• Title/Summary/Keyword: multiple regression technique

검색결과 278건 처리시간 0.029초

다중선형 회귀분석에 의한 LiDAR 자료의 필터링 자동화 기법 (An Filtering Automatic Technique of LiDAR Data by Multiple Linear Regression Analysis)

  • 최승필;조지현;김준성
    • 대한공간정보학회지
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    • 제19권4호
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    • pp.109-118
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    • 2011
  • 본 연구는 지면 데이터�V을 이용하여 다중선형 회귀분석에 의한 평면방정식을 도출하여 전역필터링 한 것을 기준으로 전체 데이터�V을 이용하여 도출된 평면방정식으로 전역필터링 한 것과 가상격자별로 평면방정식을 도출하여 지역필터링을 수행한 결과를 분석하여 정확도를 평가하였다. 그 결과 지면 데이터�V을 이용한 전역필터링의 평균정확도를 기준으로 전체 데이터�V을 이용한 전역필터링의 정확도는 약 2~3%정도 떨어지고, 가상격자를 이용한 지역필터링의 정확도는 약 2~4% 떨어지는 것으로 나타났다. 특히 가상격자가 3~4cm일 때 기준자료와 약 2%의 정확도의 차이가 나타낸 것으로 보아 가상격자 사이즈를 라이다 스캔간격의 3~4배 크기로 지정하여 필터링 하는 것이 바람직 할 것으로 판단된다. 따라서 필터링의 적용방법에 따라 평균정확도가 차이가 발생하였으며, 향후 보다 다양한 실제지형을 선정하여 필터링의 정확도에 대한 연구가 필요할 것으로 생각된다.

다중 회귀 기반의 음악 감성 분류 기법 (Multiple Regression-Based Music Emotion Classification Technique)

  • 이동현;박정욱;서영석
    • 정보처리학회논문지:소프트웨어 및 데이터공학
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    • 제7권6호
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    • pp.239-248
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    • 2018
  • 4차 산업혁명 시대가 도래하면서 기존 IoT에 감성지능이 포함된 신기술들이 연구되고 있다. 그 중 현재까지 다양하게 진행된 음악 서비스 제공을 위한 감성 분석 연구에서는 인공지능, 패턴인식 등을 활용한 사용자의 감성 인식 및 분류 등에만 초점을 맞추고 있는 상황이나, 사용자의 특정 감성에 해당하는 음악들을 어떻게 자동적으로 분류할지에 대한 감성별 음악 분류기법들에 대한 연구는 매우 부족한 상황이다. 본 연구에서는 최근 각광을 받고 있는 사람들의 감성과 관련된 음악관련 서비스를 개발할 시, 음악을 감성 범위에 따라 높은 정확도로 분류할 수 있도록 하는 감성 기반 자동 음악 분류기법을 제안한다. 데이터수집 시 Russell 모델을 바탕으로 설문조사를 하였으며, 음악의 특성으로 평균파장크기(Average amplitude), peak평균(Peak-average), 파장 수(The number of wavelength), 평균파장 길이(Average wavelength), BPM(Beats per minute)을 추출하였다. 해당 데이터들을 바탕으로 회귀 분석을 이용하여 다중회귀식을 도출하였으며, 각 감성에 대한 표준 수치들을 도출하여 새로운 음악 데이터와 해당 각 감성에 대한 표준 수치들과의 거리 비교를 통해 음악의 감성을 분류시키는 작업을 실시하였다. 이를 통해 나온 결과에 회귀분석을 통하여 나온 데이터를 대입하여 해당 데이터와 각 감성들의 비율을 통해 최종적으로 판단된 감성을 추출하였다. 본 연구에서 실험한 감성 일치율의 2가지 방식에 대해서 제안한 기법의 경우 70.94%, 86.21%의 일치율이 나왔고, 설문참가자들의 경우 66.83%, 76.85%의 일치율이 나옴으로써, 연구 기법을 통한 감성의 판단이 설문참가자들의 평균적인 판단보다 4.11%, 9.36%의 향상된 수치를 제공함을 알 수 있었다.

