• Title/Summary/Keyword: research hypothesis

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Anomaly detection in particulate matter sensor using hypothesis pruning generative adversarial network

  • Park, YeongHyeon;Park, Won Seok;Kim, Yeong Beom
    • ETRI Journal
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    • v.43 no.3
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    • pp.511-523
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    • 2021
  • The World Health Organization provides guidelines for managing the particulate matter (PM) level because a higher PM level represents a threat to human health. To manage the PM level, a procedure for measuring the PM value is first needed. We use a PM sensor that collects the PM level by laser-based light scattering (LLS) method because it is more cost effective than a beta attenuation monitor-based sensor or tapered element oscillating microbalance-based sensor. However, an LLS-based sensor has a higher probability of malfunctioning than the higher cost sensors. In this paper, we regard the overall malfunctioning, including strange value collection or missing collection data as anomalies, and we aim to detect anomalies for the maintenance of PM measuring sensors. We propose a novel architecture for solving the above aim that we call the hypothesis pruning generative adversarial network (HP-GAN). Through comparative experiments, we achieve AUROC and AUPRC values of 0.948 and 0.967, respectively, in the detection of anomalies in LLS-based PM measuring sensors. We conclude that our HP-GAN is a cutting-edge model for anomaly detection.

The Stomach's Communication with Its Related Acupoints, and the "Intelligent Tissue" Hypothesis

  • Kovich, Fletcher
    • Journal of Acupuncture Research
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    • v.36 no.1
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    • pp.21-27
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    • 2019
  • Background: The intelligent tissue hypothesis holds that an organ's states (be it normal function or stressed states) are reflected in real time at its related acupuncture points (acupoints), causing physical, real-time changes in the local tissue. The experiment was devised to test this. Methods: The patient drank chilled water while the impedance at 6 stomach-related acupoints was monitored in real time (sample rate of 1 kHz). Any changes in the local tissue at the acupoints ought to be reflected in changes in the impedance. Results: The impedance at every test acupoint showed a response to the chilled water being ingested. Also, the duodenal pacesetter and the stomach's slow waves were clearly visible in the impedance pattern at all the acupoints. Conclusion: Hence, many separate details of the stomach's function were reflected at these acupoints. The duodenal features were consistent with the traditional indications for these acupoints, which are noted to be able to treat intestinal conditions. Therefore, the results were consistent with the hypothesis and also provided a possible explanation for how the use of these acupoints is able to treat intestinal conditions.

The Lungs' Real-time States are Reflected in the Tissue at its Related Acupuncture Points

  • Kovich, Fletcher
    • Journal of Acupuncture Research
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    • v.36 no.2
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    • pp.88-91
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    • 2019
  • Background: The intelligent tissue hypothesis on how acupuncture works, states that real-time organ states are reflected in the tissue at an organ's related acupuncture points (acupoints). Any such changes in the tissue would produce corresponding changes in the impedance at those locations. Methods: To test this hypothesis in relation to the lungs, the impedance at key lung-related acupoints was monitored in real time while the patient breathed normally, then breathed deeply, then quickly, then held his breath. Results: When breathing deeply this produced a notable decrease in the impedance at 1 acupoint, while breathing quickly produced a decrease at another acupoint, suggesting that these different functions taxed different aspects of the lungs, which was then reflected at different acupoints. The impedance at all the acupoints also contained low-amplitude waves that reflected the base rate of the respiration pacesetter, and the amplitude of these waves also varied to reflect different real-time states in the lungs. Conclusion: These real-time impedance patterns suggested that corresponding physical patterns were present in the tissue at these acupoints, and these physical patterns mirrored the real-time variations in function strength of the related organ (the lungs). These results were consistent with the hypothesis.

Importing and Firm Productivity: Evidence from Korean Manufacturing Firms

  • Heechul Min
    • Journal of Korea Trade
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    • v.26 no.3
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    • pp.102-116
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    • 2022
  • Purpose - This paper empirically investigates the relationship between firm productivity and importing intermediate inputs in the Korean manufacturing sector. Design/methodology - This paper tests the two related hypotheses on the relationship between importing and productivity for a sample of Korean manufacturing firms. We test the self-selection hypothesis by comparing pre-entry levels of productivity between importers and non-importers. We test the learning-by-importing hypothesis by employing propensity score matching with differencein-differences approach. Findings - Future importers are more productive than future non-importers years before they start to import, which supports the self-selection hypothesis. In contrast, there is no strong evidence for learning-by-importing. Originality/value - This paper is the first study to explore the relationship between importing and firm-level productivity for Korean firms. The results have an important implication on trade policies to lower or raise trade barriers in imported inputs.

