• Title/Summary/Keyword: Timeseries analysis

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A Study on the effects of prefrontal lobe neurofeedback training on the corelation of children by timeseries linear analysis (시계열 선형분석을 통한 유아들의 좌우뇌균형에 전전두엽 뉴로피드백 훈련이 미치는 영향 연구)

  • Bak, Ki-Ja;Park, Pyung-Woon;Ahn, Sang-Kyun
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.10 no.7
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    • pp.1673-1679
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    • 2009
  • This study was to examine the effectiveness of prefrontal Neurofeedback training by observing the pre and post brainwave measurement results of about Y kindergarten kids 50 (experimental group 25.comparative group 25) subjects who have shown corelation, in between the months of Mar. 2008 and Nov. 2008. As the brainwaves are adjusted by timeseries linear analysis, the result confirmed the differences of both corelation. The result of the study suggest Neurofeedback technique's possibility in positively affecting the subjects' corelation and mental state.

A Reserch on the Effect Neurofeedback Traing before & After About Emotional and Attention Deficit Characteristics by Timeseries Linear Analysis : for Primary Student (시계열 선형 분석을 통한 뉴로피드백 훈련 전, 후의 주의력 결핍 성향과 정서적 성향에 미치는 영향에 관한 연구)

  • Bak, Ki-Ja;Park, Pyung-Woon;Yi, Seon-Gyu
    • Journal of Information Technology Applications and Management
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    • v.14 no.4
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    • pp.43-59
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    • 2007
  • The purpose of the study was to examine the effectiveness of Neuro Feedback training by observing the pre and post brainwave measurement results of about 50 (experimental group 25. comparative group 25) subjects who have shown psychological difficulties in studying. attention deficit, and personalities. The study took place at Neuro Feedback training Center B. in between the months of July 2006 and May 2007. The methodology involved in the study included the Coloring Analysis Program of the Brain Quotient Test. As the brain waves are adjusted by timeseries linear analysis. the brain function quotients can reflect the functional states of the brain. Through the test, three parameters relaxation, attention and concentration-were initially measured for one minute each and the lowest parameter out of the three was selected as the training mode or improvement target. The training took place two or three times a week. for about 40 to 60 minutes per session. Because the clients have come to the training center at different times. the researcher sampled the results of only those who had attended more than 30 training sessions. The tool used to measure the psychological reaction was POMS (Profile of Mood State). while the tool used to measure the emotional and attention-deficit characteristics was the Amen Clinic ADD Type questionnaire. Hypothesis testing included t-test. The result of the study showed the Theta: SMR ratio of (left)p = .013. (right) p = .019. The result also confirmed the differences of both ATQ(left) p = .011. (right)p = .030 and SQ(left) p = .017. (right) p = .022. The result confirmed of emotional p = .000. attention-deficit characteristics p = .000. The result of the study suggest Neuro Feedback technique's possibility in positively affecting the subjects' mental state and attention-deficit characteristics.

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Fault Diagnosis of Ball Bearing using Correlation Dimension (상관차원에 의한 볼베어링 고장진단)

  • 김진수;최연선
    • Proceedings of the Korean Society for Noise and Vibration Engineering Conference
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    • 2004.05a
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    • pp.979-984
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    • 2004
  • The ball bearing having faults generally shows, nonlinear vibration characteristics. For the effective method of fault diagnosis on bail bearing, non-linear diagnostic methods can be used. In this paper, the correlation dimension analysis based on nonlinear timeseries was applied to diagnose the faults of ball bearing. The correlation dimension analysis shows some Intrinsic information of underlying dynamical systems, and clear the classification of the fault of ball bearing.

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Design a Realtime Network Traffic Prediction System based on Timeseries Analysis (시계열 분석을 이용한 실시간 네트워크 트래픽 예측 시스템의 설계)

  • Jung, Sang-Joon;Kwon, Young-Hun;Choi, Hyck-Su;Kim, Chong-Gun
    • Proceedings of the Korea Information Processing Society Conference
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    • 2001.10b
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    • pp.1323-1326
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    • 2001
  • 서브네트워크에서 실시간으로 통신 트래픽을 감시하고, 트래픽 정보를 바탕으로 시계열 분석을 이용해 트래픽의 변화추이를 예측할 수 있는 시스템을 설계 및 구현한다. SNMP를 이용한 MIB-II 정보를 바탕으로 하는 분석 방법은 누적 데이터를 기본으로 하는 관리 방법으로 이상 징후의 판단이 실시간 감시에는 적합하지 않은 점이 있다. 따라서, 본 논문에서는 실시간 트래픽 감시를 위해 서브네트워크에 들어오거나 나가는 트래픽의 양을 측정하여 분석하고, 이 정보를 바탕으로 특정 시점 이후의 트래픽 추이를 시계열 분석 방법을 이용하여 미래의 트래픽 양을 예측하는 알고리즘을 시스템으로 구현한다. 예측 알고리즘으로는 AR, MA, ARMA, ARIMA 모델중에 평균 제곱 오차를 최소로 가지는 알고리즘을 선택하여 예측하도록 설계한다. 개발되는 시스템을 망 관리자가 전체 통신 네트워크의 부하 상태를 예상할 수 있게 하여 신속하고 예방적인 대응을 할 수 있다.

