• Title/Summary/Keyword: the Combination Data

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Machine Learning Approaches to Corn Yield Estimation Using Satellite Images and Climate Data: A Case of Iowa State

  • Kim, Nari;Lee, Yang-Won
    • Journal of the Korean Society of Surveying, Geodesy, Photogrammetry and Cartography
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    • v.34 no.4
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    • pp.383-390
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    • 2016
  • Remote sensing data has been widely used in the estimation of crop yields by employing statistical methods such as regression model. Machine learning, which is an efficient empirical method for classification and prediction, is another approach to crop yield estimation. This paper described the corn yield estimation in Iowa State using four machine learning approaches such as SVM (Support Vector Machine), RF (Random Forest), ERT (Extremely Randomized Trees) and DL (Deep Learning). Also, comparisons of the validation statistics among them were presented. To examine the seasonal sensitivities of the corn yields, three period groups were set up: (1) MJJAS (May to September), (2) JA (July and August) and (3) OC (optimal combination of month). In overall, the DL method showed the highest accuracies in terms of the correlation coefficient for the three period groups. The accuracies were relatively favorable in the OC group, which indicates the optimal combination of month can be significant in statistical modeling of crop yields. The differences between our predictions and USDA (United States Department of Agriculture) statistics were about 6-8 %, which shows the machine learning approaches can be a viable option for crop yield modeling. In particular, the DL showed more stable results by overcoming the overfitting problem of generic machine learning methods.

A Study on the Design Characteristics of Chanel Bags - focused on the collections from S/S 2001 to F/W 2008 -

  • Jang, Ji-Hye;Cho, Kyu-Wha
    • Journal of Fashion Business
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    • v.12 no.6
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    • pp.93-106
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    • 2008
  • The purpose of this study is to analyze design characteristics of Chanel bags by its type and shape, material, color, pattern, decorations in order to give information about foundation of the development of Korean fashion brand handbags and help suggest predict future handbag trends. The methods of this study are documentary research and demonstrative research. For the documentary research, mainly previous researches and fashion related data were used. For the demonstrative research, the total of 288 design photos of Chanel bag were selected from 2001 S/S season to 2008 F/W season fashion collections of firstview.com., style.com., and mode et mode. The results of this study are as follows; First, type and shape of bags are clutch(30%), flap(25%), shoulder(25%), others(10%), tote(5%), hobo(5%). Second, the material data shows that leather(46%), mixed(18%), fabric(17%), synthetics (10%), patent(3%), others(3%), and suede(2%). Third, the patterns are geometrical(27%), solid(25%), combination(24%), symbolic(11%), abstract(11%), nature(2%). Fourth, the colors are largely monochrome(73%) and multicolor(27%). In case of monochrome, achromatic color(50%) is more than chromatic color(23%). The chromatic color is consisted of YR(9%), Y(9%), R(5%), RP(4%), PB(2%), P(1%), GY(0.5%), BG(0.5%). The multicolor is consisted of similar coloration(12%), contrast coloration(10%), and accent coloration(5%). Fifth, the decoration data shows that metallic(53%), plain(23%), combination(22%), and handcrafted(1%).

A decision support system (DSS) for construction risk efficiency in Taiwan

  • Tsai, Tsung-Chieh;Li, Hsiang-Wen
    • Smart Structures and Systems
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    • v.21 no.2
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    • pp.249-255
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    • 2018
  • Many studies in risk management have been focused on management process, contract relation, and risk analysis in the past decade, but very few studies have addressed project risks from the perspective of risk efficiency. This study started with using Fault Tree Analysis to develop a framework for the decision-making support system of risk management from the perspective of risk efficiency, in order for the support system to find risk strategies of optimal combination for the project manager by the trade-off between project risk and cost of project strategies. Comprehensive and realistic risk strategies must strive for optimal decisions that minimize project risks and risk strategies cost while addressing important data such as risk causes, risk probability, risk impact and risk strategies cost. The risk management in the construction phase of building projects in Taiwan upon important data has been analyzed, that provided the data for support system to include 247 risk causes. Then, 17 risk causes were extracted to demonstrates the decision-making support system of risk management from the perspective of risk efficiency in building project of Taiwan which could reach better combination type of risk strategies for the project manager by the trade-off between risk cost and project risk.