A Study on the Effects That SMEs' Response to Non-Tariff Barriers Exerts on Export Performance: Focusing on Technical Barriers to Trade

  • Joo, Se-Hwan;Lee, Jae-Sung
    • Journal of Korea Trade
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    • v.25 no.6
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    • pp.105-125
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    • 2021
  • Purpose - This study analyzes the effects that the response to the technical barriers to trade (TBT), which are used by various countries as means to restrict imports, exerts on exports at a time when protectionism is emerging in the face of a global economic downturn. TBT has been widely used in developed countries for the safety and protection of their people. Recently, the use of TBT as a tool of protectionism has increased considerably in developing countries as well. Therefore, this study analyzes the South Korean SMEs' response and export performance. Design/methodology - To analyze SMEs' response to TBT and their export performance, this study conducted empirical analysis through statistical analysis. To this end, the research established a theory based on previous research and designed its hypothesis and research model. To verify the hypothesis and research model, factor analysis addressing validity and reliability was performed using SPSS 25 and AMOS 26, and the structural equation model was analyzed. Findings - This study found the causal relationship between the independent variable, the mediating variable, and the dependent variable adopted against the theoretical background to have little or no effect, in contrast with previous studies. In a break from previous studies, all hypotheses were rejected for innovation strategic competencies, one of the sub-factors of the independent variable, which is believed to be a result of the lack of practical research related to TBT. Originality/value - Previous studies performed analysis using trade statistics or macro data. A number of such studies analyzed the relationship between technical regulation and trade volume. This study differs from previous studies in some respects, because it analyzed the export performance of companies by establishing a hypothesis and implementing a research model with the factors analyzed in previous studies. In addition, a new attempt has been made by classifying the TBT response factors into technology competencies, human resource competencies, and innovation strategic competencies, and utilizing technology innovation and the export support system as mediating effects.

The Effect of Adhesive Taping Therapy on the Relieve of Chronic Low Back Pain (만성요통환자의 접착용 테이핑 재활요법의 효과)

  • 최연희;백경신
    • Korean Journal of Health Education and Promotion
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    • v.15 no.2
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    • pp.55-66
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    • 1998
  • The purpose of this study was to test whether adhesive taping therapy, one of rehabilitation, helps to relieve chronic low back pain. Sample were selected from 35 outpatients at oriental medicine hospital in the period from April 20 to June 20, 1998. The research design was one-group pretest - posttest design. The pretest included measuring discomfort depending on the scope and types of a range of motion, and their pain by their activity of daily living(ADL). In this research design, a treatment was to expose adhesive taping therapy to samples. The posttest included remeasuring of their discomfort and pain by ADL. The results of this study was as follows: Hypothesis I was that the discomfort score of the post-treatment group had lower than does that of the pre-treatment group. This study accepted the hypothesis (t=2.70, p=.015). Hypothesis II was that the post-treatment group had the pain score by ADL lower than does the pre-treatment group. Empirical results showed statistical significance(t=4.53, p=.000). In summary, the effect measured by the discomfort with a visual analog scale was statistically significant. The degree of pain according to postures in ADL also showed statistical significance. Consequently, these findings showed that the adhesive taping therapy was effective to alleviation of chronic low back pain.

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Effects of A Qigong Training Program on the Anxiety and Labor Pain of Primipara (기공체조프로그램이 초산부의 불안 및 분만통증 완화에 미치는 효과)

  • Jeong, Soon-Ok;Kho, Hyo-Jung;Lee, Eun-Ju
    • Women's Health Nursing
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    • v.12 no.2
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    • pp.97-105
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    • 2006
  • Purpose: The purpose of this study is to verify the effects of the Qigong training program on the anxiety and labor pains of primipara. Method: The research subjects were a total of 60 primipara who consulted a doctor regularly concerning their antenatal care. Among them, 30 people were the experimental group, and the other 30 people were the control group, and were selected as homogeneous with the experimental group. The degree of anxiety and labor pains were measured by State-Trait Anxiety Inventory(STAI) and Graphic Rating Scale(GRS). SPSS WIN 11.0 was used for data analysis. Obstetric and general characteristics between experimental and control groups, and a homogeneity test of state and trait anxiety were done by both $X^2$ test and t-test. The hypothesis testing was analyzed by ANCOVA with a covariate of pretest value. Result: The first hypothesis, 'Primipara who join the Qigong training program have lower anxiety than those who do not join' was supported (F=28.8, p<.000). The second hypothesis, 'Primipara who join the Qigong training program have lower labor pain than those who do not join' was unsupported. Conclusion: It was verified that the Qigong training program was effective in alleviating anxiety; however it did not have any effect on relieving labor pain, so more in-depth research is needed later on.

