• Title/Summary/Keyword: re-analysis data

Search Result 977, Processing Time 0.025 seconds

Supervised Learning Artificial Neural Network Parameter Optimization and Activation Function Basic Training Method using Spreadsheets (스프레드시트를 활용한 지도학습 인공신경망 매개변수 최적화와 활성화함수 기초교육방법)

  • Hur, Kyeong
    • Journal of Practical Engineering Education
    • /
    • v.13 no.2
    • /
    • pp.233-242
    • /
    • 2021
  • In this paper, as a liberal arts course for non-majors, we proposed a supervised learning artificial neural network parameter optimization method and a basic education method for activation function to design a basic artificial neural network subject curriculum. For this, a method of finding a parameter optimization solution in a spreadsheet without programming was applied. Through this training method, you can focus on the basic principles of artificial neural network operation and implementation. And, it is possible to increase the interest and educational effect of non-majors through the visualized data of the spreadsheet. The proposed contents consisted of artificial neurons with sigmoid and ReLU activation functions, supervised learning data generation, supervised learning artificial neural network configuration and parameter optimization, supervised learning artificial neural network implementation and performance analysis using spreadsheets, and education satisfaction analysis. In this paper, considering the optimization of negative parameters for the sigmoid neural network and the ReLU neuron artificial neural network, we propose a training method for the four performance analysis results on the parameter optimization of the artificial neural network, and conduct a training satisfaction analysis.

The Relationships Between Patient's Perceived Quality of Healthcare Service and Intention to Re-visit (대상자가 인지한 의료서비스 질과 재이용 의도와의 관계)

  • Rho, Eun-Kyung;Oh, Suk-Hee
    • Journal of Korean Academy of Nursing Administration
    • /
    • v.14 no.2
    • /
    • pp.176-181
    • /
    • 2008
  • Purpose: This study was performed to identify the relationship between patient's perceived quality of healthcare services and intention to re-visit. Method: The study subjects were 242 patients from three local clinics. The data were analyzed using SPSS PC+ 12.0 program for descriptive, Pearson's correlation coefficient, and multiple regression analysis. Result: Patients' perceived quality of healthcare services was measured 5.73$\pm$0.71 using the 7-point scale. The patients' perceived quality was moderately correlated with patient satisfaction (r=0.647, p<0.001) and intention to re-visit (r=0.604, p<0.001). Also, patient satisfaction was highly correlated with intention to re-visit (r=0.788, p<0.001). 3) the reliability factor of patients' perceived quality of healthcare services and patient satisfaction were found significant predictors of intention to re-visit. Conclusion: In conclusion, service quality evaluated by patients influenced on their intention of re-visit and especially, reliability was the most significantly influential variable.

  • PDF

The Research Regarding the Visual Continuity of the Green in the Re-development Area by Using the Aerial Photograph

  • Lee Hyuk-Hae;Koshimiz Hajime
    • Journal of the Korean Institute of Landscape Architecture International Edition
    • /
    • no.2
    • /
    • pp.102-108
    • /
    • 2004
  • In the city of Asia like Seoul and Tokyo, aggregate power is poured into the city making which is suitable in new age. Large-scale re-development is active in various places as the present condition, As for the various East Asian cities, high-level utilization conversion of the land and high conversion of the building are advanced. As for these realities, the re-development is advanced in the situation that has not been clarified enough though it is true that green of the city has decreased. This research was aimed at the clarifying the allocation of greenery when proceeding with town planning projects by quantifying the possibility of allocating greenery in the form of rooftop landscaping in redeveloped areas. Moreover, the distribution of the green in the re-development region was calculated and the coexistence level of green space was calculated, The realities of a desirable green were clarified in the spectacle by understanding a sight and spatial continuousness in the green. In order to clarify the potentiality of roof greenery revaluating, the research was conducted by analyzing from aerial photographs, in Tokyo and Seoul, And the flow of the research was conducted by selection of research object area, taking pictures, acquisition of the aerial photography, rearrangement the data and the analysis. As a result, I was able to prepare a land vegetation coverage classification chart and obtain data pertaining to the level of urban and green tract of land for the researched cities of Tokyo and Seoul. By analyzing this data, we were able to indicate patterns of greenery unable to be obtained through data from ratio of vegetation coverage and ascertain the effectiveness of rooftop landscaping.

