• Title/Summary/Keyword: baseline model

Search Result 868, Processing Time 0.029 seconds

Semi-Supervised Learning for Sentiment Phrase Extraction by Combining Generative Model and Discriminative Model (의견 어구 추출을 위한 생성 모델과 분류 모델을 결합한 부분 지도 학습 방법)

  • Nam, Sang-Hyob;Na, Seung-Hoon;Lee, Ya-Ha;Lee, Yong-Hun;Kim, Jun-Gi;Lee, Jong-Hyeok
    • Proceedings of the Korean Information Science Society Conference
    • /
    • 2008.06c
    • /
    • pp.268-273
    • /
    • 2008
  • 의견(Opinion) 분석은 도전적인 분야로 언어 자원 구축, 문서의 Sentiment 분류, 문장 내의 의견 어구 추출 등의 다양한 문제를 다룬다. 이 중 의견 어구 추출문제는 단순히 문장이나 문서 단위로 분류하는 수준을 뛰어 넘는 문장 내 의견 어구를 추출하는 문제로 최근 많은 관심을 받고 있는 연구 주제이다. 그러나 의견 어구 추출에 대한 기존 연구는 문장 내 의견 어구부분이 태깅(tagging)된 학습 데이터와 의견 어휘 자원을 이용한 지도(Supervised)학습을 이용한 접근이 대부분으로 실제 적용 상의 한계를 갖는다. 본 논문은 문장 내 의견 어구 부분이 태깅된 학습 데이터와 의견 어휘 자원이 없는 환경에서도 문장단위의 극성 정보를 이용하여 의견 어구를 추출하는 부분 지도(Semi-Supervised)학습 장법을 제안한다. 본 논문의 방법은 Baseline에 비하여 정확률(Precision)은 33%, F-Measure는 14% 가량 높은 성능을 냈다.

  • PDF

500 lbs-class Air-to-Surface Missile Design by Integration of Aerodynamics and RCS (공력해석과 RCS해석 통합 500 lbs급 공대지 미사일 최적설계)

  • Bae, Hyo-Gil;Lee, Kwang-Ki;Jeong, Jun-O;Sang, Dae-Kyu;Kwon, Jang-Hyuk
    • Journal of the Korean Society for Aeronautical & Space Sciences
    • /
    • v.40 no.2
    • /
    • pp.184-191
    • /
    • 2012
  • Aerodynamic analysis(DATCOM) and radar cross section(RCS) analysis(POFACETS) were integrated for the air-to-surface missile concept design using a design framework. The missile geometry was defined based on the CAD(CATIA) for synchronizing the manufacturing with design processes. Aero/RCS analyses were linked with the CAD process under the ModelCenter framework in order to receive the geometry data automatically. The missile design baseline configuration was selected from ROC(requirement of capability). Then the RCS minimization was performed subject to thelargerthebetter constraint of the missile lift-to-drag ratio. This study demonstrated that various design strategies can be performed efficiently about many missile configurations using this design framework in the missile conceptual design phase.

Optimal Time Scheduling Algorithm for Decoupled RF Energy Harvesting Networks (비결합 무선 에너지 하비스팅 네트워크를 위한 최적 시간 스케줄링 알고리즘)

  • Jung, Jun Hee;Hwang, Yu Min;Kim, Jin Young
    • Journal of Satellite, Information and Communications
    • /
    • v.11 no.2
    • /
    • pp.55-59
    • /
    • 2016
  • Conventional RF energy harvesting systems can harvest energy and decode information from same source as an Hybirid-AP (H-AP). However, harvesting efficiency is seriously dependent on distance between users and H-AP. Therefore, in this paper, we proposed a transmission model for RF harvesting consisting of information and power source separately called Decoupled RF Energy harvesting networks. Main purpose of this paper is to maximize energy efficiency under various constraints of transmit power from H-AP and power beacon (PB), minimum quality of service and quality of harvested power of each users. To measure proposed model's performance, we proposed optimal time scheduling algorithms for energy efficiency (EE) maximization using Lagrangian dual decomposition theory that locally maximizes the EE by obtaining suboptimal values of three arguments : transmit power of H-AP, transmit power of PB, frame splitting factor. Experiment results show that the proposed energy-efficient algorithms converge within a few iterations with its optimality and greatly improve the EE compared to that of baseline schemes.

