• Title/Summary/Keyword: Input-feeding

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End-to-end Document Summarization using Copy Mechanism and Input Feeding (Copy Mechanism과 Input Feeding을 이용한 End-to-End 한국어 문서요약)

  • Choi, Kyoungho;Lee, Changki
    • 한국어정보학회:학술대회논문집
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    • 2016.10a
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    • pp.56-61
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    • 2016
  • 본 논문에서는 Sequence-to-sequence 모델을 생성요약의 방법으로 한국어 문서요약에 적용하였으며, copy mechanism과 input feeding을 적용한 RNN search 모델을 사용하여 시스템의 성능을 높였다. 인터넷 신문기사를 수집하여 구축한 한국어 문서요약 데이터 셋(train set 30291 문서, development set 3786 문서, test set 3705문서)으로 실험한 결과, input feeding과 copy mechanism을 포함한 모델이 형태소 기준으로 ROUGE-1 35.92, ROUGE-2 15.37, ROUGE-L 29.45로 가장 높은 성능을 보였다.

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End-to-end Korean Document Summarization using Copy Mechanism and Input-feeding (복사 방법론과 입력 추가 구조를 이용한 End-to-End 한국어 문서요약)

  • Choi, Kyoung-Ho;Lee, Changki
    • Journal of KIISE
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    • v.44 no.5
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    • pp.503-509
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    • 2017
  • In this paper, the copy mechanism and input feeding are applied to recurrent neural network(RNN)-search model in a Korean-document summarization in an end-to-end manner. In addition, the performances of the document summarizations are compared according to the model and the tokenization format; accordingly, the syllable-unit, morpheme-unit, and hybrid-unit tokenization formats are compared. For the experiments, Internet newspaper articles were collected to construct a Korean-document summary data set (train set: 30291 documents; development set: 3786 documents; test set: 3705 documents). When the format was tokenized as the morpheme-unit, the models with the input feeding and the copy mechanism showed the highest performances of ROUGE-1 35.92, ROUGE-2 15.37, and ROUGE-L 29.45.

Korean Semantic Role Labeling using Input-feeding RNN Search Model with CopyNet (Input-feeding RNN Search 모델과 CopyNet을 이용한 한국어 의미역 결정)

  • Bae, Jangseong;Lee, Changki
    • 한국어정보학회:학술대회논문집
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    • 2016.10a
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    • pp.300-304
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    • 2016
  • 본 논문에서는 한국어 의미역 결정을 순차열 분류 문제(Sequence Labeling Problem)가 아닌 순차열 변환 문제(Sequence-to-Sequence Learning)로 접근하였고, 구문 분석 단계와 자질 설계가 필요 없는 End-to-end 방식으로 연구를 진행하였다. 음절 단위의 RNN Search 모델을 사용하여 음절 단위로 입력된 문장을 의미역이 달린 어절들로 변환하였다. 또한 순차열 변환 문제의 성능을 높이기 위해 연구된 인풋-피딩(Input-feeding) 기술과 카피넷(CopyNet) 기술을 한국어 의미역 결정에 적용하였다. 실험 결과, Korean PropBank 데이터에서 79.42%의 레이블 단위 f1-score, 71.58%의 어절 단위 f1-score를 보였다.

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End-to-end Document Summarization using Copy Mechanism and Input Feeding (Copy Mechanism과 Input Feeding을 이용한 End-to-End 한국어 문서요약)

  • Choi, Kyoungho;Lee, Changki
    • Annual Conference on Human and Language Technology
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    • 2016.10a
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    • pp.56-61
    • /
    • 2016
  • 본 논문에서는 Sequence-to-sequence 모델을 생성요약의 방법으로 한국어 문서요약에 적용하였으며, copy mechanism과 input feeding을 적용한 RNN search 모델을 사용하여 시스템의 성능을 높였다. 인터넷 신문기사를 수집하여 구축한 한국어 문서요약 데이터 셋(train set 30291 문서, development set 3786 문서, test set 3705문서)으로 실험한 결과, input feeding과 copy mechanism을 포함한 모델이 형태소 기준으로 ROUGE-1 35.92, ROUGE-2 15.37, ROUGE-L 29.45로 가장 높은 성능을 보였다.

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Korean Semantic Role Labeling using Input-feeding RNN Search Model with CopyNet (Input-feeding RNN Search 모델과 CopyNet을 이용한 한국어 의미역 결정)

  • Bae, Jangseong;Lee, Changki
    • Annual Conference on Human and Language Technology
    • /
    • 2016.10a
    • /
    • pp.300-304
    • /
    • 2016
  • 본 논문에서는 한국어 의미역 결정을 순차열 분류 문제(Sequence Labeling Problem)가 아닌 순차열 변환 문제(Sequence-to-Sequence Learning)로 접근하였고, 구문 분석 단계와 자질 설계가 필요 없는 End-to-end 방식으로 연구를 진행하였다. 음절 단위의 RNN Search 모델을 사용하여 음절 단위로 입력된 문장을 의미역이 달린 어절들로 변환하였다. 또한 순차열 변환 문제의 성능을 높이기 위해 연구된 인풋-피딩(Input-feeding) 기술과 카피넷(CopyNet) 기술을 한국어 의미역 결정에 적용하였다. 실험 결과, Korean PropBank 데이터에서 79.42%의 레이블 단위 f1-score, 71.58%의 어절 단위 f1-score를 보였다.

