• Title/Summary/Keyword: Visualized analysis

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Positioning of Smart Speakers by Applying Text Mining to Consumer Reviews: Focusing on Artificial Intelligence Factors (텍스트 마이닝을 활용한 스마트 스피커 제품의 포지셔닝: 인공지능 속성을 중심으로)

  • Lee, Jung Hyeon;Seon, Hyung Joo;Lee, Hong Joo
    • Knowledge Management Research
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    • v.21 no.1
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    • pp.197-210
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    • 2020
  • The smart speaker includes an AI assistant function in the existing portable speaker, which enables a person to give various commands using a voice and provides various offline services associated with control of a connected device. The speed of domestic distribution is also increasing, and the functions and linked services available through smart speakers are expanding to shopping and food orders. Through text mining-based customer review analysis, there have been many proposals for identifying the impact on customer attitudes, sentiment analysis, and product evaluation of product functions and attributes. Emotional investigation has been performed by extracting words corresponding to characteristics or features from product reviews and analyzing the impact on assessment. After obtaining the topic from the review, the effect on the evaluation was analyzed. And the market competition of similar products was visualized. Also, a study was conducted to analyze the reviews of smart speaker users through text mining and to identify the main attributes, emotional sensitivity analysis, and the effects of artificial intelligence attributes on product satisfaction. The purpose of this study is to collect blog posts about the user's experiences of smart speakers released in Korea and to analyze the attitudes of customers according to their attributes. Through this, customers' attitudes can be identified and visualized by each smart speaker product, and the positioning map of the product was derived based on customer recognition of smart speaker products by collecting the information identified by each property.

Social Network Analysis and Its Applications for Authors and Keywords in the JKSS

  • Kim, Jong-Goen;Choi, Soon-Kuek;Choi, Yong-Seok
    • Communications for Statistical Applications and Methods
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    • v.19 no.4
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    • pp.547-558
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    • 2012
  • Social network analysis is a graphical technique to search the relationships and characteristics of nodes (people, companies, and organizations) and an important node for positioning a visualized social network figure; however, it is difficult to characterize nodes in a social network figure. Therefore, their relationships and characteristics could be presented through an application of correspondence analysis to an affiliation matrix that is a type of similarity matrix between nodes. In this study, we provide the relationships and characteristics around authors and keywords in the JKSS(Journal of the Korean Statistical Society) of the Korean Statistical Society through the use of social network analysis and correspondence analysis.

A Quantitative Approach to a Similarity Analysis on the Culinary Manuscripts in the Chosun Periods (계량적 접근에 의한 조선시대 필사본 조리서의 유사성 분석)

  • Lee, Ki-Hwang;Lee, Jae-Yun;Paek, Doo-Hyun
    • Language and Information
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    • v.14 no.2
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    • pp.131-157
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    • 2010
  • This article reports an attempt to perform a similarity analysis on a collection of 25 culinary manuscripts in Chosun periods using a set of quantitative text analysis methods. Historical culinary texts are valuable resources for linguistic, historic, and cultural studies. We consider the similarity of two texts as the distributional similarities of the functional components of the texts. In the case of culinary texts, text elements such as food names, cooking methods, and ingredients are regarded as functional components. We derive the similarity information from the distributional characteristics of the two key functional components, cooking methods and ingredients. The results are also quantified and visualized to achieve a better understanding of the properties of the individual texts and the collection of the texts as a whole.

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Energy Absorption Mechanism of Glass/Epoxy 3-D braided structure in Low Velocity Impact Test (유리/에폭시 3차원 브레이드 복합재료의 저속 충격 에너지 흡수기구)

  • Joo Ki Ho;Sul In Hwan;Kim Soo Chang;Kang Tae Jin
    • Proceedings of the Korean Society For Composite Materials Conference
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    • 2004.10a
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    • pp.167-170
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    • 2004
  • In order to investigate the impact behaviors of 3-D braided glass/epoxy composites, the energy profiles and damage area were compared to the laminates of similar volume fraction and composition. The energy profiles showed different characteristics from each other which indicates they have distict energy absorption mechanisms. The image analysis on the damage projections visualized the crack propagation paths along the fiber direction.

