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Study on prediction for a film success using text mining (텍스트 마이닝을 활용한 영화흥행 예측 연구)

  • Lee, Sanghun;Cho, Jangsik;Kang, Changwan;Choi, Seungbae
    • Journal of the Korean Data and Information Science Society
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    • v.26 no.6
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    • pp.1259-1269
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    • 2015
  • Recently, big data is positioning as a keyword in the academic circles. And usefulness of big data is carried into government, a local public body and enterprise as well as academic circles. Also they are endeavoring to obtain useful information in big data. This research mainly deals with analyses of box office success or failure of films using text mining. For data, it used a portal site 'D' and film review data, grade point average and the number of screens gained from the Korean Film Commission. The purpose of this paper is to propose a model to predict whether a film is success or not using these data. As a result of analysis, the correct classification rate by the prediction model method proposed in this paper is obtained 95.74%.

Mixed-mode fatigue crack growth behaviors in 5083-H115 aluminum alloy (5083-H115 알루미늄 합금의 혼합 모우드 피로 균열성장 특성)

  • 옹장우;진근찬;이성근;김종배
    • Transactions of the Korean Society of Mechanical Engineers
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    • v.13 no.3
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    • pp.461-471
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    • 1989
  • For the mixed-mode crack problems the direction of crack growth, the crack path and the rational representation of fatigue crack growth rates should be studied to predict fatigue life and safety of structures. In this study, a round specimen which produce nearly identical effects in all loading directions is proposed to make an easy measurement of initial direction of crack growth. The mode I and mode II stress intensity factors of the specimen were calculated using finite element method, in which the square root singular stresses at the crack tip are modeled by means of four rectangular quarter-point eight-noded elements surrounding the crack tip. Experimental results for high strength aluminum alloy showed that the direction of mixed-mode crack growth agree well with maximum principal stress criterion as well as minimum strain energy density criterion, but not with maximum shear stress criterion. From data of fatigue crack growth rates using crack geometry projected on the line perpendicular to the loading direction it is easily established that mixed-mode fatigue crack growth in 5083-H115 aluminum alloy goes predominantly with mode I crack growth behaviors.

Analytical Comparison of Time-Dependent Mild-Slope Equations (시간의존 완경사방정식의 이론적 비교)

  • Lee, Chang-Hoon;James T. Kirby
    • Journal of Korean Society of Coastal and Ocean Engineers
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    • v.6 no.4
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    • pp.389-396
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    • 1994
  • We analyze existing time-dependent mild-slope equations, which were developed by Smith and Sprinks (1975) (or, equivalently, Radder and Dingemans (1985)) and Kubo et al. (1992), in terms of the dispersion relation and energy transport. One-dimensionally in the horizontal direction, we compare the modulation of wave amplitudes for the time-dependent mild-slope equations against the linear Scrodinger equation. In view of the dispersion relation and modulation of wave amplitudes, Smith and Sprinks' model is more accurate in shallower water (kh$\leq$0.2$\pi$) and satisfies the linear Scrodinger equation in very shallow water (kh>0.2$\pi$) and satisfies the linear Scrodinger equation at a point of intermediate water depth (kh=0.3$\pi$). In view of the energy transport, Kubo et al.'s model is more accurate but yields singular solutions at some higher frequency range.

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Adaptive MPSAM technology for Compensation of Rayleigh Fading Channels (레일레이 페이딩 채널 보상을 위한 적응형 MPSAM 기술)

  • Kim, Jeong-Su
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.11 no.11
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    • pp.4563-4567
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    • 2010
  • In this paper, the adaptive MPSAM is suggested in order to analyze and improve problems caused by the case of the impact of delay waves on Pilot Symbol Assisted Modulation (PSAM), a singular Pilot method. PSAM predicts and compensates amplitude and phases caused on fading channels, using the Pilot Symbol. In addition, the Basic method is not only analyzed but also grafted onto the suggested method properly; therefore, the performance could be improved. Comparing to the Basic method, the BER performance can be distinguished in case that the level of delay on delay waves with the suggested method goes below 0.7. On the other hand, the BER performance can be inferior due to a considerable effect of the adjacent symbol in the event that the level of delay on delay waves is worse. However, the BER performance is rather improved on the point where the level of delay on delay waves is serious because the Basic method uses reciprocal compensation. Hence, stable improvement can be expected in all areas which receive the influence of delay waves within one symbol once grafted onto the suggested method.

