• 제목/요약/키워드: variable feature

검색결과 388건 처리시간 0.032초

비음수 행렬 분해와 K-means를 이용한 주제기반의 다중문서요약 (Topic-based Multi-document Summarization Using Non-negative Matrix Factorization and K-means)

  • 박선;이주홍
    • 한국정보과학회논문지:소프트웨어및응용
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    • 제35권4호
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    • pp.255-264
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    • 2008
  • 본 논문은 K-means과 비음수 행렬 분해(NMF)를 이용하여 주제기반의 다중문서를 요약하는 새로운 방법을 제안하였다. 제안방법은 비음수 행렬 분해를 이용하여 가중치가 부여된 용어-문장 행렬을 희소(Sparse)한 비음수 의미특징 행렬과 비음수 변수 행렬로 분해함으로써 직관적으로 이해할 수 있는 형태의 의미적 특징을 추출할 수 있고, 주제와 의미특징간의 유사도에 가중치를 부여하여 유사도는 높으나 실제 의미 없는 문장이 추출되는 것을 막는다. 또한 K-means 군집을 이용하여 문장에 포함된 노이즈를 제거함으로써 문서의 의미가 요약에 편향되게 반영하는 것을 피할 수 있고, 추출된 문장에 부여된 순위순서대로 정렬하여 보여 줌으로써 응집성을 높인다. 실험 결과 제안방법이 다른 방법에 비하여 좋은 성능을 보인다.

Thermo-elastic analysis of rotating functionally graded micro-discs incorporating surface and nonlocal effects

  • Ebrahimi, Farzad;Heidar, Ebrahim
    • Advances in aircraft and spacecraft science
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    • 제5권3호
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    • pp.295-318
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    • 2018
  • This research studies thermo-elastic behavior of rotating micro discs that are employed in various micro devices such as micro gas turbines. It is assumed that material is functionally graded with a variable profile thickness, density, shear modulus and thermal expansion in terms of radius of micro disc and as a power law function. Boundary condition is considered fixed-free with uniform thermal loading and elastic field is symmetric. Using incompressible material's constitutive equation, we extract governing differential equation of four orders; to solution this equation, we utilize general differential quadrature (GDQ) method and the results are schematically pictured. The obtained result in a particular case is compared with another work and coincidence of results is shown. We will find out that surface effect tends to split micro disc's area to compressive and tensile while nonlocal parameter tries to converge different behaviors with each other; this convergence feature make FGIMs capable to resist in high temperature and so in terms of thermo-elastic behavior we can suggest, using FGIMs in micro devices such as micro turbines (under glass transition temperature).

버블을 이용한 미세칩 제거장치의 개발 (Development of Micro-chip Removal Equipment Using Bubble)

  • 최성윤;권대규;이세한;박태현;왕덕현
    • 한국기계가공학회지
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    • 제20권10호
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    • pp.88-94
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    • 2021
  • Machining operations require the removal of chips to keep the water-soluble cutting oil clean and fresh throughout the operation time. Water-soluble cutting oil for metal processing is diluted using a 3-8% solution in water which is generally replaced every three to six months. This study aims to develop multiple purification devices to efficiently remove fine contaminating particles from water-soluble cutting oil. The 2D concept designs were created using AutoCAD. The designs were drawn using the 3D modelling feature of CATIA. Flow analysis was performed in a bubble purifier using Ansys computational fluid dynamics (CFD). This analysis has aided in improving the design and structure of the device to create the final prototype. Experiments were conducted to check the prototype's performance. Comparisons of the effects of each process variable on the experiment was carried out using ANOVA.

텐서플로우 튜토리얼 방식의 머신러닝 신규 모델 개발 : 캐글 타이타닉 데이터 셋을 중심으로 (Developing of New a Tensorflow Tutorial Model on Machine Learning : Focusing on the Kaggle Titanic Dataset)

  • 김동길;박용순;박래정;정태윤
    • 대한임베디드공학회논문지
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    • 제14권4호
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    • pp.207-218
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    • 2019
  • The purpose of this study is to develop a model that can systematically study the whole learning process of machine learning. Since the existing model describes the learning process with minimum coding, it can learn the progress of machine learning sequentially through the new model, and can visualize each process using the tensor flow. The new model used all of the existing model algorithms and confirmed the importance of the variables that affect the target variable, survival. The used to classification training data into training and verification, and to evaluate the performance of the model with test data. As a result of the final analysis, the ensemble techniques is the all tutorial model showed high performance, and the maximum performance of the model was improved by maximum 5.2% when compared with the existing model using. In future research, it is necessary to construct an environment in which machine learning can be learned regardless of the data preprocessing method and OS that can learn a model that is better than the existing performance.

