• Title/Summary/Keyword: Morphological model

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Selection of the Optimal Morphological Analyzer for a Korean Word2vec Model (한국어 Word2vec 모델을 위한 최적의 형태소 분석기 선정)

  • Kang, Hyungsuc;Yang, Janghoon
    • Proceedings of the Korea Information Processing Society Conference
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    • 2018.10a
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    • pp.376-379
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    • 2018
  • 본 논문의 목적은 오픈 소스로 공개된 3가지 한국어 형태소 분석기 (kkma, twitter 및 mecab-ko)를 비교해서 한국어 자연어 처리에 가장 적합한 분석기를 선정하는 것이다. 이를 위해, 자연어 처리 분야에서 중요한 단어 임베딩 방법론 중 하나인 word2vec 모델의 성능 검증 방법을 사용해서 각 형태소 분석기의 성능을 정량적으로 비교했다. 그 결과 mecab-ko 형태소 분석기가 최적임이 확인되었다. 단 성능 검증에 사용된 어휘가 오직 명사뿐이라는 한계가 있으므로, 향후 연구에서는 좀 더 다양한 품사에 대한 성능검증이 필요할 것으로 보인다.

Modeling Cross-morpheme Pronunciation Variation for Korean LVCSR (한국어 연속음성인식을 위한 형태소 경계에서의 발음 변화 현상 모델링)

  • Lee Kyong-Nim;Chung Minhwa
    • Proceedings of the KSPS conference
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    • 2003.05a
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    • pp.75-78
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    • 2003
  • In this paper, we describe a cross-morpheme pronunciation variation model which is especially useful for constructing morpheme-based pronunciation lexicon for Korean LVCSR. There are a lot of pronunciation variations occurring at morpheme boundaries in continuous speech. Since phonemic context together with morphological category and morpheme boundary information affect Korean pronunciation variations, we have distinguished pronunciation variation rules according to the locations such as within a morpheme, across a morpheme boundary in a compound noun, across a morpheme boundary in an eojeol, and across an eojeol boundary. In 33K-morpheme Korean CSR experiment, an absolute improvement of 1.16% in WER from the baseline performance of 23.17% WER is achieved by modeling cross-morpheme pronunciation variations with a context-dependent multiple pronunciation lexicon.

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Morphological Surface Model (형태적 특성을 고려한 지형 모델)

  • 최미나;김시완;김학철;이기준
    • Proceedings of the Korean Information Science Society Conference
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    • 2002.10c
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    • pp.238-240
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    • 2002
  • 지리정보시스템이 널리 사용됨에 따라 여러 다양한 기능들이 요구되고 있다. 특히, 2차원이 아닌 지표면의 고도를 가진 지형데이터를 표현하고 분석하는 기능이 지리정보시스템의 중요한 기능으로 요구되어지고 있다. 현재 지형데이터를 표현하는데 가장 많이 이용되는 모델은 DEM, TIN, 등고데이터가 있는데 각각의 모델은 응용분야에 따라 장단점을 가진다. 지리정보시스템에서 사용되는 실제의 지형데이터가 대용량이기 때문에, 데이터를 분석하는데 드는 비용이 매우 클 뿐만 아니라 분석을 위한 데이터 로드에도 상당한 비용이 든다. 그러므로 최대한 적은 데이터 양으로 지형을 표현하는 것이 지리정보시스템에서는 매우 중요하다. 본 논문에서는 데이터 양을 줄임과 동시에 지형의 중요 정보를 최대한 보존하는 형태적 지형 모델을 제안한다. 실험에 따르면, 제안한 모델은 TIN에 비해 데이터의 양이 작을 뿐만 아니라 지형의 주요 형태적 정보를 유지함으로써 연산의 정확성도 높이는 장점을 보인다.