The Spatially Closed Universe

  • Park, Chan-Gyung
    • Journal of the Korean earth science society
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    • v.40 no.4
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    • pp.353-381
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    • 2019
  • The general world model for homogeneous and isotropic universe has been proposed. For this purpose, we introduce a global and fiducial system of reference (world reference frame) constructed on a (4+1)-dimensional space-time, and assume that the universe is spatially a 3-dimensional hypersurface embedded in the 4-dimensional space. The simultaneity for the entire universe has been specified by the global time coordinate. We define the line element as the separation between two neighboring events on the expanding universe that are distinct in space and time, as viewed in the world reference frame. The information that determines the kinematics of the geometry of the universe such as size and expansion rate has been included in the new metric. The Einstein's field equations with the new metric imply that closed, flat, and open universes are filled with positive, zero, and negative energy, respectively. The curvature of the universe is determined by the sign of mean energy density. We have demonstrated that the flat universe is empty and stationary, equivalent to the Minkowski space-time, and that the universe with positive energy density is always spatially closed and finite. In the closed universe, the proper time of a comoving observer does not elapse uniformly as judged in the world reference frame, in which both cosmic expansion and time-varying light speeds cannot exceed the limiting speed of the special relativity. We have also reconstructed cosmic evolution histories of the closed world models that are consistent with recent astronomical observations, and derived useful formulas such as energy-momentum relation of particles, redshift, total energy in the universe, cosmic distance and time scales, and so forth. The notable feature of the spatially closed universe is that the universe started from a non-singular point in the sense that physical quantities have finite values at the initial time as judged in the world reference frame. It has also been shown that the inflation with positive acceleration at the earliest epoch is improbable.

Noise Removal of Image Signals using Inflection Points on Histogram (히스토그램의 변곡점을 이용한 영상 신호의 잡음 제거)

  • Baek, Ji-Hyeon;Kim, Nam-Ho
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.24 no.11
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    • pp.1431-1436
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    • 2020
  • In modern society, various video devices such as CCTV and black boxes are used for convenience. However, noise is frequently generated in the process of transmitting and receiving video images and video signals photographed at night. If such noise is not eliminated, the problem that the image is difficult to identify is generated. Accordingly, noise elimination of images in the image information is an indispensable step. Salt and Pepper noises are typical impulse noises among image noises. Previous research has been carried out as a method for eliminating noise, and CWMF, MMF and A-TMF are typical methods. In common, such a filter exhibits excellent performance in a low-density noise area, but a disadvantage is that noise elimination performance in a high-density noise area is somewhat insufficient. Accordingly, the proposed algorithm uses the inflection point of the histogram graph to separate areas and remove singular points, and proposes a weighting filter utilizing histogram distribution. PSNR was used for objective judgment.

The Epistolary Novel and Samuel Richardson's Heroines: Female Writers and Readers of Letters

  • Chung, Ewha
    • Journal of English Language & Literature
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    • v.56 no.6
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    • pp.1067-1090
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    • 2010
  • The epistolary novel, as developed and refined by Samuel Richardson (1689-1761), is concerned with distinctly private experience and the morality of individuals-Richardson's heroine writers. In contrast to nineteenth-century novels, which explore their subjects through the overview of a narrator with a singular moral outlook, the epistolary narrative allows Richardson to examine the various different ways in which individuals/heroines interpret, mold, and respond to their experiences in writing. In this paper, I argue that the authorial voice of Richardson does not control the narrative but rather is present in the prefaces, character sketches, notes and occasional interjections between letters. Although there is little doubt as to whether Richardson intended to make a particular moral point or attempted to control the effect of his novels on his readers, the heroines and their letters dominate the novels so that they put the authorial suggestions in a different light, reducing the author's to one voice among several. Thus, Pamela's letters are exemplary for the vigor and intelligence with which they appear to be written, rather than for the imposed morality of their ghost writer-Richardson. Although Clarissa is of a different social class from Pamela, both heroines are united in their oppression as victims of a patriarchal society. In Clarissa's letters, the heroine's situation and experience are seen through her own writing in dialogue with that of her confidante Anna Howe, and in contrast to the writing of her oppressors. Clarissa, then, becomes a struggle between different discourses in which their genesis and effect, and the societies and individuals from which they come are implicitly suggested in Richardson's text. While Richardson may or may not be guilty of taking the writing of women and using it for his own ends, his epistolary novels represent a deliberate and bold attempt to shape the novel in a way conducive to his heroines and to women writers.