Flame Diagnosis using Image Processing Technique

  • Kim, Song-Hwan;Lee, Tae-Young;Kim, Myun-Hee;Bae, Joon-Young;Lee, Sang-Ryong
    • International Journal of Precision Engineering and Manufacturing
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    • 제3권2호
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    • pp.45-51
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    • 2002
  • Recently the interest for the environment is increasing. So the criterion for the evaluation of the burner has changed. For efficient driving problem, if the thermal efficiency is higher and the oxygen in exhaust gas is lower, then burner is evaluated better. For environmental problem. burner must satisfy NOx limit, soot limit and CO limit. Generally the experienced operator judge of the combustion status of the burner by the color of flame. we don't still have any satisfactory solution against it. the relation of the combustion status and the color of the flame hasn't still been established. This paper is the study about the relation of the combustion status and the color of the flame. This paper describes development of real time flame diagnosis technique that evaluate and diagnose combustion state such as consistency of components in exhaust gas, stability of flame in quantitative sense. In this paper, it was proposed on the flame diagnosis technique of burner using image processing algorithm, the parameter extracted from the image of the flame was used as the input variables of the flame diagnostic system. at first, linear regression algorithm and multiple regression algorithm was used to obtain linear multi-nominal expression. Using the constructed inference algorithm, the amount of NOx and CO of the combustion gas was successfully inferred. the combustion control system will be realized sooner or later.

Changes of the Airway Space and the Position of Hyoid Bone after Mandibular Set Back Surgery Using Bilateral Sagittal Split Ramus Osteotomy Technique

  • Choi, Sung-Keun;Yoon, Ji-Eun;Cho, Jung-Won;Kim, Jin-Woo;Kim, Sun-Jong;Kim, Myung-Rae
    • Maxillofacial Plastic and Reconstructive Surgery
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    • 제36권5호
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    • pp.185-191
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    • 2014
  • Purpose: Although there have been several studies of reduced airway space after mandibular setback surgery using the sagittal split ramus osteotomy technique, research on the risk factors for changes of the airway space is lacking. Therefore, this study was performed to examine airway changes and the position of the hyoid bone after orthognathic surgery, and to assess possible risk factors. Methods: In this retrospective study, 50 patients who underwent posterior displacement of the mandible by the bilateral sagittal split ramus osteotomy technique were included. Changes of the position of the hyoid bone and the airway space were analyzed over various follow-up periods, using cephalometric radiography taken preoperatively, immediately after surgery, eight weeks after surgery, six months after surgery, and one year after surgery. To identify risk factors, multiple regression analysis of age, gender, body mass index (BMI), posterior mandibular movement, and the presence of genioplasty was performed. Results: Inferor and posterior movement of the hyoid bone was observed postoperatively, but subsequent observations showed regression towards the anterosuperior aspect. The airway space also significantly decreased after surgery (P<0.05), and increased slightly up until six months after surgery. The airway space significantly decreased (${\beta}=0.47$, P<0.01) as the amount of mandibular setback increased. However, age, sex, BMI, and presence of genioplasty were not associated with airway reduction. Conclusion: The amount of mandibular set back was significantly associated with postoperative reduction of airway space. It is necessary to establish a treatment plan considering this factor.

Energy Requirement of Rhode Island Red Hens for Maintenance by Slaughter Technique