The Proportional Hazards Modeling for Consecutive Pipe Failures Based on an Individual Pipe Identification Method using the Characteristics of Water Distribution Pipes (상수도 배수관로의 특성에 따른 개별관로 정의 방법을 이용한 파손사건 사이의 비례위험모델링)

  • Park, Suwan;Kim, Jung Wook;Jun, Hwan Don
    • Journal of Korean Society on Water Environment
    • /
    • v.23 no.1
    • /
    • pp.87-96
    • /
    • 2007
  • In this paper a methodology of identifying individual pipes according to the internal and external characteristics of pipe is developed, and the methodology is applied to a case study water distribution pipe break database. Using the newly defined individual pipes the hazard rates of the cast iron 6 inch pipes are modeled by implementing the proportional hazards modeling approach for consecutive pipe failures. The covariates to be considered in the modeling procedures are selected by considering the general availability of the data and the practical applicability of the modeling results. The individual cast iron 6 inch pipes are categorized into seven ordered survival time groups according to the total number of breaks recorded in a pipe to construct distinct proportional hazard model (PHM) for each survival time group (STG). The modeling results show that all of the PHMs have the hazard rate forms of the Weibull distribution. In addition, the estimated baseline survivor functions show that the survival probabilities of the STGs generally decrease as the number of break increases. It is found that STG I has an increasing hazard rate whereas the other STGs have decreasing hazard rates. Regarding the first failure the hazard ratio of spun-rigid and spun-flex cast iron pipes to pit cast iron pipes is estimated as 1.8 and 6.3, respectively. For the second or more failures the relative effects of pipe material/joint type on failure were not conclusive. The degree of land development affected pipe failure for STGs I, II, and V, and the average hazard ratio was estimated as 1.8. The effects of length on failure decreased as more breaks occur and the population in a GRID affected the hazard rate of the first pipe failure.

Projection of Consumptive Use and Irrigation Water for Major Upland Crops using Soil Moisture Model under Climate Change (토양수분모형을 이용한 미래 주요 밭작물 소비수량 및 관개용수량 전망)

  • Nam, Won Ho;Hong, Eun Mi;Jang, Min Won;Choi, Jin Yong
    • Journal of The Korean Society of Agricultural Engineers
    • /
    • v.56 no.5
    • /
    • pp.77-87
    • /
    • 2014
  • The impacts of climate change on upland crops is great significance for water resource planning, estimating crop water demand and irrigation scheduling. The objective of this study is to predict upland crop evapotranspiration, effective rainfall and net irrigation requirement for upland under climate change, and changes in the temporal trends in South Korea. The changes in consumptive use and net irrigation requirement in the six upland crops, such as Soybeans, Maize, Potatoes, Red Peppers, Chinese Cabbage (spring and fall) were determined based on the soil moisture model using historical meteorological data and climate change data from the representative concentration pathway (RCP) scenarios. The results of this study showed that the average annual upland crop evapotranspiration and net irrigation requirement during the growing period for upland crops would increase persistently in the future, and were projected to increase more in RCP 8.5 than those in RCP 4.5 scenario, while effective rainfall decreased. This study is significant, as it provides baseline information on future plan of water resources management for upland crops related to climate variability and change.