  • PDF

Results of Discriminant Analysis with Respect to Cluster Analyses Under Dimensional Reduction

  • Chae, Seong-San
    • Communications for Statistical Applications and Methods
    • /
    • v.9 no.2
    • /
    • pp.543-553
    • /
    • 2002
  • Principal component analysis is applied to reduce p-dimensions into q-dimensions ( $q {\leq} p$). Any partition of a collection of data points with p and q variables generated by the application of six hierarchical clustering methods is re-classified by discriminant analysis. From the application of discriminant analysis through each hierarchical clustering method, correct classification ratios are obtained. The results illustrate which method is more reasonable in exploratory data analysis.

A RELATIONAL MODEL IN RESPONSE DATA ANALYSIS

  • Lee, Chun-Jin
    • Journal of applied mathematics & informatics
    • /
    • v.6 no.3
    • /
    • pp.953-959
    • /
    • 1999
  • In modern applications of response data analysis, it has been found that there are stimuli which are independent for some com-binations of levels antagonistic for other and synergistic for some other combinations of levels. Obviously the classical models of stimuli re-sponse function fail to portray such inconsistent behaviour of the stim-uli. The classical model also fail to represent response functions of increasingly synergistic stimuli. Thus it has become necessary to build another type of models to represent relations of both synergistic and an-tagonistc for some combination of levels. This paper will propose a new model that can well explain such inconsistent behaviour of two jointly acting stimuli.

A Study on the Characteristics of Heat Exchanger using Heat Pipe for various Working Condition (운전조건에 따른 히트파이프를 이용한 열교환기의 특성에 관한 연구)

  • Lee, Y.S.;Jang, Y.S.
    • Korean Journal of Air-Conditioning and Refrigeration Engineering
    • /
    • v.2 no.3
    • /
    • pp.155-165
    • /
    • 1990
  • The purpose of this research is to study the characteristics of heat exchanger using heat pipe under various working conditions by a finite element analysis and experiment. The results are as follows. 1) In this study, h = $Max^B$ is used for the convective heat transfer coefficient and A = 2.761 and B = 0.701 $Mmax^{(-0.0626)}$ were obtained as the results of experiment. 2) For several different working conditions, (Q/Qb) is predicted by varying the values of L/Lt and Re/Rc. The maximum value of (Q/Qb) is achieved when Re/Rc = 1 and Le/Lc = 0.5. 3) The comparison between calculated value and experimental data showed agreement within 5% error. Therefore the method may be used to predict the performance of heat exchanger using heat pipe for similar geometric conditions. 4) For Re/Re/Rc of 0.2-0.3, the minimum thermal resistance exists when Le/Lt is 0.4-0.65.

  • PDF

An Experiment and Numerical Analysis of Mixed Convection in a Rectangular Space with Variable Partition (가변 격판을 갖는 사각공간 내의 혼합대류에 대한 실험과 수치해석)

  • 이광성;신재호;이중섭;정한식;정효민
    • Korean Journal of Air-Conditioning and Refrigeration Engineering
    • /
    • v.13 no.12
    • /
    • pp.1230-1235
    • /
    • 2001
  • The laminar convection heat transfer in a ventilated space with various horizontal partitions was studied numerically and experimentally. The experimental results by holographic interferometer showed good agreements with the numerical results. For the numerical study, the governing equations were solved by using a finite volume method for $46.6\leqRe\leq1332,\;1460\leqGr\leql1585$, Pr=0.71 and the variations of partition lengths. The isotherms and velocity vectors have been represented for various parameters. As the length of partition increases, the convection heat transfer decreases. Based on the numerical data, a correlation was obtained for the dimensionless mean Nusselt number in terms of $Gr/Re^2$. In the region of $Gr/Re^2$<1, the mean Nusselt number was very small, but in the region of $Gr/Re^2\geq1$, the mean Nusselt number was constant.