Cluster Group Multicast by Weighted Clustering Algorithm in Mobile Ad-hoc Networks (이동 에드-혹 네트워크에서 조합 가중치 클러스터링 알고리즘에 의한 클러스터 그룹 멀티캐스트)

  • 박양재;이정현
    • Journal of the Institute of Electronics Engineers of Korea CI
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    • v.41 no.3
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    • pp.37-45
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    • 2004
  • In this paper we propose Clustered Group Multicast by Clustering Algorithm in Wireless Mobile Ad-hoc Network. The proposed scheme applies to Weighted Cluster Algorithm Ad-hoc network is a collection of wireless mobile hosts forming a temporary network without the aid of any centralized administration or reliable support services such as wired network and base station. In ad hoc network muting protocol because of limited bandwidth and high mobility robust, simple and energy consume minimal. WCGM method uses a base structure founded on combination weighted value and applies combination weight value to cluster header keeping data transmission by seeped flooding, which is the advantage of the exiting FGMP method. Because this method has safe and reliable data transmission, it shows the effect to decrease both overhead to preserve transmission structure and overhead for data transmission.

Stress History Evaluation for Truss Bridge with Local Damages by Using Global-Local Model Combination (전체해석과 국부해석 조합법을 이용한 국부결함이 있는 트러스교 응력이력해석)

  • Kim, Hyo-Jin;Park, Sang-il;Bae, Gi-Hoon;Lee, Sang-Ho
    • Journal of Korean Society of societal Security
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    • v.3 no.1
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    • pp.33-42
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    • 2010
  • This study predicts the stress history for truss bridge with local damages by using global-local model combination method. For this end, the global structure is modeled by 3D frame elements and the selected local details are modeled by shell elements. Then superposition principle enable the global-local model to be combined interactively. Because the frame model cannot consider the rigidity of gusset plate and the interation of structural members due to the complexity of stress distribution in truss connection. The section modification factors are proposed to calibrate the stiffness of global frame element. The global-local model combination is verified by comparing the numerical results with experimental data obtained from the proof loading test to the operating truss bridge. Furthermore, stress histrories of the truss bridge are generated in the consideration of the rigidity of truss connection with local damage by using the combination method.

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Comparison of Treatment Effect between Oriental Medicine Therapy and Oriental and Western Medicine Combination Therapy on Traffic Accident Patients (교통사고(交通事故) 환자(患者)의 한방치료(韓方治療)와 한양방협진치료(韓洋方協診治療) 비교(比較) 연구(硏究))

  • Lee, Kyoung-Hee;Kim, Jung-Eun;Youn, Hyoun-Min;Ko, Woo-Shin;Song, Choon-Ho;Jang, Kyung-Jeon;Ahn, Chang-Beohm;Kim, Cheol-Hong
    • Journal of Pharmacopuncture
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    • v.10 no.3
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    • pp.91-99
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    • 2007
  • Objective The purpose of this study is to investigate the difference of treatment effect between Oriental Medicine therapy and Oriental and Western Medicine combination therapy on traffic accident patients. Methods Sixty one traffic accident patients were randomly assigned to the Oriental Medicine therapy group(group I)and Oriental and Western Medicine combination therapy group(group II). Evaluations were made before treatment, after one week treatment and after two weeks treatment using Visual Analog Scale(VAS), Oswestry disability Index(ODI), Neck Disability Index(NDI), Roland Morris Disability Scale(RMDS). The obtained data were analyzed and compared. Results The group I showed significant improvement(p<0.05) according to the VAS, NDI. But that showed insignificant improvement according to the ODI, RMDS. The group II showed significant improvement(p<0.05) according to the VAS, NDI. But that showed insignificant improvement according to the ODI, RMDS. And the difference between the two groups were insignificant according to VAS, NDI, ODI and RMDS. Conclusion There is no significant difference between the two groups after each therapy on traffic accident patients. Further studies are needed for the comparison of the Oriental Medicine therapy and Western Medicine combination therapy.

A RELATIONAL MODEL IN RESPONSE DATA ANALYSIS

  • Lee, Chun-Jin
    • Journal of applied mathematics & informatics
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    • v.6 no.3
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    • pp.953-959
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    • 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.

Combination Doxorubicin and Interferon-α Therapy Stimulates Immunogenicity of Murine Pancreatic Cancer Panc02 Cells via Up-regulation of NKG2D ligands and MHC Class I