  • Jadhao, S.B.;Tiwari, C.M.;Chandramoni, Chandramoni;Khan, M.Y.
    • Asian-Australasian Journal of Animal Sciences
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    • 제12권7호
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    • pp.1085-1089
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    • 1999
  • Energy requirement of Rhode Island Red (RIR) hens was studied by comparative slaughter technique. Seventeen hens above 72 weeks of age were slaughtered in batches. Batch I consisted of 5 hens which were slaughtered initially. Batch II comprised of six hens, which were fed ad libitum broken rice (BR)-based diet for 18 days. Record of feed intake, number of eggs laid and egg weight during the period was kept. These hens were slaughtered and body energy content was determined. Egg energy was consisted as energy deposited. Batch III consisting of six hens which were fed varying quantity of diet for 15 days, were slaughtered similarly as hens of batch II. Regression equation (body weight to body energy) developed on batch I was applied to batch II and developed on batch II was applied to batch III hens, to find out initial body energy content of hens. Egg energy (EE) was calculated according to formula: EE (kcal) = -19.7 + 1.81 egg weight (g). Regressing metabolisable energy (ME) intake on energy balance (body energy change + egg energy), maintenance ME requirement of hens was found to be $119.8kcal/kg\;W^{0.75}/d$. Multiple regression of ME required for production on energy retained as protein and fat (body plus egg energy) indicated that RIR hens synthesize proteins with an efficiency of 85.5 and fat with an efficiency exceeding 100 percent on BR based diet.

Predicting the Firmness of Apples using a Non-contact Ultrasonic Technique

  • Lee, Sangdae;Park, Jeong-Gil;Jeong, Hyun-Mo;Kim, Ki-Bok;Cho, Byoung-Kwan
    • Journal of Biosystems Engineering
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    • 제38권3호
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    • pp.192-198
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    • 2013
  • Purpose: Methods for non-destructive estimation of product quality have been reported in various industrial fields, but the application of ultrasonic techniques for the agricultural products of potatoes, pears, apples, watermelons, kiwis and tomatoes etc. have been rarely reported since the application of a contact-type ultrasonic transducer in agricultural products is very difficult. Therefore, this study sought to determine the firmness of apples using non-contact ultrasonic techniques. Methods: For this experiment, an ultrasonic experimental tester using a non-contact ultrasonic transducer was created, and a signal processing program was used to analyze the acquired ultrasonic reflected signal. Also, a universal testing machine was used to measure firmness parameters of the apples such as bioyield strength, a firmness factor, after the ultrasonic tests had been performed. Results: Six distance correction factors were calculated to obtain consistent values of ultrasonic properties regardless of the distance between the transducer and the surface of the subject. We developed prediction models of the bioyield strength using the distance correction factors. Conclusions: The optimum prediction model of the bioyield strength of apples using a non-contact ultrasonic technique was a multiple regression model ($R^2=0.9402$).

Combined Effects of Physical Evidence and Functional Service at Bulgogi Restaurants on Customers' Store Image and Purchase Behaviors: Application of Video Scenario Technique

  • Hwang, Daye;Chang, Hyeja
    • 한국식생활문화학회지
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    • 제35권2호
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    • pp.181-192
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    • 2020
  • This study aimed to identify whether or not four service situations varying according to positive and negative combinations of physical evidence and functional service influence store image and purchase behavioral intentions of customers at bulgogi restaurants. The video-scenario technique was used for the study. Data were analyzed with the SPSS (Window 19.0) package using frequency analysis, one-way ANOVA, 2 by 2 factorial ANOVA, exploratory factor analysis, and multiple regression analysis to confirm the hypotheses. The combined effect of functional service and physical evidence influenced store image and purchase intention. In terms of seperate effect of physical evidence and functional service, the effect of employee service on store image was more powerful than that of physical evidence, even though the effect differed depending on the situation. Purchase intention was only influenced by functional service quality from employees under the four different scenarios. Thus, when opening a Korean restaurant, proper management of tangible evidence suitable to service, and the prices expected from local customers should be determined. Additionally, extremely high or low levels of physical evidence management should be avoided.