Clear cell odontogenic carcinoma: a mini review

  • Kim, Young Hwan;Seo, Eun Jin;Park, Jae Kyung;Jang, Il Ho
    • International Journal of Oral Biology
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    • 제44권3호
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    • pp.77-80
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    • 2019
  • Clear cell odontogenic carcinoma (CCOC), a very rare neoplasm located mostly in the mandible, has been regarded as a benign tumor. However, due to the accumulation of case reports, CCOC has been reclassified as a malignant entity by the World Health Organization. Patients with CCOC present with regional swelling and periodontal indications with variable pain, often remaining misdiagnosed for a long period. CCOC has slow growth but aggressive behavior, requiring radical resection. Histologic analysis revealed the monophasic, biphasic, and ameloblastic types of CCOC with clear cells and a mixed combination of polygonal and palisading cells. At the molecular level, CCOC shows the expression of cytokeratin and epithelial membrane antigen, along with markers that assign CCOC to the sarcoma family. At the genetic level, Ewing sarcoma breakpoint region 1-activating transcription factor 1 fusion is regarded as the key feature for identification. Nevertheless, the scarcity of cases and dependence on histological data delay the development of an efficient therapy. Regarding the high recurrence rate and the potential of distant metastasis, further characterization of CCOC is necessary for an early and accurate diagnosis.

Forecasting Volatility of Stocks Return: A Smooth Transition Combining Forecasts

  • HO, Jen Sim;CHOO, Wei Chong;LAU, Wei Theng;YEE, Choy Leng;ZHANG, Yuruixian;WAN, Cheong Kin
    • The Journal of Asian Finance, Economics and Business
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    • 제9권10호
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    • pp.1-13
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    • 2022
  • This paper empirically explores the predicting ability of the newly proposed smooth transition (ST) time-varying combining forecast methods. The proposed method allows the "weight" of combining forecasts to change gradually over time through its unique feature of transition variables. Stock market returns from 7 countries were applied to Ad Hoc models, the well-known Generalized Autoregressive Conditional Heteroskedasticity (GARCH) family models, and the Smooth Transition Exponential Smoothing (STES) models. Of the individual models, GJRGARCH and STES-E&AE emerged as the best models and thereby were chosen for constructing the combined forecast models where a total of nine ST combining methods were developed. The robustness of the ST combining forecasts is also validated by the Diebold-Mariano (DM) test. The post-sample forecasting performance shows that ST combining forecast methods outperformed all the individual models and fixed weight combining models. This study contributes in two ways: 1) the ST combining methods statistically outperformed all the individual forecast methods and the existing traditional combining methods using simple averaging and Bates & Granger method. 2) trading volume as a transition variable in ST methods was superior to other individual models as well as the ST models with single sign or size of past shocks as transition variables.

말레이시아의 정치변동과 의회정치의 발전: 지속과 변화 (Political Change and the Development of Parliamentary Politics in Malaysia: Continuity and Change)

  • 황인원
    • 동남아시아연구
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    • 제22권2호
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    • pp.201-238
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    • 2012
  • This study analyses the nexus between political change and development of parliamentary politics in Malaysia. The continued and stable parliamentary politics did not necessarily associated with political development in Malaysia for the last five decades. Except the 1969 general election, the ruling coalition, Barisan Nasional(BN), has never been failed to obtain the two-third majority of parliamentary seats even though there has been regular general elections in every 4-5 years without any interruption. It is, however, worth noting that there has been dramatic political changes since the late 1990s. In particular, the 2008 general election showed the remarkable results, collapsing the two-third majority of BN's parliamentary seats. The opposition parties even took over the 5 state governments out of 12 in total. The more distinguished feature was the emergence of opposition coalition, called Pakatan Rakyak(PR), right after the 2008 general election. It was the first united coalition in Malaysia's modern political history among the severely divided opposition parties. Since its emergence, the PR has initiated various changes leading towards a more active parliamentary politics. In this regards, this study argues that parliamentary politics is no more regarded as a dependent variable in Malaysia's political process.