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A Quantitative Visualization of Mixed Convection in Parallel Plates Using PIV (PIV를 이용한 평행평판 내의 혼합대류의 정량적 가시화)

  • 박일용;배대석
    • Journal of Advanced Marine Engineering and Technology
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    • v.28 no.3
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    • pp.509-515
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    • 2004
  • The PIV(Particle Image Velocimetry) with liquid crystal tracers is used for visualizing and analysis of the mixed convection in the parallel plates with the upper part cooled and the lower part heated. It is found that the flow pattern of mixed convection in the parallel plates can be classified into three patterns which was affected by Reynolds number. Also, the periodic nature is confirmed, and visualized in experiment.

Flow visualization and analysis of wake behind a sinusoidal cylinder

  • Nguyen A.T.;Lee S. J.
    • 한국가시화정보학회:학술대회논문집
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    • 2003.11a
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    • pp.31-34
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    • 2003
  • The near wake behind a sinusoidal cylinder has been investigated quantitatively using hot-wire anemometer and qualitative. The mean velocity and turbulence intensity were measured in streamwise and spanwise direction. The results show that the wake in the saddle plane has a longer vortex formation region and rapid reversed flow than that in nodal plane. The elongated vortex formation region of sinusoidal cylinder is related with drag reduction. In addition, the flow visualized with particle tracing method support the flow characteristics of sinusoidal cylinder measured by hot-wire.

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The Analysis of Electrostatic Contour Distribution in a Polymer Electret Acoustic Sensor Using Finite Element Method (유한요소법을 이용한 고분자 일렉트렛트 음향센서의 전위분포 해석)

  • Jang, In-Beom;Lee, Su-Kil;Jung, Il-Hyung;Lee, Joon-Ung
    • Proceedings of the KIEE Conference
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    • 1995.11a
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    • pp.398-400
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    • 1995
  • In this Study, the Electrostatic Coutour Distribution in Polymer Electret Acoustic Sensor is calculated using Finite Element Method. As a result, the Electrostatic Countour Distribution is visualized and the design modification could be processed.

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A Study on Bubbly flow using PIV Measurement

  • Bae, Dae-Seok
    • Proceedings of the Korean Society of Marine Engineers Conference
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    • 2000.11a
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    • pp.50-54
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    • 2000
  • The partical-image-velocimetry with liquid crystal tracers is used for visualizing and analysis of the bubbly flow in a vertical temperature gradient. This method allows simultaneous measurement of velocity and temperature flow fields at a given instant of time. Quantitative data of velocity were obtained by applying the MQD technique to visualized image. The paper describes the method, and presents the transient velocity patterns of bubbly flow.

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Improvement of SOM using Stratification

  • Jun, Sung-Hae
    • International Journal of Fuzzy Logic and Intelligent Systems
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    • v.9 no.1
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    • pp.36-41
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    • 2009
  • Self organizing map(SOM) is one of the unsupervised methods based on the competitive learning. Many clustering works have been performed using SOM. It has offered the data visualization according to its result. The visualized result has been used for decision process of descriptive data mining as exploratory data analysis. In this paper we propose improvement of SOM using stratified sampling of statistics. The stratification leads to improve the performance of SOM. To verify improvement of our study, we make comparative experiments using the data sets form UCI machine learning repository and simulation data.

A Study on Bubbly Flow using PIV Measurement (PIV 법을 이용한 기포유동에 관한 연구)

  • 배대석;권오봉
    • Journal of Advanced Marine Engineering and Technology
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    • v.25 no.4
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    • pp.898-903
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    • 2001
  • The particle image velocimetry with liquid crystal tracers is used for visualizing and analysis of the bubbly flow in a vertical temperature gradient. This method allows simultaneous measurement of velocity and temperature field at a given instant of time Quantitative data of velocity were obtained by applying the MQD technique to visualized image. The paper describes the method, and presents the transient velocity patterns of bubbly flow.

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