Net Interest Margin and Return on Assets: A Case Study in Indonesia

  • PUSPITASARI, Elen;SUDIYATNO, Bambang;HARTOTO, Witjaksono Eko;WIDATI, Listyorini Wahyu
    • The Journal of Asian Finance, Economics and Business
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    • 제8권4호
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    • pp.727-734
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    • 2021
  • The study aims to examine and analyze the factors that affect the return on assets (ROA) by placing net interest margin (NIM) as a moderating variable in influencing ROA. This research was conducted on 27 banks listed on the Indonesia Stock Exchange (IDX) for the period 2015 to 2018 with a total sample data of 91. The data used is a combination of time series data and cross-section data. The sampling technique used was the purposive sampling method. The data analysis technique used was path analysis with multiple regression analysis technique. The results of the analysis showed that the capital adequacy ratio (CAR) and loan to deposit ratio (LDR) have a positive but insignificant effect on ROA. NIM as a moderating variable does not influence the impact of CAR on ROA. However, NIM as a moderating variable is able to influence the impact of LDR on ROA. From the results of this study, it is evident that the LDR will increase the ROA at banks that generate high NIM.

간호학생의 무균술에 대한 지식정도 및 자신감과 실습교육 방법에 따른 학습효과 (Learning Effectiveness according to the Practical Teaching Method, Self-Confidence and Degree of Knowledge Achievement or Aseptic Technique by Nursing Students)

  • 김순옥;조수현
    • 기본간호학회지
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    • 제6권1호
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    • pp.7-17
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    • 1999
  • This study investigated the degree of knowledge achievement and self-confidence in aseptic technique as a part of the fundamental nursing practice classes. The subjects were 220 nursing students in a junior college in Chonnam and an applied Quasi-experimental research methodology was used thirty of them comprised an experimental group to examine learning according to the teaching method. Wata were collected over 80 days, from April to June 1988, analyzed using descriptive statistics, percentages, means, t-test, one way ANOVA, Pearson's correlation coefficient and stepwise multiple regression with the SAS program. The conclusions are as follows. 1. The mean score of the degree of knowledge achievement of aseptic technique of the 220 students was 0.68(possible score 1.0) before the lecture but was 0.88 after lecture(p=.000). 2. The mean score for aseptic technique of the 220 students was 3.41(possible score 5.0) before practice but was 4.27 after practice(p=.000). 3. The correlation of self-confidence before and after practice was relatively low(r=.25, p=.000). 4. The mean score of the degree of knowledge achievement of aseptic technique in the experimental group(selected 30 students) was 0.72 before the lecture but was 0.90 after the lecture. 5. The mean score of self-confidence on aseptic technique in the experimental group(selected 30 students) was 3.18 before practice but was 4.32 after practice(p=.000). 6. The mean score of learning according to the type of teaching to aseptic technique for the experimental group(selected 30 students) was 23.2(possibel score 34) after lecture and presentation, was 27.3 after learning through video tape, was 31.7 after presentation through practice, was 33.7 after first practical training, and was 34 after secondary practical training. As a result of this study, learning methods in the education of fundamental nursing skill effective for knowledge achievement and competence in practicing skill.

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Impact of Environmental Uncertainty, Trust and Information Technology on User Behavior of Accounting Information Systems

  • DWIRANDRA, A.A.N.B.;ASTIKA, Ida Bagus Putra
    • The Journal of Asian Finance, Economics and Business
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    • 제7권12호
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    • pp.1215-1224
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    • 2020
  • Micro, Small and Medium Enterprises in Denpasar City still face low mastery of technology and financial management, one of which is the application of technology-based accounting information systems (e-commerce) for small and medium enterprises. The research objective was to determine the relationship between environmental uncertainty, trust and ease of information technology moderating behavior in accounting information systems. Research with a quantitative approach, the method used is multiple linear regression with moderated regression analysis. The study population was 816 small and medium enterprises. The sampling method technique was the incidental sampling approach and the Slovin formula so that a sampling of 100 small and medium enterprises that had used e-commerce was determined in the city of Denpasar. The results of research that have been conducted determine the relationship between user behavior in accounting information systems that affect individual performance, the relationship between environmental uncertainty affects accounting information systems mediated by individual performance, while the ease of information technology and its ability to be mediated by individual performance has an effect on the behavior of using accounting information systems. The application of accounting information systems in small and medium enterprises is expected to improve individual performance so as to increase income.