• 제목/요약/키워드: Semantic Differences

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Semantic Segmentation 기반 딥러닝을 활용한 건축 Building Information Modeling 부재 분류성능 개선 방안 (A Proposal of Deep Learning Based Semantic Segmentation to Improve Performance of Building Information Models Classification)

  • 이고은;유영수;하대목;구본상;이관훈
    • 한국BIM학회 논문집
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    • 제11권3호
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    • pp.22-33
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    • 2021
  • In order to maximize the use of BIM, all data related to individual elements in the model must be correctly assigned, and it is essential to check whether it corresponds to the IFC entity classification. However, as the BIM modeling process is performed by a large number of participants, it is difficult to achieve complete integrity. To solve this problem, studies on semantic integrity verification are being conducted to examine whether elements are correctly classified or IFC mapped in the BIM model by applying an artificial intelligence algorithm to the 2D image of each element. Existing studies had a limitation in that they could not correctly classify some elements even though the geometrical differences in the images were clear. This was found to be due to the fact that the geometrical characteristics were not properly reflected in the learning process because the range of the region to be learned in the image was not clearly defined. In this study, the CRF-RNN-based semantic segmentation was applied to increase the clarity of element region within each image, and then applied to the MVCNN algorithm to improve the classification performance. As a result of applying semantic segmentation in the MVCNN learning process to 889 data composed of a total of 8 BIM element types, the classification accuracy was found to be 0.92, which is improved by 0.06 compared to the conventional MVCNN.

Effects of Information Processing Types and Product Ownership on Usage Intention

  • CHOI, Nak-Hwan
    • 산경연구논집
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    • 제12권5호
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    • pp.47-58
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    • 2021
  • Purpose - Current research aimed at exploring the effect differences between the two types of processing product information such as the imagining and the considering on psychological product ownership which could influence the intent to purchase or use the product, and focused on identifying the interaction effects of activated memory information type and advertising information type on each of the information processing types. Research design, data, and methodology - This study divided the information processing types into imagining and considering, and the consumer's memories were divided into autobiographical or episodic and semantic memory. The advertising information was approached in each of event information being together with the product and product feature information. At empirical study, 2(two types of memory activation: episodic and semantic memory activation) ∗ 2(two types of advertising information: event-focused and product feature-focused advertising information) between-subjects design was used to make four types of questionnaire according to the type of experimental groups. Through the survey platform, 'questionnaire stars' of 'WeChat' in China, 219 questionnaire data were collected for empirical study. The structural equation model in AMOS 26 and Anova were used to verify hypotheses. Results - First, the ownership affected the usage intent positively. Second, the imagining did not affect the psychological ownership but did directly affect the usage intention, and the considering affected the ownership positively. Third, the episodic memory activation positively influenced the imagining and negatively affected the considering, whereas the semantic memory activation positively influenced the considering and negatively affected the imagining. Fourth, event-advertising information increased the effects of the activated episodic memory on the imagining, and feature-advertising information increased the effects of the activated semantic memory on the considering. Conclusions - marketers should develop and advertise their product-related event message to trigger the imaging that directly increase the intent to purchase or use their product, when consumers are under the activation of their episodic memory. And marketers should advertise their product feature-related message to trigger the considering that could induce consumers' ownership for their product to increase the intent to purchase or use their product, when they are under the activation of their semantic memory.