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A Quarter-Wavelength Open Circuited Microstripline Slot Array ($\lambda$g/4 개방 마이크로스트립 선로 스로트의 배열)

  • 배정이
    • Journal of the Korean Institute of Telematics and Electronics
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    • v.19 no.6
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    • pp.80-83
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    • 1982
  • A quarter-wavelength open circuited microstripline slot array is realized at X-band froquency. The optimal feeding point is experimentally determined. The input impedance of the slot array for various frequencies and its radiation pattern are measured. The bandwidth of the slot array is increased by using the 4$\times$4 elements which are slightly different in length and feeding network which is suggested in this papers.

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Development of Apple Color Sorting Algorithm using Neural Network (신경회로망을 이용한 사과의 색택선별 알고리즘 개발에 관한 연구)

  • 이수희;노상하;이종환
    • Journal of Biosystems Engineering
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    • v.20 no.4
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    • pp.376-382
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    • 1995
  • This study was intended to develop more reliable fruit sorting algorithm regardless of the feeding positions of fruits by using the neural network in which various information could be included as input data. Specific objectives of this study were to select proper input units in the neural network by investigating the features of input image, to analyze the sorting accuracy of the algorithm depending on the feeding positions of Fuji apple and to evaluate the performance of the algorithm for practical usage. the average value in color grading accuracy was 90%. Based on the computing time required for color grading, the maximum sorting capacity was estimated to approximately 10, 800 apples per hours. Finally, it is concluded that the neuro-net based color sorting algorithm developed in this study has feasibility for practical usage.

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Analysis of Rectangular Microstrip Patch Antennas with the Multilayered Structure and the Electromagnetically Coupled Feed Structure (다층구조와 전자장결합 급전구조를 갖는 사각형 마이크로스트립 패치안테나의 해석)

  • 정문희;남상욱
    • Journal of the Korean Institute of Telematics and Electronics A
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    • v.31A no.2
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    • pp.18-25
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    • 1994
  • In this papaer, the input impedance of the rectangular microstrip patch antennas with the multilayered structure is analysed by using the moment method technique in the spectral domain. The analysis is carried out for two different feeding structures : directfeeding structure and electromagnetic-feeding structure. In order to obtain the accurate input impedance, the current distribution on the microstrip feed line is modeled by the quasi-TEM travelling wave and the PWS(piecewise sinusoidal) mode. The input impedances of the designed microstrip antennas are measured and compared with the calculation. which shows a good agreement.

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Effect of Reaction Conditions on Crystals in the Reaction Crystallization of Lanthanum Oxalate (란타늄 옥살레이트 반응성 결정화에서 반응조건에 따른 결정입자 연구)

  • Kim, Hong-Ju;Kim, Woon-Soo;Kim, Woo-Sik
    • Applied Chemistry for Engineering
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    • v.9 no.7
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    • pp.1004-1010
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    • 1998
  • Effects of reaction conditions such as power input and feeding time and feeding mode of reactants on the reaction crystallization of lanthanum oxalate in semi-batch reactor were investigated experimentally. Even though the crystal size distribution of lanthanum oxalate was always monomodal, its mean crystal size was significantly varied with the reaction conditions. As the power input and reactant feeding rate increased, the mean crystal size was reduced and the relative induction time was prolonged. The mean crystal size produced in oxalic acid feeding mode was smaller than that in lanthanum chloride feeding mode, but the trend of the relative induction time with the feeding mode was reverse to that of the mean crystal size. The crystal morphology of lanthanum oxalate, which was produced within the ranges of the reaction conditions in our experiment, was maintained as a needle shape.

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A Study on the Integrated Unrolling, Cutting, and Softening System of Round Bale Silage for Pig Feeding (I) (양돈 급여에 적합한 원형베일 사일리지 해체·세절·연화 일관시스템 연구 (I))

  • Hong, Jong-Tae;Kim, Hyuck-Joo;Yu, Byeong-Kee;Hyun, Chang-Sig;Kim, Sung-Kee;Yoo, Ji-Soo;Hong, Young-Sin;Seo, Hung-Dug
    • Journal of Animal Environmental Science
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    • v.19 no.1
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    • pp.9-18
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    • 2013
  • Currently, there was no producing system of TMR for pig feeding in Korea. In this study, we examined unrolling, cutting, and softening for the round bale silage. We designed and developed the prototype system of round bale silage for pig feeding. Unroll method were lower chain conveying and upper belt conveying which includes an hydraulic vertical fodder knife. Gathering and cutting method were rotating auger and flywheel which have 10 cutters, input roller of 280 rpm, and cutter rotating speed of 1,750 rpm. Softening device was rotating hammer in inclined cylinder adjustable to $25^{\circ}C$ and rotating speed up to 1,300 rpm. The prototype system was integrated working for unrolling, cutting, and softening. We found that when the round bale silage in unrolling apparatus cut length of 20 cm to input cutting apparatus, the cutting performance was well in continuous working up to input rate of 1,000 kg/h, the softening apparatus was working well.