• 제목/요약/키워드: Partial least squares regression

검색결과 188건 처리시간 0.029초

희소 부분 최소 제곱법을 이용한 우리나라 청소년 인터넷 중독 자료 분석 (Analysis of internet addiction in Korean adolescents using sparse partial least-squares regression)

  • 한정섭;박수빈;이동환
    • 응용통계연구
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    • 제31권2호
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    • pp.253-263
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    • 2018
  • 본 연구에서는 우리나라 청소년의 인터넷 중독 자료를 희소 부분 최소제곱법을 적용 하여 분석하였다. 서울 성모병원에서 수집된 자가보고 방식의 인터넷 중독 측도와 다양한 임상 및 정신 병리학적 설문 문항들을 자료로 활용하였다. 표본의 개수보다 설문 문항의 수가 많은 고차원 자료이며, 각 세부문항끼리는 상관관계가 높아 부분 최소제곱법이 좋은 회귀분석 모형이다. 보다 높은 예측 성능과 해석력을 얻기위해 희소성 제약 조건이 가능한 희소 부분 최소 제곱법을 이용하였고, 2가지 다른 벌칙함수를 이용하여 가장 좋은 방법을 선택하였다. 또한, 제안된 최종 모형을 통해 인터넷 중독이 임상 및 정신 병리학적 측도들로 잘 설명됨을 보이고, 공격성과 관련된 다른 설문 문항이 설문 문항이 모형의 잠재성분을 구별하고 설명하는데 역할을 한다는 유의미한 결과를 도출하였다.

근적외선 분광법을 이용한 디아제팜정에서 디아제팜의 정량 (Determination of Diazepam in Intact Diazepam Tablets Using Near Infrared Spectroscopy)

  • 최현철;강신정;윤미옥;이수정;김호정;김지연;차기원
    • 분석과학
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    • 제15권3호
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    • pp.243-247
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    • 2002
  • 인근적외선 분광법(Near infrared spectroscopy, NIRS)으로 얻은 디아제팜정의 스펙트럼을 부분최소자승법(Partial least squares regression, PLSR)으로 처리하여 디아제팜정에서 디아제팜을 신속하고 간단하게 분석하는 방법을 연구하였다. 2 mg 및 5 mg 의 디아제팜정을 이용하여 검정선을 작성하고, 이 검정선의 직선성, 정량범위, 재현성 등을 검토하여 본 분석법의 정확성을 검증하였다. 2 mg의 디아제팜의 검정선의 상관계수는 0.9416이고, 검정선 표준오차(SEC)는 0.018%이였다. 5 mg의 디아제팜의 검정선의 상관계수는 0.9157이고, 검정선오차는 0.032%이였다.

근적외선 분광분석법을 이용한 타우린의 정량 분석 (Quantitative Analysis of Taurine Using Near Infrared Spectrometry (NIRS))

  • 조창희;김효진;맹대영;서상훈;조정환
    • 약학회지
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    • 제42권6호
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    • pp.545-551
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    • 1998
  • Near Infrared transmittance Spectroscopy (NIRS) was used to evaluate and quantify the pharmaceutical active compounds. In the paper, taurine (2-Aminoethanesulfonic acid) was quantitatively analyzed in commercial pharmaceutical preparations. For calibration a central composite factorial design was used to determine concentrations of ingredients in reference samples. For the quantitative analysis of taurine, the most suitable data analysis method includes the calculation of second derivatives and a partial least squares regression (PLSR) model. By NIR spectrometry, combined with PLSR, the taurine concentration was successfully predicted with a relative standard error of prediction (SEP) lower than 1.04%.

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근적외선 분광분석법을 이용한 LAS (linear alkyl benzene sulfonate)의 정량분석법 (Near Infrared Spectroscopy of LAS (linear alkyl benzene sulfonate))

  • 조창희;최병기;김효진
    • Environmental Analysis Health and Toxicology
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    • 제15권1_2호
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    • pp.39-43
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    • 2000
  • Linear alkyl sulfonates (LAS) constitute a large fraction of the surfactants used in cleaning processes in households, trade and industry Despite the industrial significance and the possible environmental impact of these compounds, the fast and inexpensive determination of LAS concentrations is still a difficult task. In this study, near infrared (NIR) spectroscopy which is a rapid spectroscopic analysis method compared with a traditional analytical method for the measurement of LAS concentration such as HPLC, GC and standard wet chemistry method. NIR spectra of LAS between 0.313 and 25.0% (w/v) in water were utilized to develop a calibration model. The best results (R = 0.998, SEP = 0.244% (w/v)) obtained by using partial least-squares regression with spectral data treatment and 2nd derivatization were comparable to the results (SEC = 0.186% (w/v), SEP = 0.206% (w/v)) obtained by using multiple linear least-squares regression (MLR). However, models based on derivative spectra have no significant advantage with MLR.

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근적외선 분광광도법을 이용한 페노바르비탈정제의 정량법에 관한 연구 (Determination of Phenobarbital in Intact Phenobabital Tablets using NIRS)

  • 차기원;제금련;윤미옥;이수정;최현철;김호정;김효진
    • 분석과학
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    • 제15권2호
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    • pp.102-107
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    • 2002
  • 근적외선 분광광도법 (near infrared spectroscopy, NIRS)를 이용하여 의약품의 신속 정확한 분석법을 개발하였다. 제조회사에 따라 약효성분이 같고 유사한 부형제를 갖고 있는 페노바르비탈정제에서 페노바르비탈을 액체크로마토그래피로 분석한 분석치와 투과방식의 NIRS 의 부분최소자승법(partial least squares regression, PLSR) 으로 얻은 데이터와의 상관관계를 이용하여 검정선을 얻었다. 이 방법의 직선성, 정량범위, 재현성 등을 검토하여 본 분석법의 정확성을 검증하였다. 검정선의 상관계수는 0.9983이고 검정의 표준오차(SEC)는 0.14% 이였으며, 이 분석법의 시간별 및 날자별 정밀도인 CV 값은 각 각 0.45%과 0.56% 이다.