이중언어의 어휘접근과 범주 특수적 의미체계 (Lexical Access in the Bilinguals and the Category-specific Semantic System)

  • 이승복;정효선;조성우
    • 인지과학
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    • 제21권4호
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    • pp.505-534
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    • 2010
  • 한국어-영어 후기 이중언어자에서 두 언어에 따른 의미체계에 대한 어휘접근 방식을 비교해보고자, 단어-그림 일치판단과제를 실시하였다. 자연물과 인공물에 속하는 두 가지 범주에 속하는 기본수준 범주의 단어 제시 후, 해당 그림을 제시하여 일치하는지 판단하도록 하였다. 단어-그림의 제시간격(SOA)을 실험 1에서는 650ms로 하였고, 실험 2에서는 200ms로 설정하여 과제수행에서의 번역효과를 통제하였다. 실험 1, 2 모두에서 한국어가 제시되었을 때가 영어로 제시되었을 때 보다 반응시간이 빨랐다. 또한 두 언어에 따라 반응시간 양상에 차이가 났는데, L1(한국어)에서는 자연물에서, L2(영어)에서는 인공물에서 하위범주 간 차이를 보였다. 이러한 차이를 공유된 의미체계에 대한 어휘접근 방식의 차이로 논의하였다.

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Assessment of performance of machine learning based similarities calculated for different English translations of Holy Quran

  • Al Ghamdi, Norah Mohammad;Khan, Muhammad Badruddin
    • International Journal of Computer Science & Network Security
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    • 제22권4호
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    • pp.111-118
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    • 2022
  • This research article presents the work that is related to the application of different machine learning based similarity techniques on religious text for identifying similarities and differences among its various translations. The dataset includes 10 different English translations of verses (Arabic: Ayah) of two Surahs (chapters) namely, Al-Humazah and An-Nasr. The quantitative similarity values for different translations for the same verse were calculated by using the cosine similarity and semantic similarity. The corpus went through two series of experiments: before pre-processing and after pre-processing. In order to determine the performance of machine learning based similarities, human annotated similarities between translations of two Surahs (chapters) namely Al-Humazah and An-Nasr were recorded to construct the ground truth. The average difference between the human annotated similarity and the cosine similarity for Surah (chapter) Al-Humazah was found to be 1.38 per verse (ayah) per pair of translation. After pre-processing, the average difference increased to 2.24. Moreover, the average difference between human annotated similarity and semantic similarity for Surah (chapter) Al-Humazah was found to be 0.09 per verse (Ayah) per pair of translation. After pre-processing, it increased to 0.78. For the Surah (chapter) An-Nasr, before preprocessing, the average difference between human annotated similarity and cosine similarity was found to be 1.93 per verse (Ayah), per pair of translation. And. After pre-processing, the average difference further increased to 2.47. The average difference between the human annotated similarity and the semantic similarity for Surah An-Nasr before preprocessing was found to be 0.93 and after pre-processing, it was reduced to 0.87 per verse (ayah) per pair of translation. The results showed that as expected, the semantic similarity was proven to be better measurement indicator for calculation of the word meaning.

국내 언론매체의 이념성향과 뉴스구성에 대한 연구 : 미 대선 후보 '버니 샌더스' 관련 보도의 의미연결망 분석을 중심으로 (A Study on Ideological Orientation and the Construction of News about Korean News Media : Focused on a Semantic Network Analysis for Articles about 'Bernie Sanders')

  • 이혜미;김혜영;유승호
    • 한국콘텐츠학회논문지
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    • 제16권8호
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    • pp.180-191
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    • 2016
  • 본 연구는 국내 주요언론이 이념성향에 따라 보도 프레임을 달리할 것이라는 가정 하에 미국 대선 후보 주자였던 '버니 샌더스'를 대상으로 뉴스보도의 의미연결망을 분석하였다. 버니 샌더스라는 인물은 '미국'이라는 보수의 가치와 '불평등 해소'라는 진보의 가치를 동시에 지닌 인물이이서 언론의 이념적 차이가 잘 드러날 수 있는 대상이기도 하다. 보수언론과 진보언론의 빈도순위를 비교해 본 결과, 보수언론은 '사회주의자'와 '흑인'이라는 단어를, 진보언론은 '불평등'과 '문제'라는 단어를 많이 사용한 것으로 나타났다. 특히 보수언론과 진보언론은 '한국'이라는 동일한 단어를 가지고 전혀 다른 의미구성을 보였다. 진보언론은 샌더스가 지적하는 사회문제와 기성정치에 대한 비판을 '한국'사회에 접목하여 이야기하고자 했다면, 보수언론은 '한국'이라는 단어와 구체적인 정당, 그리고 정치인의 이름을 거론해 샌더스와 닮았다고 한 발언에 대해 노골적인 표현으로 비난했다. 이는 동일한 단어를 사용함에도 전혀 다른 관점과 맥락에서 보도하는 경향성을 파악한 것으로, 사안에 대한 언론사의 의미구성이 이념적 지향에 따라 확연한 차이를 보인다는 것을 알 수 있다. 또한 본 연구는 의미연결망 분석을 통해 주요 단어들의 사용빈도 뿐만 아니라 단어들 간의 연결 강도와 중심성을 토대로 뉴스구성의 맥락을 해석했다는 점에서 보도분석을 위한 방법론의 확장에도 기여하고자 하였다.

