이 고용 유지 결정 요인으로 나타났다. 이 연구를 통해 드러난 고용 유지 결정요인은 선행연구들에서 제시한 고용 유지에 영향을 미치는 요인들과 일치하는 것으로 나타났다. 고용 유지에 효과적인 진로 및 직업교육 프로그램 구성을 위해서는 고용 유지에 유의한 영향을 미치는 요인들에 대한 고려가 필요할 것으로 생각된다.

Phospholipase C Epsilon 1 (PLCE1 rs2274223A>G, rs3765524C>T and rs7922612C>T) Polymorphisms and Esophageal Cancer Risk in the Kashmir Valley

  • Malik, Manzoor Ahmad;Umar, Meenakshi;Gupta, Usha;Zargar, Showkat Ali;Mittal, Balraj
    • Asian Pacific Journal of Cancer Prevention
    • /
    • 제15권10호
    • /
    • pp.4319-4323
    • /
    • 2014
  • Background: Phospholipase C epsilon 1 (PLCE1) encodes a member of the phospholipase family of proteins that play crucial roles in carcinogenesis and progression of several cancers including esophageal cancer (EC). In two large scale genome-wide association studies (GWAS) single nucleotide polymorphisms (SNP, rs2274223A>G, rs3765524C>T) in PLCE1 were identified as novel susceptibility loci of esophageal cancer (EC) in China. The aim of the present study was to investigate this finding in Kashmir Valley, a high risk area. Materials and Methods: We determined genotypes of three potentially functional SNPs (rs2274223A>G, rs3765524C>T and rs7922612C>T) of PLCE1 in 135 EC patients, and 195 age and gender matched controls in Kashmiri valley by PCR RFLP method. Risk for developing EC was estimated by binary logistic regression using SPSS. Results: The selected PLCE1 polymorphisms did not show independent association with EC. However, the $G_{2274223}T_{3765524}T_{7922612}$ haplotype was significantly associated with increased risk of EC (OR=2.92; 95% CI=1.30-6.54; p=0.009). Smoking and salted tea proved to be independent risk factors for EC. Conclusions: Genetic variations in PLCE1 modulate risk of EC in the high risk Kashmiri population.

Determining the incidence and risk factors for short-term complications following distal biceps tendon repair

  • Goedderz, Cody;Plantz, Mark A.;Gerlach, Erik B.;Arpey, Nicholas C.;Swiatek, Peter R.;Cantrell, Colin K.;Terry, Michael A.;Tjong, Vehniah K.
    • Clinics in Shoulder and Elbow
    • /
    • 제25권1호
    • /
    • pp.36-41
    • /
    • 2022
  • Background: Distal biceps rupture is a relatively uncommon injury that can significantly affect quality of life. Early complications following biceps tendon repair are not well described in the literature. This study utilizes a national surgical database to determine the incidence of and predictors for short-term complications following distal biceps tendon repair. Methods: The American College of Surgeons' National Surgical Quality Improvement Program database was used to identify patients undergoing distal biceps repair between January 1, 2011, and December 31, 2017. Patient demographic variables of sex, age, body mass index, American Society of Anesthesiologists class, functional status, and several comorbidities were collected for each patient, along with 30-day postoperative complications. Binary logistic regression was used to calculate risk ratios for these complications using patient predictor variables. Results: Early postoperative surgical complications (0.5%)-which were mostly infections (0.4%)-and medical complications (0.3%) were rare. A readmission risk factor was diabetes (risk ratio [RR], 4.238; 95% confidence interval [CI], 1.180-15.218). Non-home discharge risk factors were smoking (RR, 3.006; 95% CI, 1.123-8.044) and ≥60 years of age (RR, 4.150; 95% CI, 1.611-10.686). Maleness was protective for medical complications (RR, 0.024; 95% CI, 0.005-0.126). Surgical complication risk factors were obese class II (RR, 4.120; 95% CI, 1.123-15.120), chronic obstructive pulmonary disease (COPD; RR, 21.981; 95% CI, 3.719-129.924), and inpatient surgery (RR, 8.606; 95% CI, 2.266-32.689). Conclusions: Complication rates after distal biceps repair are low. Various patient demographics, medical comorbidities, and surgical factors were all predictive of short-term complications.

한국 미충족 의료 니즈 수준 및 발생 사유의 거주지역 간 격차 분석과 정책적 시사점 (Exploring Regional Disparities in Unmet Healthcare Needs and Their Causes in South Korea: A Policy-Oriented Study)