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Efficient Maintenance of Data Cubes for Large-scale, Timeseries Data Analysis Systems (대용량 시계열 데이터 분석 시스템에서 효과적인 데이터 큐브의 관리)

  • Yang, Hae-Mi;Son, Ji-Hoon;Chung, Yon-Dohn
    • Proceedings of the Korean Information Science Society Conference
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    • 2012.06c
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    • pp.13-15
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    • 2012
  • 최근 다양한 서비스가 등장하면서 폭발적으로 증가하는 데이터로 인해 이를 처리하고 분석하기 위한 대용량 처리 및 분석 시스템이 제안되고 있다. 본 논문에서는 이러한 시스템에서 효율적인 데이터 큐브관리 방법을 제안한다. 실험을 통해 제안한 방법이 대용량 시계열 데이터 처리 및 분석 시스템에서 중요한 질의 처리 시간을 단축시키는 것을 보였다.

Analysis of Global Media Reporting Trends for K-fashion -Applying Dynamic Topic Modeling- (K 패션에 대한 글로벌 미디어 보도 경향 분석 -다이내믹 토픽 모델링(Dynamic Topic Modeling)의 적용-)

  • Hyosun An;Jiyoung Kim
    • Journal of the Korean Society of Clothing and Textiles
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    • v.46 no.6
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    • pp.1004-1022
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    • 2022
  • This study seeks to investigate K-fashion's external image by examining the trends in global media reporting. It applies Dynamic Topic Modeling (DTM), which captures the evolution of topics in a sequentially organized corpus of documents, and consists of text preprocessing, the determination of the number of topics, and a timeseries analysis of the probability distribution of words within topics. The data set comprised 551 online media articles on 'Korean fashion' or 'K-fashion' published on Google News between 2010 and 2021. The analysis identifies seven topics: 'brand look and style,' 'lifestyle,' 'traditional style,' 'Seoul Fashion Week (SFW) event,' 'model size,' 'K-pop,' and 'fashion market,' as well as annual topic proportion trends. It also explores annual word changes within the topic and indicates increasing and decreasing word patterns. In most topics, the probability distribution of the word 'brand' is confirmed to be on the increase, while 'digital,' 'platform,' and 'virtual' have been newly created in the 'SFW event' topic. Moreover, this study confirms the transition of each K-fashion topic over the past 12 years, along with various factors related to Hallyu content, traditional culture, government support, and digital technology innovation.

The Power Spectral Estimation of Heart Rate Variability using Lomb-Scargle's algorithm (Lomb-Scargle알고리즘에 의한 심박변동의 파워스펙트럼 추정)

  • Shin, K.S.;Jeong, K.S.;Choi, S.J.;Lee, J.W.;Lee, M.H.
    • Proceedings of the KOSOMBE Conference
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    • v.1997 no.05
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    • pp.275-278
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    • 1997
  • Standard methods estimating the power spectral density(PSD) from an irregularly sampled cardiac event series require deriving a new evenly-spaced signal applicable to those methods. To avoid that requirement, in this study, the power spectrum of heart rate variability was estimated by Lomb-Scargle's algorithm, which is a means of obtaining PSD estimates directly from irregularly sampled timeseries observed in astronomy. To assess the performance of Lomb-Scargle algorithm in the power spectral analysis of heart rate variability, it was applied to various cardiac event series derived through integral pulse frequency modulation model(IPFM) simulation and from real ECG signals, and the resultant power spectra was compared with those obtained by a conventional method based on the FFT. In result, it is concluded that Lomb-Scargle's periodogram is very effective in the power spectral analysis of heart rate variability, especially in the presence of arrhythmia and/or dropouts of cardiac events.

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Research on the Effect of BGA Education Program on Brain Development -for kids- (BGA 교육 프로그램이 뇌 발달에 미치는 효과성 연구 -유아대상-)

  • Hong, Yang-Pyo;Bak, Ki-Ja
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.12 no.8
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    • pp.3497-3502
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    • 2011
  • This study was to examine the effectiveness of BGA education program by observing the pre and post brainwave measurement results of about W, S city kindergarten kids 200 (experimental group 100. comparative group 100) subjects who have shown brain quotient, in between the months of Jul. 2010 and Dec. 2010. As the brainwaves are adjusted by timeseries linear analysis, the result confirmed the differences of both brain quotient. The result of the study suggest BGA education program possibility in positively affecting the subjects' brain development.

Research on the Effect of Neurofeedback Training on Self Directed Learning Ability of Middle Student (뉴로피드백 훈련이 중학생들의 자기주도학습 능력에 미치는 영향 연구)

  • Ahn, Sang-Kyun
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.12 no.8
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    • pp.3486-3491
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    • 2011
  • This study aims to identify the effect of neurofeedback training by observing the pre and post brainwave measurement results of about 60(experimental group 30, control group 30) subjects who have shown self directed learning ability. The study took place at neuro-training center B, in between the months of Jan. 2010 and Jul. 2010. As the brainwaves are adjusted by timeseries linear analysis. The result confirmed the differences of both self regulation quotient, training protocol, and questionnaire. The result of the study suggest neurofeedback technique's possibility in positively affecting the subjects' self directed learning ability.

A study on the effect prefrontal lobe neurofeedback traing on kids about master ability (전전두엽 뉴로피드백 훈련이 유아들의 습득도에 미치는 영향 연구)

  • Bak, Ki-Ja
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.12 no.6
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    • pp.2548-2553
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    • 2011
  • This study was to examine the effectiveness of prefrontal Neurofeedback training by observing the pre and post brainwave measurement results of about W kindergarten kids 52 (experimental group 26. comparative group 26) subjects who have shown brain quotient and master ability, in between the months of Mar. 2010 and Nov. 2010. As the brainwaves are adjusted by timeseries linear analysis, the result confirmed the differences of both brain quotient and master ability. The result of the study suggest Neurofeedback technique's possibility in positively affecting the subjects' brain quotient and master ability.