키워드 네트워크 분석 방법을 활용한 블록체인 트렌드 분석에 관한 연구 (A Study on Analysis of the Trend of Blockchain by Key Words Network Analysis)

  • 조성환
    • 한국정보전자통신기술학회논문지
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    • 제11권5호
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    • pp.550-555
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    • 2018
  • 본 연구는 키워드 네트워크 분석에 사용되는 텍스트마이닝과 의미연결망 분석 방법을 활용하여 블록체인의 산업 활용 분야로 언론 및 정부 발표에서 언급되고 있는 '금융', '에너지', '물류'를 언급한 기사들을 비교 분석하였다. 블록체인 적용이 언급된 산업 분야별로 기사의 내용 및 키워드의 차이를 파악하고 비교 분석하는 것을 목적으로 하였다. 2017년 1월부터 2018년 7월까지 언론에서 보도한 총 43,093건의 기사를 Python BeautifulSoup을 이용하여 네이버 뉴스에서 수집하였고, 세 용어의 상호 중복을 제거하기 위한 정제 작업을 수행하였다. 이후 키워드 간 네트워크 분석을 위해 텍스톰(Textom)과 UCINET을 이용하여 세 용어에 대한 텍스트마이닝과 의미연결망 분석을 진행하였다. 분석 결과, 세 용어는 모두 '기술' 측면에서는 유사한 단어들이 있었으나, '정부 정책'이나 '산업'측면의 이슈 등에서 내용적 차이가 있었다. 또한 빈도 및 중심성에 있어서도 차이가 있음을 확인할 수 있었다.

Effects of medical communication curriculum on perceptions of Korean medical school students

  • Yoo, Hyo Hyun;Shin, Sein;Lee, Jun-Ki
    • Korean journal of medical education
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    • 제30권4호
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    • pp.317-326
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    • 2018
  • Purpose: The study examines changes in students' self-assessment of their general communication (GC) and medical communication (MC) competencies, as well as perceptions of MC concepts. Methods: Participants included 108 second year medical students enrolled at a Korean medical school studying an MC curriculum. It was divided into three sections, and participants responded to questionnaires before and after completing each section. To assess perceived GC and MC competency, items based on a 7-point Likert scale were employed; a single open-ended item was used to examine students' perceptions of MC. Statistical analysis was conducted to gauge GC and MC competency, whereas semantic network analysis was used to investigate students' perceptions of MC. Results: Students perceived their GC competency to be higher than MC. Perceived MC competency differed significantly across the three sections, whereas no differences were found for GC. There were no statistically significant differences after completing the curriculum's second and third sections; however, the vocabulary students used to describe MC concepts became more scholarly and professional. In the semantic networks, the link structure between MC-related words decreased in linearity and looseness, becoming more complex and clustered. The words 'information' and 'transfer' proved integral to students' perceptions; likewise, 'empathy' and 'communication' became closely connected in a single community from two independent communities. Conclusion: This study differed from prior research by conducting an in-depth analysis of changes in students' perceptions of MC, and its findings can be used to guide curriculum development.