  • 정우진
    • 보건행정학회지
    • /
    • 제33권3호
    • /
    • pp.273-294
    • /
    • 2023
  • Background: Most developed countries are working to improve their universal health coverage systems. This study investigates regional disparities in unmet healthcare needs and their causes in South Korea. Additionally, it compares the unmet healthcare needs rate in South Korea with that of 33 European countries. Methods: The analysis incorporates information from 13,359 adults aged 19 or older, using data from the Korea Health Panel. The dependent variables encompass the experience of unmet healthcare needs and the three causes of occurrence: "burden of medical expenses," "time constraints," and "lack of care." The primary variable of interest is the region of residence, while control variables encompass 14 socio-demographic, health, and functional characteristics. Multivariable binary logistic regression analysis, accounting for the sampling design, is conducted. Results: The rate of unmet healthcare needs in Korea is 11.7% (95% confidence interval [CI], 11.0%-13.3%), which is approximately 30 times higher than that of Austria (0.4%). The causes of unmet healthcare needs, ranked in descending order, are "lack of care," "time constraints," and "burden of medical expenses." Predictive probabilities for experiencing unmet healthcare needs and each cause differ significantly between regions. For instance, the probability of experiencing unmet healthcare needs due to "lack of care" is approximately 10 times higher in Gangwon-do (13.5%; 95% CI, 13.0%-14.1%) than in Busan (1.3%; 95% CI, 1.3%-1.4%). The probability due to "burden of medical expenses" is approximately 14 times higher in Seoul (4.1%; 95% CI, 3.6%-4.6%) compared to Jeollanam-do (0.3%; 95% CI, 0.2%-0.4%). Conclusion: Amid rapid sociodemographic transitions, South Korea must make significant efforts to alleviate unmet healthcare needs and the associated regional disparities. To effectively achieve this, it is recommended that South Korea involves the National Assembly in healthcare policy-making, while maintaining a centralized financing model and delegating healthcare planning and implementation to regional authorities for their local residents-similar to the approaches of the United Kingdom and France.

Predictors of Catastrophic Outcome after Endovascular Thrombectomy in Elderly Patients with Acute Anterior Circulation Stroke

  • Younsu Ahn;Seul Kee Kim;Byung Hyun Baek;Yun Young Lee;Hyo-jae Lee;Woong Yoon
    • Korean Journal of Radiology
    • /
    • 제21권1호
    • /
    • pp.101-107
    • /
    • 2020
  • Objective: Avoiding a catastrophic outcome may be a more realistic goal than achieving functional independence in the treatment of acute stroke in octogenarians. This study aimed to investigate predictors of catastrophic outcome in elderly patients after an endovascular thrombectomy with an acute anterior circulation large vessel occlusion (LVO). Materials and Methods: Data from 82 patients aged ≥ 80 years, who were treated with thrombectomy for acute anterior circulation LVO, were analyzed. The association between clinical/imaging variables and catastrophic outcomes was assessed. A catastrophic outcome was defined as a modified Rankin Scale score of 4-6 at 90 days. Results: Successful reperfusion was achieved in 61 patients (74.4%), while 47 patients (57.3%) had a catastrophic outcome. The 90-day mortality rate of the treated patients was 15.9% (13/82). The catastrophic outcome group had a significantly lower baseline diffusion-weighted imaging-Alberta stroke program early CT score (DWI-ASPECTS) (7 vs. 8, p = 0.014) and a longer procedure time (42 minutes vs. 29 minutes, p = 0.031) compared to the non-catastrophic outcome group. Successful reperfusion was significantly less frequent in the catastrophic outcome group (63.8% vs. 88.6%, p = 0.011) compared to the non-catastrophic outcome group. In a binary logistic regression analysis, DWI-ASPECTS (odds ratio [OR], 0.709; 95% confidence interval [CI], 0.524-0.960; p = 0.026) and successful reperfusion (OR, 0.242; 95% CI, 0.071-0.822; p = 0.023) were independent predictors of a catastrophic outcome. Conclusion: Baseline infarct size and reperfusion status were independently associated with a catastrophic outcome after endovascular thrombectomy in elderly patients aged ≥ 80 years with acute anterior circulation LVO.

Risk indicators associated with peri-implant diseases: a retrospective cross-sectional study of Colombian patients with 1 to 18 years of follow-up

  • Ana Maria Ortiz-Echeverri;Carolina Gallego-Gonzalez;Maria Catalina Castano-Granada;Sergio Ivan Tobon-Arroyave
    • Journal of Periodontal and Implant Science
    • /
    • 제54권3호
    • /
    • pp.161-176
    • /
    • 2024
  • Purpose: Peri-implant mucositis (PIM) and peri-implantitis (PI) are multicausal conditions with several risk factors contributing to their pathogenesis. In this study, we retrospectively investigated risk variables potentially associated with these peri-implant diseases (PIDs) over a follow-up period of 1 to 18 years. Methods: The study sample consisted of 379 implants placed in 155 patients. Single-visit clinical and radiographic evaluations were employed to determine the presence or absence of PIDs. Parameters related to the patient, site, surgery, implant, and prosthetic restoration were documented. The relationships between risk variables and the occurrence of PIDs were individually examined and adjusted for confounders using multivariate binary logistic regression models. Results: The prevalence rates of PIM and PI were 28.4% and 36.8% at the patient level and 33.5% and 24.5% at the implant level, respectively. Poor oral hygiene, active gingivitis/periodontitis, preoperative alveolar ridge deficiency, early or delayed implant placement, implant length of 11.0 mm or less, and poor restoration quality were strong and independent risk indicators for both PIDs. Furthermore, a follow-up period of more than 5 years and a loading time of more than 4 years were important indicators for PI. Simultaneously, age and smoking status acted as modifiers of the effect of mesiodistal (MD) and buccolingual (BL) widths of restoration on PI. Conclusions: In this study population, oral hygiene, periodontal status, preoperative alveolar ridge status, implant placement protocol, implant length, and the quality of coronal restoration appear to be robust risk indicators for both PIM and PI. Additionally, the length of follow-up and functional loading time are robust indicators of PI. Furthermore, the potential modifying relationships of age and smoking status with the MD and BL widths of restoration may be crucial for the development of PI.