  • PDF

A Study on Simplified Evaluation for Renewable Energy based Combination System in School - Considering the Size of Classroom and Capital Cost - (학교건물의 신·재생에너지기반 복합시스템 간이평가 기법 연구 - 학급규모와 투자비 중심으로 -)

  • Kim, Ji-Yeon
    • KIEAE Journal
    • /
    • v.13 no.2
    • /
    • pp.77-84
    • /
    • 2013
  • Schools are one of favorable public buildings for Renewable Energy(RE) systems due to site conditions and their energy demand profiles(e.g. daytime-based use of hot water and heating/cooling). Although the government encourages schools to be equipped with RE systems, the adoption of RE systems in existing energy supply systems faces technical and financial barriers. For example, when installing a RE-based combination system(RECS) to meet the energy demand at various school scales, identifying cost effective combination of capacities of the RECS is not trivial since it usually requires technically intensive work including detailed simulation and demand/supply analysis with extensive data. This kind of simulation-based approaches is hardly implementable in practice. To address this, a simpler and applicable decision-supporting method is suggested in this study. This paper presents a simplified model in support of decision-making for optimal capacities of RECS within given budget scales and schools sizes. The proposed model was derived from detailed simulation results and statistical data. Using this model, the optimal capacities of RECS can be induced from the number of classes in a school.

A Study on the Characteristics of Interior Materials for the Public Area in the City Hotels - Focused on First Class Hotels in Seoul - (도시호텔 공용공간 실내건축의 내장재 특성에 관한 연구 - 서울시 특1급 호텔을 중심으로 -)

  • Jeun, Uoo-Kyoung;Lee, Chang-No
    • Proceedings of the Korean Institute of Interior Design Conference
    • /
    • 2007.11a
    • /
    • pp.149-154
    • /
    • 2007
  • The city hotel of today lodges and, from eating and drinking putting first cultural exchange, information transmission and sports and the leisure back to be various the open community of the city which equips a composition facility as the market fixation it is being turning out. Like this regional and culture flow scope of the user fall in love, width widely try to be diffused the data about the internal organs re-analysis our country hotel plan the place where it is the actual condition where the system and diverse royal tomb city hotel plan is coming to be demanded regarding very is the actual condition which is insufficient. The research which it sees hereupon from domestic is erected in existing and the city hotel which is coming to be operated re- internal organs in the object it investigate, analyze re- internal organs and new city hotel plan hour to present a plan fundamental data and the guide regarding the internal organs re-quality of the crew-serve space interior construction it could be applied there is an objective of the research by the box sleep.

  • PDF

Effect of Online Convention Service Quality on Participant's Behavior Intention (온라인 컨벤션 서비스품질이 참가자 행동의도에 미치는 영향)

  • June-Hee Yang;Byeong-Cheol Lee
    • Korea Trade Review
    • /
    • v.47 no.3
    • /
    • pp.93-110
    • /
    • 2022
  • This study aims to develop online convention service quality and examine the effect of online convention service quality on re-participation intention in the same convention and other types of online conventions. Based on an extensive literature review, the study chose five main factors of online convention service quality: human service, program service, platform service, platform aesthetics, and interaction. A total of 284 data were collected from online convention participants from July 26 to August 6, 2021. For the hypotheses test, multiple regression analysis was used. As a result, interaction and program service quality had positive effects on re-participation intention in the same convention, but except for platform aesthetic, all factors positively affected re-participation intention in other types of online conventions. This study also found that online service quality factors are more helpful in predicting the intention of re-participation in other types of online conventions rather than re-participation in the same convention. Based on the results, theoretical and practical implications were discussed