Haunting the London Streets: Virginia Woolf's Urban Travelogues Re-appraised

  • Choi, Young Sun
    • Journal of English Language & Literature
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    • v.55 no.3
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    • pp.415-427
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    • 2009
  • Woolf s preoccupation with the interplay between gender, commercialism, and the modern city is exposed in higher relief by her feminist remapping of the city through a discourse of fl nerie, which is epitomized in her singular urban travelogues such as Street Haunting and The London Scene essays. A fanatical London-adventurer herself, she assumes the persona of the fl neuse in exploring the street of modern London and especially the public sphere of the marketplace, as represented in Oxford Street Tide. Living and working in the quarter of Bloomsbury, in close proximity to the capital s famous sites of tourism, entertainment, and mass consumption, Woolf was placed at the heart of urban spectacle. In spite of the lack of critical analysis of this high-profile writer s interest in such quotidian matters as shopping, fashion and appearance, which would be informed by a hierarchy of value within literary criticism, it seems that they are inextricably intertwined with her quest into more serious-minded topics that revolve around the twin pillars of her literary project: feminism and modernism. Her essays, in particular, suggest this point in one way or another, mirroring her extraordinary susceptibility to such concerns. For Woolf, street sauntering is synonymous with an act of creative mobility, by which she plays with the notion of shifting identities, rediscovers the urban rarities and splendors, and ultimately pins them down in her literary output. By adopting the identity of a masterly rambler/observer/explorer with an omnipotent gaze, she firmly anchors herself as an active interpreter of urban modernity and viewer of its spectacle. She thus challenges the idea of public space as a male domain, which is central to the classic androcentric discourse of loitering, spectatorship and urban modernity.

A Numerical Solution Method of the Boundary Integral Equation -Axisymmetric Flow- (경계적분방정식의 수치해법 -축대칭 유동-)

  • Chang-Gu,Kang
    • Bulletin of the Society of Naval Architects of Korea
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    • v.27 no.3
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    • pp.38-46
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    • 1990
  • A numerical solution method of the boundary integral equation for axisymmetric potential flows is presented. Those are represented by ring source and ring vorticity distribution. Strengths of ring source and ring vorticity are approximated by linear functions of a parameter $\zeta$ on a segment. The geometry of the body is represented by a cubic B-spline. Limiting integral expressions as the field point tends to the surface having ring source and ring vorticity distribution are derived upto the order of ${\zeta}ln{\zeta}$. In numerical calculations, the principal value integrals over the adjacent segments cancel each other exactly. Thus the singular part proportional to $\(\frac{1}{\zeta}\)$ can be subtracted off in the calculation of the induced velocity by singularities. And the terms proportional to $ln{\zeta}$ and ${\zeta}ln{\zeta}$ can be integrated analytically. Thus those are subtracted off in the numerical calculations and the numerical value obtained from the analytic integrations for $ln{\zeta}$ and ${\zeta}ln{\zeta}$ are added to the induced velocity. The four point Gaussian Quadrature formula was used to evaluate the higher order terms than ${\zeta}ln{\zeta}$ in the integration over the adjacent segments to the field points and the integral over the segments off the field points. The root mean square errors, $E_2$, are examined as a function of the number of nodes to determine convergence rates. The convergence rate of this method approaches 2.

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Representation of ambiguous word in Latent Semantic Analysis (LSA모형에서 다의어 의미의 표상)

  • 이태헌;김청택
    • Korean Journal of Cognitive Science
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    • v.15 no.2
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    • pp.23-31
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    • 2004
  • Latent Semantic Analysis (LSA Landauer & Dumais, 1997) is a technique to represent the meanings of words using co-occurrence information of words appearing in he same context, which is usually a sentence or a document. In LSA, a word is represented as a point in multidimensional space where each axis represents a context, and a word's meaning is determined by its frequency in each context. The space is reduced by singular value decomposition (SVD). The present study elaborates upon LSA for use of representation of ambiguous words. The proposed LSA applies rotation of axes in the document space which makes possible to interpret the meaning of un. A simulation study was conducted to illustrate the performance of LSA in representation of ambiguous words. In the simulation, first, the texts which contain an ambiguous word were extracted and LSA with rotation was performed. By comparing loading matrix, we categorized the texts according to meanings. The first meaning of an ambiguous wold was represented by LSA with the matrix excluding the vectors for the other meaning. The other meanings were also represented in the same way. The simulation showed that this way of representation of an ambiguous word can identify the meanings of the word. This result suggest that LSA with axis rotation can be applied to representation of ambiguous words. We discussed that the use of rotation makes it possible to represent multiple meanings of ambiguous words, and this technique can be applied in the area of web searching.

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