호텔 공간디자인에 나타난 장소성 표현양상에 관한 연구 (A Study on the Aspect of Placeness Expression in Hotel Space Design)

  • 김정아
    • 한국실내디자인학회논문집
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    • 제27권3호
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    • pp.33-40
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    • 2018
  • As the standard for the value of modern people's life increases, hotels make efforts for the users' qualitative and mental satisfaction. As an approach to hotel space design differentiated for new experiences for travelers, a design that reflects the placeness is needed so that people can experience the local culture and historical meaning of the place. Thus, this study divides the components of placeness into physical factors, socio-cultural factors, and semantic factors. As for methods for the design expression of placeness formation, physical factors are classified as the connection to surrounding environments, center, passage, and area. Socio-cultural factors are classified as cultural experiences in the place. Semantic factors are classified as symbolism and historicity. For a case analysis in this study, overseas four-star hotels or higher, where placeness stood out are analyzed, based on the above-extracted components of placeness. As a result of the analysis, the hotels in the cases showed an aspect of expression that emphasized semantic factors despite there were differences in the detailed expression method, depending on the designers. The expression of the place that reflected locality and temporality showed the connection of time, connecting the past with the present. In the future, only the design expression based on the historical and symbolic meanings of the place will be the experience that remains in the users' memories, very precisely.

GOVERNMENT-CIVIC GROUP CONFLICTS AND COMMUNICATION STRATEGY: A TEXT ANALYSIS OF TV DEBATES ON KOREA'S IMPORT OF U.S. BEEF

  • Cho, Seong Eun;Choi, Myunggoon;Park, Han Woo
    • Journal of Contemporary Eastern Asia
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    • 제11권1호
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    • pp.1-20
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    • 2012
  • This study analyzes messages from Korean TV debates on the conflict over U.S. beef imports and the process of negotiations over the imports in 2008. The authors have conducted a content analysis and a semantic network analysis by using KrKwic and CONCOR. The data was drawn from nine TV debates aired by three major TV networks in Korea (MBC, KBS, and SBS) from 27 April 27 2008 to 6 July 2008. The results indicate substantial differences in the semantic structure between arguments by the government and those by civic groups. We also investigated the relationship between the terms frequently used by both sides (i.e., the government and civic groups), and the terms used exclusively by one side. There was a gradual increase in the number of terms frequently used by both sides over time, from the formation of the conflict to its escalation to its resolution. The results indicate the possibility of general agreement in conflict situations.

의미요법을 활용한 통합예술치료가 신입소방공무원의 삶의 의미에 미치는 영향 (The Effect of Integrative Art Therapy Using Semantic Therapy on the Meaning of Life of New Fire Officials)

  • 이근출;박경진
    • 한국산업융합학회 논문집
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    • 제23권1호
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    • pp.1-8
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    • 2020
  • The purpose of this study is to understand the impact of integrated art therapy on the life meaning of new firefighters. The subjects of the study selected 108 newfirefighters to be hired as part of the new training center in South Gyeongsang Province. Out of 108 participants, consisting of 54 volunteers, conducted an integrated art therapy program once a week, 60 minutes each, and eight sessions. Research tools carried out pre - and post-inspection testing using a scale of meaning in life. For data analysis, t-test was conducted using SPSS 22.0 program.The study found that integrated art therapy using semantic therapy had statistically significant differences in meaning in life.The experimental group has made positive changes in its pursuit of meaning, finding meaning, and discovering meaning in life rather than in control groups. In other words, the new fire fighting public officials' ability to positively change in difficult situations, adapt to the environment, and overcome difficulties was improved. In particular, he showed changes such as realizing the importance of people and life, clarity of purpose and efforts to change himself. Therefore, it is necessary to carefully review the fire school program aimed at fostering firefighters with a balanced body.