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A Survey of Machine Translation and Parts of Speech Tagging for Indian Languages

  • Khedkar, Vijayshri;Shah, Pritesh
    • International Journal of Computer Science & Network Security
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    • v.22 no.4
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    • pp.245-253
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    • 2022
  • Commenced in 1954 by IBM, machine translation has expanded immensely, particularly in this period. Machine translation can be broken into seven main steps namely- token generation, analyzing morphology, lexeme, tagging Part of Speech, chunking, parsing, and disambiguation in words. Morphological analysis plays a major role when translating Indian languages to develop accurate parts of speech taggers and word sense. The paper presents various machine translation methods used by different researchers for Indian languages along with their performance and drawbacks. Further, the paper concentrates on parts of speech (POS) tagging in Marathi dialect using various methods such as rule-based tagging, unigram, bigram, and more. After careful study, it is concluded that for machine translation, parts of speech tagging is a major step. Also, for the Marathi language, the Hidden Markov Model gives the best results for parts of speech tagging with an accuracy of 93% which can be further improved according to the dataset.

A Pipeline Model for Korean Morphological Analysis and Part-of-Speech Tagging Using Sequence-to-Sequence and BERT-LSTM (Sequence-to-Sequence 와 BERT-LSTM을 활용한 한국어 형태소 분석 및 품사 태깅 파이프라인 모델)

  • Youn, Jun Young;Lee, Jae Sung
    • Annual Conference on Human and Language Technology
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    • 2020.10a
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    • pp.414-417
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    • 2020
  • 최근 한국어 형태소 분석 및 품사 태깅에 관한 연구는 주로 표층형에 대해 형태소 분리와 품사 태깅을 먼저하고, 추가 언어자원을 사용하여 후처리로 형태소 원형과 품사를 복원해왔다. 본 연구에서는 형태소 분석 및 품사 태깅을 두 단계로 나누어, Sequence-to-Sequence를 활용하여 형태소 원형 복원을 먼저 하고, 최근 자연어처리의 다양한 분야에서 우수한 성능을 보이는 BERT를 활용하여 형태소 분리 및 품사 태깅을 하였다. 본 논문에서는 두 단계를 파이프라인으로 연결하였고, 제안하는 형태소 분석 및 품사 태깅 파이프라인 모델은 음절 정확도가 98.39%, 형태소 정확도 98.27%, 어절 정확도 96.31%의 성능을 보였다.

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Relationship between Bone Morphological Microstructure and Inflammatory Markers in Growing Mice Fed a High Fat Diet (고지방식이 공급에 따른 성장기 마우스의 골의 형태학적 미세구조와 염증지표 변화)

  • Kim, Mi-Sung;Lee, Hyun-A;Kim, Ok-Jin;Sohn, Cheong-Min
    • Journal of Nutrition and Health
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    • v.44 no.6
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    • pp.481-487
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    • 2011
  • Obesity not only reduces bone mineral density but also increases inflammatory markers. Therefore, we examined the change in inflammatory markers and morphological microstructure of the bones using a mouse model fed a high-fat diet. C57BL/6J 4-week-old male mice were divided into a control group (n = 6) and a experimental group (n = 6); the control group was provided with 10% Kcal fat diet, and the high-fat diet group was provided with 45% Kcal fat diet for 12 weeks using the free provision method. Blood was analyzed for inflammatory markers, and micro-computed tomography was used to measure the morphological microstructure of the femoral bone. The weight increases in the control group and high-fat diet group were $5.85{\pm}1.84g$ and $16.06{\pm}5.64g$, respectively (p < 0.01), glucose was $115.00{\pm}16.88mg/dL$ and $188.33{\pm}13.29mg/dL$ (p < 0.01), and triglycerides were $65.00{\pm}6.19mg/dL$ and $103.33{\pm}8.02mg/dL$ (p < 0.05) respectively. Leptin and interleukin (IL)-6 were significantly higher in the high-fat diet group than that in the control group (p < 0.01). As a result of a biochemical index analysis of bone metabolism, osteocalcin tended to be lower in the high-fat diet group, whereas CTx was significantly higher in the high-fat diet group compared to that in the control group (p < 0.01). The thickness of the bony trabecula was significantly narrower in the high-fat diet group than that in the control group (p < 0.05), and the gap in the bony trabecula was significantly wider in the high-fat diet group than that in the control group (p < 0.05). IL-6 and the gap in the bone trabecula, which was a morphological microstructure of the bones, showed a positive correlation (p < 0.05). Taken together, inducing obesity through a high-fat diet in mice during the growth phase caused a change in bone microstructure and was correlated with the inflammation index. Accordingly, restriction of excessive fat intake may be needed to suppress the inflammatory reactions and promote normal bone formation.

