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Sentiment Classification of Movie Reviews using Levenshtein Distance (Levenshtein 거리를 이용한 영화평 감성 분류)

  • Ahn, Kwang-Mo;Kim, Yun-Suk;Kim, Young-Hoon;Seo, Young-Hoon
    • Journal of Digital Contents Society
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    • v.14 no.4
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    • pp.581-587
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    • 2013
  • In this paper, we propose a method of sentiment classification which uses Levenshtein distance. We generate BOW(Bag-Of-Word) applying Levenshtein daistance in sentiment features and used it as the training set. Then the machine learning algorithms we used were SVMs(Support Vector Machines) and NB(Naive Bayes). As the data set, we gather 2,385 reviews of movies from an online movie community (Daum movie service). From the collected reviews, we pick sentiment words up manually and sorted 778 words. In the experiment, we perform the machine learning using previously generated BOW which was applied Levenshtein distance in sentiment words and then we evaluate the performance of classifier by a method, 10-fold-cross validation. As the result of evaluation, we got 85.46% using Multinomial Naive Bayes as the accuracy when the Levenshtein distance was 3. According to the result of the experiment, we proved that it is less affected to performance of the classification in spelling errors in documents.

An Experimental Study on the Shear Behavior of Composite Slabs Using Newly Developed Flat Deck-Plate(ACE-DECK) (신개발된 평데크플레이트(ACE-DECk)를 이용한 합성술래브의 전단거동에 관한 실험적 연구)

  • Heo, Byung-wook;Yang, Myung-Sook;Bae, Kyu-woong;Oh, Sang-Hoon
    • Journal of Korean Society of Steel Construction
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    • v.13 no.3
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    • pp.255-263
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    • 2001
  • Longitudinal shear failure is the most common failure-type in composite slabs. In this paper, the shear-connection behavior of composite slabs with a particular profiled steel sheeting, so called ACE-DECK, having a depth of 60mm is studied experimentaly. Twenty two pull-out test specimens of different shapes, concrete topping thickness, and different steel sheeting thickness are carried out. It is founded that the shear connection behavior of composite slabs are not affected significantly in the steel sheeting thickness and concrete topping thickness. A new type of profiled steel sheeting is more effective in shear-bond strength that of existing flat-type deck plate, which can offer longitudinal shear strength in composite slope up to $3.6kgf/cm^2$

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An Experimantal Study on the Flexible Capacity of New Shape Flat Deck Plate(ACE-DECK) for Using Composite Slabs Systems. (신형상의 합성용 평데크플래이트(ACE-DECk)의 휨성능에 대한 실험적 연구)

  • Oh, Sang-Hoon;Jang, In-wha;Bae, Kyu-woong;Heo, Byung-wook;Yang, Myung-sook
    • Journal of Korean Society of Steel Construction
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    • v.13 no.3
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    • pp.265-277
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    • 2001
  • This paper present a study on the flexural behavior of composite slabs using the flat-type profiled(ACE-DECK) steel deck plate which are developed recently. Forty eight composite slabs with different thickness, span, shear span and deck profile were tested to evaluate the flexural capacity and compared to the existing traperzodial deck profiles (KEM, ALPHA-DECK) According to the experiment results, flat-type profiled steel deck plate indicates more excellent capacity than existing traperzodial deck profiles in strength, stiffness, and ductility. The equation proposed by ASCE code for the effective moment of inertia are more acceptable than the equation proposed by ACI code. Thus, in this paper, test results are summarized by strength, stiffness, and deformation capacity for the specimens.

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Consequentiality and Hypothetical Bias in Contingent Valuation Method: An Experimental Investigation (가상가치평가법에서의 결과수렴성과 가상편의)

  • Lee, Jinkwon;Hwang, Uk
    • Environmental and Resource Economics Review
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    • v.29 no.1
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    • pp.1-22
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    • 2020
  • While contingent valuation method (CVM) has been widely used for non-market valuations, it has been argued that it may suffer from hypothetical bias. However, if CVM respondents believe that their responses could affect the real consequence, the method could satisfy consequentiality. If a CVM satisfies a sufficiently high consequentiality, hypothetical bias could disappear as shown by some previous studies. In this study, we experimentally compare the willingness to pay (WTP) for donation of a relatively high consequentiality group with that of a relatively low consequentiality group for Korean university students. We find that both the existence probability and the size of hypothetical bias are lower for the high consequentiality group. This result implies that a CVM for a real policy including environmental policies could be free from hypothetical bias because its consequentiality would be relatively high, and warrants a future field study investigating the effect of consequentiality on hypothetical bias.

An Analysis on Optimal Port Operation for New International Passenger Terminal Using Conjoint Analysis: Focusing on Incheon Port (컨조인트분석을 활용한 신국제여객터미널 최적 항만운영 방안에 관한 연구-인천항을 중심으로)

  • Yoo, Sung-Jai;Cha, Young-Doo;Yeo, Gi-Tae
    • Journal of Navigation and Port Research
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    • v.41 no.1
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    • pp.17-24
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    • 2017
  • This study uses Conjoint Analysis to study optimal port operations at the newly built International P assenger Terminal (IPT) at Inchon Port, Korea. The perceptions of users, operators, and the Incheon Port Authority are compared and analyzed. The results of user Conjoint Analysis showed that rent calculation method was the most important factor in the NIPT operation plan, followed by establishing automation and the size of the site area. For the Incheon Port Authority and operators, the rent calculation method turned out to be the most important factor for NIPT operation plans. It was followed by establishing automation and the site area. Utility results showed the "investment cost preservation method" to have the highest rent calculation utility, "yard automation" as the priority, and "43,000 pyeong-48,000 pyeong" as the optimal site area.

Optimal Design of flat rolling about Lead Wire for Productivity Improvement (리드용 와이어의 생산성 향상을 위한 평압연 최적설계)

  • Park, Chang Hyung;Kim, Jin Ho
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.18 no.5
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    • pp.29-34
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    • 2017
  • In this paper, we report a method of improving the productivity of lead wire fabricated through the rolling process by increasing its linear velocity. The most important point to consider when raising the linear velocity is that the original specifications must still be adhered to. In other words, the dimensional tolerance must be satisfied when increasing the linear velocity of the wire without causing cracks. However, if the linear velocity of the wire is increased, the degree of reduction must also be increased, which causes more damage to the wire and increases the load on its surface. Therefore, we studied a three step rolling process which can satisfy the specifications of the wire produced through the two step rolling process and improve the productivity. In this study, only the roll gap of the three-stage rolling roller is assumed to be a variable, while the other conditions are the same as the field conditions. In addition, through the PIANO (Process Integration, Design and Optimization) tool, the (optimum?) surface roughness and maximum stress are maintained.