  • Wang, Wen-Jia;Qin, Si-Hao;Zhang, Ji-Wei;Jiang, Yue-Yao;Zhang, Jin-Nan;Zhao, Lei
    • Asian Pacific Journal of Cancer Prevention
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    • v.15 no.22
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    • pp.9667-9672
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    • 2014
  • Background: Pancreatic adenocarcinoma is a malignant gastrointestinal cancer with significant morbidity and mortality. Despite severe side effects of chemotherapy, the use of immunotherapy combined with chemotherapy has emerged as a common clinical treatment. In this study, we investigated the efficacy of the combined doxorubicin and interferon-${\alpha}$ (IFN-${\alpha}$) therapy on murine pancreatic cancer Panc02 cells in vitro and in vivo and underlying mechanisms. Materials and Methods: A Panc02-bearing mouse model was established to determine whether doxorubicin and interferon-${\alpha}$ (IFN-${\alpha}$) could effectively inhibit tumor growth in vivo. Cytotoxicity of natural killer (NK) cells and cytotoxic T lymphocytes (CTLs) was evaluated using a standard LDH release assay. To evaluate the relevance of NK cells and CD8 T cells to the combination therapy-mediated anti-tumor effects, they were depleted in tumor-bearing mice by injecting anti-asialo-GM-1 antibodies or anti-CD8 antibodies, respectively. Finally, the influence of doxorubicin+interferon-${\alpha}$ (IFN-${\alpha}$) on the ligands of NK and T cells was assessed by flow cytometry. Results: The combination therapy group demonstrated a significant inhibition of growth of Panc02 in vivo, resulting from activated cytotoxicity of NK cells and CTLs. Depleting CD8 T cells or NK cells reduced the anticancer effects mediated by immunochemotherapy. Furthermore, the doxorubicin+IFN-a treatment increased the expression of major histocompatibility complex class I (MHC I) and NKG2D ligands on Panc02 cells, suggesting that the combined therapy may be a potential strategy for enhancing immunogenicity of tumors. All these data indicate that the combination therapy using doxorubicin and interferon-${\alpha}$ (IFN-${\alpha}$) may be a potential strategy for treating pancreatic adenocarcinoma.

Clinical Effects of Combination of Korean Medicine Admission Treatment in Patients with Sternum Fracture after Traffic Accidents : 5 Case Series Report (교통 사고로 발생한 흉골 골절 환자에 대한 한방복합입원치료 효과: 증례 보고 5례)

  • Park, Joon;Kim, Hyo-Jun;Kim, Gook-Beom;Kwon, Yong-Su;Lee, Hee-Won;Yu, Jae-Eun;Choi, Gyu-Cheol
    • The Journal of Churna Manual Medicine for Spine and Nerves
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    • v.14 no.2
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    • pp.101-111
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    • 2019
  • Objectives : The purpose of this study was to report five patients with a sternum fracture after a traffic accident who improved with a combination of Korean medicine treatments. Methods : We collected data of traffic accident patients with a sternum fracture who were admitted to Dae-Jeon Jaseng Korean Medicine Hospital from March 2019 to September 2019. We observed five cases of patients treated with acupuncture, pharmacoacupuncture, herbal medicine, and Korean physical therapy. We measured the validity of the treatments using the Numeric Rating Scale (NRS) and European Quality of Life-5 Dimension (EQ-5D) at admission, at two weeks, and on the discharge date of hospitalization. Results : Following treatment using a combination of the above mentioned methods, the general overall condition of the patients had significantly improved. Furthermore, the NRS and EQ-5D scores were numerically better. Conclusions : After the combination of Korean medicine treatments, results from five patients with a sternum fracture after a traffic accident suggested that the treatments were effective. However, the number of subjects was insufficient and individual efficacy was not measured in this study. Therefore, further studies are needed on this topic.

Development of Impact Table and optimum combination dedication module for green-remodeling advance business value assessment

  • Choi, Jun-Woo;Kim, Gyoung-Rok;Ko, Jung-Lim;Shin, Jee-Woong;Lee, Keon-Ho
    • KIEAE Journal
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    • v.16 no.3
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    • pp.5-12
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    • 2016
  • Purpose: In case of existing building, A lot of attempts are being made like changing thermal system or using high efficiency products to decrease energy load and increase energy efficiency. However, (1) Absence of systemed database of green-remodeling technology and products. (2) Absence of comparative analysis system and qualitative/quantitative evaluation method of energy performance and energy reduction cost. (3) Existing remodeling was very hard to access for non-experts. So, in this paper, the authors developed data base for green-remodeling(Impact Table A, Impact Table B) and optimum combination dedication tool for user convenience. Accordingly, purpose of this paper validate usefulness of Impact Table and optimum alternative dedication tool. Method: For validate the usefulness of Impact Table and optimum combination dedication tool, the authors selected five test model office buildings. Next, through research investigation, the authors diagnosed the present state of buildings. In base of diagnosis results, select technologies for remodeling by qualitative comparison (Impact Table A). Next, evaluate quantitative price and performance technologies that selected in Impact Table A (Impact Table B). Lastly, through final evaluation of Impact Taba A and Impact Table B, determine the direction of the green-remodeling. Result: Impact Table and optimum combination dedication tool can use relative indicator for green-remodeling, especially through ROI by detail field.