A Study on the Air to Air Missile Control Fin Optimization Using the Mathematical Modeling Based on the Fluid-Structure Interaction Simulation (수학적 모델링을 이용한 공력-구조 연계 시뮬레이션 기반 공대공 미사일 조종날개 최적화 연구)

  • Lee, Seung-Jin;Park, Jin-Yong
    • Journal of the Korea Society for Simulation
    • /
    • v.25 no.1
    • /
    • pp.1-9
    • /
    • 2016
  • This study focuses on the air to air missile control fin planform optimization for the minimizing hinge moment with the considering phenomena of fluid and structure simultaneously. The fluid-structure interaction method is applied for the fluid and structure phenomena simulation of the control fins. A transient-loosely coupled method is used for the fluid-structure interaction simulation because it is suited for using each fluid and structure dedicated simulation software. Searching global optimization point is required many re-calculation therefore in this study, a mathematical model is applied for rapidly calculation. The face centered central composite method is used for generating design points and the 2nd polynomial response surface is sued for generating mathematical model. Global optimization is performed by using the generic algorithm. An objective function is the minimizing travel distance of the center of pressure between Mach 0.7 and 2.0 condition. Finally, the objective function of optimized planform is reduced 7.5% than the baseline planform with satisfying constrained conditions.

Predictive Factors of Aspects of the Transtheoretical Model on Smoking Cessation in a Rural Community (범이론 모형을 기초로 한 농촌지역 성인의 금연행위에 영향을 미치는 요인)

  • Ahn Ok-Hee;Yeun Eunja;Kwon Sung-Bok;Chung Hae-Kyung;Ryu Eunjung
    • Journal of Korean Academy of Nursing
    • /
    • v.35 no.7
    • /
    • pp.1285-1294
    • /
    • 2005
  • Purpose: This study was done to evaluate the predictive value of aspects of the Transtheoretical model (TTM) of behavior change as applied to smoking cessation in a rural population. Method: A convenience sample was recruited from a public health center in a community. A total of 484 participants were recruited, including 319 smokers, 116 ex-smokers and 49 non-smokers. A cross-sectional and descriptive design was used in this study. Data was analyzed using descriptive statistics, frequency statistics, ANOVA and Logistic regression. Result: The major findings were 1) The participants were assessed at baseline for their current Stage of Change resulting in a distribution with $42.1\%$ in Precontemplation, $24.1\%$ in Contemplation, $9.7\%$ in Preparation, $6.2\%$ in Active, and $17.9\%$ in the Maintenance stage. 2) There were statistically significant differences of processes of change, decisional balance and situational temptation across the stages of change. 3) The main factors that affect smoking cessation were age, number of years smoking, age when began smoking, self-liberation and negative/affective situations, which combined explained $33.2\%$ of the smoking cessation. Conclusion: TTM variables measured prior to a smoking cessation program added little predictive value for cessation outcome beyond that explained by demographic and smoking history variables.

Analysis of the Characteristics of the Older Adults with Depression Using Data Mining Decision Tree Analysis (의사결정나무 분석법을 활용한 우울 노인의 특성 분석)

  • Park, Myonghwa;Choi, Sora;Shin, A Mi;Koo, Chul Hoi
    • Journal of Korean Academy of Nursing
    • /
    • v.43 no.1
    • /
    • pp.1-10
    • /
    • 2013
  • Purpose: The purpose of this study was to develop a prediction model for the characteristics of older adults with depression using the decision tree method. Methods: A large dataset from the 2008 Korean Elderly Survey was used and data of 14,970 elderly people were analyzed. Target variable was depression and 53 input variables were general characteristics, family & social relationship, economic status, health status, health behavior, functional status, leisure & social activity, quality of life, and living environment. Data were analyzed by decision tree analysis, a data mining technique using SPSS Window 19.0 and Clementine 12.0 programs. Results: The decision trees were classified into five different rules to define the characteristics of older adults with depression. Classification & Regression Tree (C&RT) showed the best prediction with an accuracy of 80.81% among data mining models. Factors in the rules were life satisfaction, nutritional status, daily activity difficulty due to pain, functional limitation for basic or instrumental daily activities, number of chronic diseases and daily activity difficulty due to disease. Conclusion: The different rules classified by the decision tree model in this study should contribute as baseline data for discovering informative knowledge and developing interventions tailored to these individual characteristics.