Numerical analysis of morphological changes by opening gates of Sejong Weir (보 개방에 의한 하도의 지형변화 과정 수치모의 분석(세종보를 중심으로))

  • Jang, Chang-Lae;Baek, Tae Hyo;Kang, Taeun;Ock, Giyoung
    • Journal of Korea Water Resources Association
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    • v.54 no.8
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    • pp.629-641
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    • 2021
  • In this study, a two-dimensional numerical model (Nays2DH) was applied to analyze the process of morphological changes in the river channel bed depending on the changes in the amount of flooding after fully opening the Sejong weir, which was constructed upstream of the Geum River. For this, numerical simulations were performed by assuming the flow conditions, such as a non-uniform flow (NF), unsteady flows (single flood event, SF), and a continuous flood event (CF). Here, in the cases of the SF and CF, the normalized hydrograph was calculated from real flood events, and then the hydrograph was reconfigured by the peak flow discharge according to the scenario, and then it was employed as the flow discharge at the upstream boundary condition. In this study, to quantitatively evaluate the morphological changes, we analyzed the time changes in the bed deformation the bed relief index (BRI), and we compared the aerial photographs of the study area and the numerical simulation results. As simulation results of the NF, when the steady flow discharge increases, the ratio of lower width to depth decreases and the speed of bar migration increases. The BRI initially increases, but the amount of change decreased with time. In addition, when the steady flow discharge increases, the BRI increased. In the case of SF, the speed of bar migration decreased with the change of the flow discharge. In terms of the morphological response to the peak flood discharge, the time lag also indicated. In other words, in the SF, the change of channel bed indicates a phase lag with respect to the hydraulic condition. In the result of numerical simulation of CF, the speed of bar migration depending on the peak flood discharges decreased exponentially despite the repeated flood occurrences. In addition, as in the result of SF, the phase lag indicated, and the speed of bar migration decreased exponentially. The BRI increased with time changes, but the rate of increase in the BRI was modest despite the continuous peak flooding. Through this study, the morphological changes based on the hydrological characteristics of the river were analyzed numerically, and the methodology suggested that a quantitative prediction for the river bed change according to the flow characteristic can be applied to the field.

New Model of In-situ Xenograft Lymphangiogenesis by a Human Colonic Adenocarcinoma Cell Line in Nude Mice

  • Sun, Jian-Jun;Jing, Wei;Ni, Yan-Yan;Yuan, Xiao-Jian;Zhou, Hai-Hua;Fan, Yue-Zu
    • Asian Pacific Journal of Cancer Prevention
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    • v.13 no.6
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    • pp.2823-2828
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    • 2012
  • Objective: To explore a new model of in-situ xenograft lymphangiogenesis of human colonic adenocarcinomas in nude mice. Method: On the basis of establishing subcutaneous xenograft lymphangiogenesis model of human colonic adenocarcinoms, in-situ xenografts were established through the in situ growth of the HT-29 human colonic adenocarcinoma cell line in nude mice. The numbers of lymphangiogenic microvessels, the expression of lymphatic endothelial cell markers lymphatic vessel endothelial hyaloronic acid receptor-1 (LYVE-1), D2-40 and the lymphatic endothelial growth factors vascular endothelial growth factor-C (VEGF-C), -D (VEGF-D) and receptor-3 (VEGFR-3) were compared by immunohistochemical staining, Western bolt and quantitative RT-PCR in xenograft in-situ models. Results: Some microlymphatics with thin walls, large and irregular or collapsed cavities and increased LMVD, with strong positive of LYVE-1, D2-40 in immunohistochemistry, were observed, identical with the morphological characteristics of lymphatic vessels and capillaries. Expression of LYVE-1 and D2-40 proteins and mRNAs were significantly higher in xenograpfts in-situ than in the negative control group(both P<0.01). Moreover, the expression of VEGF-C, VEGF-D and VEGFR-3 proteins and mRNAs were significantly higher in xenografts in-situ (both P<0.01), in conformity with the signal regulation of the VEGF-C,-D/VEGFR-3 axis of tumor lymphangiogenesis. Conclusions: In-situ xenografts of a human colonic adenocarcinoma cell line demonstrate tumor lymphangiogenesis. This novel in-situ animal model should be useful for further studying mechanisms of lymph node metastasis, drug intervention and anti-metastasis therapy in colorectal cancer.