부분최소제곱회귀(Partial Least Squares Regression) 이론과 분광학적 혈중 헤모글로빈 진단에의 응용 (Partial least squares regression theory and application in spectroscopic diagnosis of total hemoglobin in whole blood)

  • 김선우;김연주;김종원;윤길원
    • 응용통계연구
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    • 제10권2호
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    • pp.227-239
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    • 1997
  • 분광학분야에서 측정되는 자료는 여러 파장에서 측정된 스펙트럼 행렬과 이 스펙트럼을 통하여 알고자하는 어떤 반응치들의 행렬 또는 벡터로 주어진다. 이 경우 측정 자료에의 많은 잡음(noise)과 파장간의 상관관계가 내재한다. 부분최소제곱회귀 방법은 여러 개의 파장에서 측정된 자료를 모두 이용하는데 자료축약과정을 통하여 자료의 잡음 문제와 상관관계 문제를 해결하는 다변량통계방법이다. 본 연구에서는 이러한 자료에 적합한 부분최소제곱회귀의 이론을 알아보고 실제로 측정된 자료를 통하여 주어진 스펙트럼에 대한 반응치의 예측을 부분최소제곱회귀 방법을 이용하여 고찰하였다.

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Aroma Characteristics of Raw and Cooked Tenebrio molitor Larvae (Mealworms)

  • Seo, Hojun;Kim, Haeng Ran;Cho, In Hee
    • 한국축산식품학회지
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    • 제40권4호
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    • pp.649-658
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    • 2020
  • This study compared aroma compositions and sensory aroma attributes of raw and cooked Tenebrio molitor larvae (mealworms). Main sensory aroma attributes of raw mealworms were strong wet-soil-like, and less-intense oily, shrimp-like and sweet-corn-like. Quantitatively, the major aroma components of raw mealworms were hydrocarbons and aldehydes. As cooking proceeded, sweet-corn-like, roasted, and fried-oil-like sensory attributes were increasingly perceived with steaming, roasting, and frying, respectively. Some pyrazines, pyrrolidines, and carbonyls increased or appeared in roasted and fried mealworms. Partial least squares regression also showed differences in raw and cooked mealworms based on aroma components and their sensory attributes. Unlike raw mealworms, steamed mealworms had a relatively strong sweet-corn-like aroma attribute, which was related to 2,4,6-trimethyl-heptane, 2,4-dimethyl-dodecane, and 3,5-dihydroxy-6-methyl-2,3-dihydropyran-4-one. In comparison, roasted and fried mealworms exhibited roasted, shrimp-like, and fried-oil-like aroma attributes, which were associated with intermediates of the Maillard reaction and lipid oxidation, such as pyrazines, alcohols, and aldehydes. This result during thermal reactions was very similar to those of meat and/or seafood. The use of mealworms as a savory-type flavor enhancer can be expected.

Simultaneous Determination of Polycyclic Aromatic Hydrocarbons by Near Infrared Spectroscopy using a Partial Least Squares Regression

  • Nam, Jae-Jak;Lee, Sang-Hak;Park, Ju-Eun
    • 한국근적외분광분석학회:학술대회논문집
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    • 한국근적외분광분석학회 2001년도 NIR-2001
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    • pp.1276-1276
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    • 2001
  • Polycyclic aromatic hydrocarbons(PAHs) are widely distributed in the environment and are often implicated as potential carcinogens. The chromatographic methods of detection and quantitative determination of PAHs in environmental samples are costly, time consuming, and do not account for all kinds of PAHs. This work describes a quantitative spectroscopic method for the analysis of mixtures of eight PAHs using multivariate calibration models for Fourier transform near infrared(FT-NIR) spectral data. The NIR spectra of mixtures of PAHs (anthracene, pyrene, 1,2-benzanthracene, perylene, chrysene, benzo(a)pyrene, 1-methylanthracene and benzo(ghi)perylene) were measured in the wavelength range from 1100 nm to 2500 nm. The spectral data were processed using a partial least squares regression. We have studied the spectral characteristics of NIR spectra of mixtures of PAHs. It was possible to determine each PAM used in this study at the environmental level(mg L-1) in the laboratory samples. Further development may lead to the rapid determination of more PAHs in typical environmental samples.

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근적외선 분광기술을 이용한 휴대용 감귤 당도 선과기 성능특성에 관한 연구 (A Study on the Performance Characteristics of Portable Analyzer for Determination of Sugar Content in Citrus Unshiu using Near Infrared Spectroscopy)

  • 윤성운;마상동;김명윤;김재열
    • 한국공작기계학회논문집
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    • 제15권5호
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    • pp.1-6
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    • 2006
  • The purpose of this study is to develop to portable near infrared analyzer measuring the sugar content of the fruits on a tree before harvesting ones. The portable near infrared system consists of a tungsten lamp, a coaxial optical fiber bundle and a multi-channel detector, which has 256 pixels and a concave transmission grating. Reflectance NIR spectra of orange were recorded by using a coaxial optical fiber bundle. The spectra were collected over the spectral range $400{\sim}1100nm$. Partial least squares regression(PLSR) was applied for a calibration and validation for determination of sugar contents. The multiple correlation coefficient was 0.99 and standard errors of calibration(SEC) was 0.069 brix. The calibration model predicted the sugar content for validation set with standard errors of prediction(SEP) of 0.092 brix. The sugar content in fruits was successfully quantified using the portable near infrared analyzer.