Evidence of Aspiration Gastric contents in Induce Gastroesophageal Reflux in Rats (만성 흡인을 유발하는 위 식도 역류 모델)

  • Yoon, Yong-Han;Kim, Lucia;Cho, Jung-Soo;Kim, Joung-Taek;Baek, Wan-Ki;Kim, Kwang-Ho
    • Korean Journal of Bronchoesophagology
    • /
    • v.14 no.2
    • /
    • pp.43-47
    • /
    • 2008
  • Background : Anti-reflux procedures treat gastroesophageal reflux (GER) disease. It is known that gastroesophageal reflux is likelyrelated to the increased incidence of chronic rejection in lung transplantation recipients. Because experimental animal studies areto verify this, we have tried to make an animal model of GER in a rat. Material and Methods : Using the SD rats weighing 250-300 g, we surgically induced gastroesophageal reflux and measured the gastrostomy time under anesthesia. Of three groups, Group I was the control, Group II had lower esophageal and anterior myotomy, and Group III had lower esophageal and anterior myotomy plusdiaphragmatic crural myotomy.The animals were scarified, and lung biopsies and histological examinations were performed 1 week, 2 weeks, 4 weeks, 8 weeks and 3 months after gastroesophageal reflux surgery. Results : Baseline animals (n=5) had no GER after charcoal instillation through a gastrostomy tube in Group I. Charcoal-laden macrophages were observed in GroupsII and III. To determine evidence of GER evidence, charcoal was instillated through the gastrostomy tube in group III. In contrast, Group II demonstrated severe neurophil infiltration in the bronchioles and alveolar walls after procedure. After 12 weeks, we observed the disappearance of neurophil, lymphocyte and histiocyte infiltration, and also occasional focal bronchopneumonia and bronchitis. Group III demonstrated neurophil and basophil infiltration in the bronchioles and alveolar walls which was more severe than that in Group II. Interstitial fibrotic changes were observed in Group III.Conclusion : The purpose of our gastroesophageal reflux model was to find evidence of aspiration. There was more evidence of aspiration in Group II than in either of theother two groups.

  • PDF

Rotating Arm Test for Assessment of an Underwater Hybrid Navigation System for a Semi-Autonomous Underwater Vehicle (반자율무인잠수정의 수중 복합항법 시스템 성능평가를 위한 회전팔 시험)

  • Lee, Chong-Moo;Lee, Pan-Mook;Kim, Sea-Moon;Hong, Seok-Won;Seo, Jae-Won;Seong, Woo-Jae
    • Proceedings of the Korea Committee for Ocean Resources and Engineering Conference
    • /
    • 2003.05a
    • /
    • pp.141-148
    • /
    • 2003
  • This paper presents a rotating ann test for assessment of an underwater hybrid navigation system for a semi-autonomous underwater vehicle. The navigation system consists of an inertial measurement unit (IMU), an ultra-short baseline (USBL) acoustic navigation sensor and a doppler velocity log (DVL) accompanying a magnetic compass. The errors of inertial measurement units increase with time due to the bias errors of gyros and accelerometers. A navigational system model is derived to include the error model of the USBL acoustic navigation sensor and the scale effect and bias errors of the DVL, of which the state equation composed of the navigation states and sensor parameters is 25 in the order. The conventional extended Kalman filter was used to propagate the error covariance, update the measurement errors and correct the state equation when the measurements are available. The rotating ann tests are conducted in the Ocean Engineering Basin of KRISO, KORDI to generate circular motion in laboratory, where the USBL system was absent in the basin. The hybrid underwater navigation system shows good tracking performance against the circular planar motion. Additionally this paper checked the effects of the sampling ratio of the navigation system and the possibility of the dead reckoning with the DVL and the magnetic compass to estimate the position of the vehicle.

  • PDF