Cone-beam computed tomographic imaging of central giant cell granuloma: A comprehensive review

  • Tahmasbi-Arashlow, Mehrnaz;Patel, Paras B.;Nair, Madhu K.;Liang, Hui;Cheng, Yi-Shing Lisa
    • Imaging Science in Dentistry
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    • 제52권2호
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    • pp.123-131
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    • 2022
  • Purpose: The aim of this study was to characterize the cone-beam computed tomographic (CBCT) imaging features of central giant cell granuloma (CGCG) of the jawbone. Materials and Methods: This study retrospectively reviewed 26 CBCT studies of histologically proven cases of CGCG during a period of 20 years, from 1999 to 2019. Patients' demographic data were recorded, and radiographic features were assessed (location, border, cortication, appearance of the internal structure, locularity, septation, expansion, cortical perforation, effects on surrounding tissue, whether the lesion crossed the midline, and lesion volume). Results: In this study, CGCGs were seen almost twice as often in the mandible than in the maxilla, and 64.7% of mandibular lesions involved the anterior region. Only 26.9% of lesions crossed the midline, a feature that was considered characteristic of CGCG. Furthermore, 65.4% of lesions were unilocular and 34.6% were multilocular. The correlation between a lesion's size and its locularity was statistically significant, and larger lesions showed a multilocular appearance. The mean volume of multilocular lesions was greater than that of unilocular lesions. Conclusion: CGCGs showed variable radiographic features on CBCT, and this imaging modality is highly effective at demonstrating the radiographic spectrum and lesional extent of CGCGs in the jawbone.

전자상거래 생방송에서 IWOM과 구매의도의 관계에서 상호작용의 매개역할 (The Mediating Role of Interaction in the Relationship between IWOM and Purchase Intention E-commerce Live Broadcast)

  • 추장운;김치용
    • 한국멀티미디어학회논문지
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    • 제25권2호
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    • pp.382-389
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    • 2022
  • In China, E-commerce live broadcast has emerged as the most popular and innovative online shopping form for today's consumers, and its "real-time interactive" feature can compensate for the communication delays of general online shopping. Based on the author's previous research it has been demonstrated that, in the E-commerce live broadcast environment, Internet Word of Mouth (IWOM) has become an important reference for consumers when making purchases. In this paper, we reconstructed the "IWOM-Purchase Intentions" model and use interaction (Auchor-Audience and Audience-Audience) as a mediating variable to empirically investigate the impact of IWOM on purchase intentions in E-commerce live broadcast. The data were collected through a questionnaire survey of individuals who had experience in E-commerce live broadcast and 250 valid data were obtained and analyzed by SPSS21.0. The results show that: the interaction (Auchor-Audience) acts as a mediator between IWOM (strength of relationship; word-of-mouth quality and word-of-mouth timeliness) and purchase intention; And the interaction (Audience-Audience) acts as a mediator between word-of-mouth timeliness on purchase intention, but has no significant mediation on the impact on the strength of relationship and word-of-mouth quality to purchase intention. On this basis, recommendations are made for the implementation of IWOM marketing strategies for E-commerce live broadcast platforms and anchors.

Revisiting the Nexus of Foreign Direct Investment, Financial Development, and Economic Growth: The Case of Emerging Economies

  • KUMAR, Jai;SOOMRO, Ahmed Nawaz;KUMARI, Joti
    • The Journal of Asian Finance, Economics and Business
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    • 제9권1호
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    • pp.203-211
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    • 2022
  • Foreign direct investment (FDI) has increased at an exponential rate during the last two decades. It is now a feature of emerging market economies as well. Foreign direct investment and financial development are important factors in an economy's growth. Various studies have examined the impact of foreign direct investment and financial development on economic growth in different countries and areas. However, the findings are currently inconclusive. Using updated data from 1970 to 2020, this study will examine the relationships between FDI, financial development, and economic growth in 30 rising economies.GDP is the dependent variable, while FDI, financial development, trade openness, infrastructure, exchange rate, and GDP growth are the independent factors. To estimate the panel data, we used the most recent econometric models. The study's major findings suggest that FDI and financial development are critical determinants in emerging economies' economic progress. Furthermore, multiple robustness checks supported the study's empirical findings. The results of this study include various practical recommendations for investors, governments, and policymakers, given the increased interest in global economic integration and member states' reliance on FDI as a critical aspect of sustaining prosperity.