Physiological Characterization of Mono-Cotyledonous Model Plant by Ionizing Irradiation (단자엽 모델 식물의 이온화 에너지원에 따른 생리 활성)

  • Song, Mira;Kim, Sun-Hee;Jang, Duk-Soo;Kang, Si-Yong;Kim, Jin-Baek;Kim, Sang Hoon;Ha, Bo-Keun;Park, Yong Dae;Kim, Dong Sub
    • Journal of Radiation Industry
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    • v.5 no.1
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    • pp.7-13
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    • 2011
  • The present study has been performed to compare the physiological analysis of monocot model plant (rice) in response to ionizing irradiations (cosmic-ray, gamma-ray, and Ion beam). Ionizing radiations were implanted into monocot model plant (rice) seed. After irradiation, the seeds were planted in the plastic pots for a growth period of one month. Thereafter, the morphological and physiological characteristics including malondealdehyde (MDA) and chlorophyll content, activities of antioxidant enzymes in irradiation samples were investigated. We are confirmed that the activity level of MDA and chlorophyll content were not changed by ionizing irradiation samples. However, the free radical contents were increased in all irradiated plants. And the activities of SOD, POD, and APX were significantly increased by irradiation compared with non-irradiation plant.

Dye-Perfused Human Placenta for Simulation in a Microsurgery Laboratory for Plastic Surgeons

  • Laura C. Zambrano-Jerez;Karen D. Diaz-Santamaria;Maria A. Rodriguez-Santos;Diego F. Alarcon-Ariza;Genny L. Melendez-Florez;Monica A. Ramirez-Blanco
    • Archives of Plastic Surgery
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    • v.50 no.6
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    • pp.627-634
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    • 2023
  • In recent decades, a number of simulation models for microsurgical training have been published. The human placenta has received extensive validation in microneurosurgery and is a useful instrument to facilitate learning in microvascular repair techniques as an alternative to using live animals. This study uses a straightforward, step-by-step procedure for instructing the creation of simulators with dynamic flow to characterize the placental vascular tree and assess its relevance for plastic surgery departments. Measurements of the placental vasculature and morphological characterization of 18 placentas were made. After the model was used in a basic microsurgery training laboratory session, a survey was given to nine plastic surgery residents, two microsurgeons, and one hand surgeon. In all divisions, venous diameters were larger than arterial diameters, with minimum diameters of 0.8 and 0.6 mm, respectively. The majority of the participants considered that the model faithfully reproduces a real microsurgical scenario; the consistency of the vessels and their dissection are similar in in vivo tissue. Furthermore, all the participants considered that this model could improve their surgical technique and would propose it for microsurgical training. As some of the model's disadvantages, an abundantly thick adventitia, a thin tunica media, and higher adherence to the underlying tissue were identified. The color-perfused placenta is an excellent tool for microsurgical training in plastic surgery. It can faithfully reproduce a microsurgical scenario, offering an abundance of vasculature with varying sizes similar to tissue in vivo, enhancing technical proficiency, and lowering patient error.