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The Effect of Chest Meridian Massage on Post- Anesthetic Recovery of General Anesthesia Patients (흉부경락마사지가 충수돌기 절제술 환자의 마취 후 회복에 미치는 효과)

  • Lee, Byung-Yup;Shon, Kyung-Hee
    • Korean Journal of Adult Nursing
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    • v.17 no.4
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    • pp.612-621
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    • 2005
  • Purpose: This study aims at confirming the effects of the chest meridian massage on the post-anesthetic recovery of general anesthesia appendectomy patients. Method: The research was post-test designed as a nonequivalent control group among quasi-experiments tested. The data was collected from June 20, 2003 to October 14, 2003 at a hospital in P city. In the collected data, using SPSS Win 10.0 program, these general features were analyzed by real numbers and percentages; the homogeneity among variables by $X^2-test$ and t-test and the research hypothesis by the t-test. Result: Hypothesis 1; The experimental group receiving the treatment of the chest meridian massage will have a much higher post-anesthetic recovery score than that of the control group not receiving it was supported(t=2.544, p=.014). Hypothesis 2; The experimental group receiving the treatment of the chest meridian massage will have a much shorter time of stay in the recovery room than that of the control group not receiving it was supported(t=-4.919, p=.000). Conclusion: According to these results, it may be concluded that Chest Meridian Massage is effective in producing a higher level of post-anesthetic recovery score and helps appendectomy patients reduce the time of stay in the recovery room. Therefore the chest meridian massage can be considered as an intervention therapy for directly nursing general anesthesia appendectomy patients.

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The Effects of Corporate Social Responsibility (CSR) Activities on Customer Trust and Customer Satisfaction in the Family Restaurant (패밀리레스토랑의 사회적 책임 활동이 고객신뢰 및 고객만족도에 미치는 영향)

  • Jung, Hyo-Sun;Yoon, Hye-Hyun
    • Korean journal of food and cookery science
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    • v.28 no.3
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    • pp.299-310
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    • 2012
  • The purposes of this study were to understand the influence of customer perceptions of corporate social responsibility (CSR) activities in family restaurants on customer trust and satisfaction. Based on results form 395 family restaurant patrons obtained empirically, we reviewed the reliability and fitness of a research model and verified two hypotheses using the AMOS program. The hypothesized relationships in the model were simultaneously tested using a structural equation model (SEM). Hypothesis 1, which hypothesized a positive relationship between customer perception of CSR activities and customer trust was partially supported. Additionally, hypothesis 2, in which customer perception of CSR activities had significant positive effects on customer satisfaction, and customer trust had significant positive effect on customer satisfaction (Hypothesis 3 was supported). Finally, customer trust performed a partial role as a parameter in the causality between CSR activity in the family restaurant and customer satisfaction. Limitations and future research directions are also discussed.

The Effects of Foot Reflexology on Pain and Quality of Sleep in Patients with Terminal Cancer (말기 암 환자에게 적용한 발 반사 마사지의 통증경감 및 수면증진 효과)

  • Kim, Eun Joo;Kyong, Boo Soon
    • Journal of Korean Clinical Nursing Research
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    • v.14 no.1
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    • pp.33-44
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    • 2008
  • Purpose: This study was performed to determine the effects of foot reflexology on pain and quality of sleep in patients with terminal cancer. Method: Quai-experimental research design was used. The subjects of this study were consisted of 19 for experimental group and 18 for control group. Visualue Scale(VAS) was used as the measurement tool of pain in this study, Verra & Snyder-Halpern Sleep Scale(VSH) and Visual Analogue Scale(VAS) were used as the measurement tool of perceived quality of sleep. Data were analyzed using statistical methods such as frequency, percent, $x^2$-test, t-test using SPSS WIN 12.0 program. Results: The hypothesis 1 that the experimental group with reflexology has less degree of pain than the control group without reflexology was supported (t=5.41, p<.001). The hypothesis 2 that the experimental group with reflexology has higher degree of VSH Scale than the control group without reflexology was supported(t=2.37, p=.02). The hypothesis 3 that the experimental group with reflexology has the difference among the mean of sleep VAS Scale during the 12 measurement periods was not supported(F=1.63, p=.08), and no significant interactions between group and time. Conclusion: It is considered that reflexology is effective for reducing cancer pain and improving quality of sleep in patients with terminal cancer.

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