• Title/Summary/Keyword: Deep-level states

검색결과 41건 처리시간 0.032초

양자간섭소자를 위한 InGaAs/InGaAsP/InP 양자점 분자구조 연구 (Study on InGaAs/InGaAsP/InP Quantum-dot Molecules for Quantum Interference devices)

  • 김진석;김은규;정원국
    • 한국진공학회지
    • /
    • 제15권2호
    • /
    • pp.186-193
    • /
    • 2006
  • 유기금속화학기상증착법으로 InGaAs/InGaAsP/InP 양자점 분자구조를 두 양자점 층간의 거리가 10 nm가 되도록 성장하여 성장된 구조에 대해 C-V, DLTS 및 PL 등의 전기 광학적 물성측정을 하였다. 그 결과 큰 양자점은 작은 양자점과 비교하여 장벽물질의 전도대역 가장자리로부터 먼 쪽에 에너지 준위가 형성되어 있음을 확인하였다. 큰 쪽 양자점에는 최소한 2개 이상의 에너지 준위에 운반자를 포획시킬 수 있음이 확인되었는데, -4 V의 역전압 하에서 측정된 양자점 분자구조의 에너지 준위는 장벽 가장자리로부터 0.35, 0.42, 0.45 eV 의 깊이에 각각 존재하였다. 인가된 전압의 변화에 대하여 약한 전기장 하에서는 양자점 분자구조의 에너지 준위들이 서로 결합되어 있다가 전기장이 증가하면서 이들 두 에너지 준위가 확연히 분리되는 모습을 확인할 수 있었다.

병원 간호사의 환자안전관리활동 영향요인 연구 (Factors Affecting Patient Safety Management Activities at Nursing Divisions of Two University Hospitals)

  • 정준;서영준;남은우
    • 한국병원경영학회지
    • /
    • 제11권1호
    • /
    • pp.91-109
    • /
    • 2006
  • This study was conducted to find out factors affecting patient safety management activities at nursing devisions of two university hospitals. The indicators of patient safety activities used in the study were selected from Hospital Survey on Patient Safety Culture which was developed by The Agency for Healthcare Research and Quality in the United States. Data were collected from 372 nurses working at inpatient wards at two university hospitals located in Seoul and Won-Ju cities through the self-administered questionnaires, and analyzed using frequency analysis, t-test, correlation, and regression analysis. The result of this study were as follows. First, The mean of patient safety management activities was 3.41 which was a little bit higher than the average level. The mean of communication within the ward was the highest, whereas that of patient safety management culture was the lowest. Second, there were significant differences in the perception of nurses on patient safety management activities in terms of the educational background, length of employment, and work hours per week. Third, three variables of communication within the unit, attitude of top management, and attitude of nurses have significant positive effects on patient safety management activities. Fourth, 37.4% of the variation in the patient safety management activities was explained by the study variables. In conclusion, hospital administration and nursing managers should make an effort to learn the knowledge of patient safety program, show their deep interest on the patient safety to the employees and motivate them to communicate effectively each other within the work unit to develop a good patient safety culture and system.

  • PDF

적외선검출소자를 위한 GaSb 결정 및 MBE로 성장한 Gasb/SI-GaAs 박막의 진성결함에 관한 연구 (Study on the Intrinsic Defects in Undoped GaSb Bulk and MBE-grown GaSb/SI-GaAs Epitaxial Layers for Infrared Photodetectors)

  • 김준오;신현욱;최정우;이상준;노삼규
    • 한국진공학회지
    • /
    • 제18권2호
    • /
    • pp.127-132
    • /
    • 2009
  • Sb에 기초한 응력 초격자 적외선검출소자의 구성 물질인 도핑하지 않은 기판 GaSb 결정과 GaSb/SI-GaAs 박막에 잔존하고 있는 진성결함 (intrinsic defect)을 비교 조사하였다. 상온 근처 (250 K)까지 광여기 발광 (PL)을 보이는 GaSb 결정에서의 발광 에너지의 온도의존성으로부터, 밴드갭 에너지에 관한 경험식인 Varshni 함수의 파라미터 ($E_o$, $\alpha$, $\beta$)를 결정하였다. GaAs 기판 위에 성장된 이종 GaSb 박막에서는 GaSb 주요 진성결함으로 알려져 있는 29 meV의 이온화 에너지를 가지는 위치반전 (antisite) Ga ([$Ga_{Sb}$]) 결함과 함께 위치반전 Sb ([$Sb_{Ga}$])와의 복합결함 ([$Ga_{Sb}-Sb_{Ga}$])과 관련된 것으로 분석된 732/711 meV의 한 쌍의 깊은준위 (deep level)가 관측되었다. PL의 온도 및 여기출력 의존성을 분석하여, Sb-rich상태에서 성장된 GaSb 박막에서는 잉여 Sb의 자발확산 (self-diffusion)에 의하여 치환된 위치전도 [$Ga_{Sb}$] 및 [$Sb_{Ga}$]가 결합하여 [$Ga_{Sb}-Sb_{Ga}$]의 깊은준위를 형성하는 것으로 해석되었다.

LSTM을 이용한 Piney River유역의 최대강우시 유량예측 (LSTM Prediction of Streamflow during Peak Rainfall of Piney River)

  • ;성연정;정영훈
    • 한국방재안전학회논문집
    • /
    • 제14권4호
    • /
    • pp.17-27
    • /
    • 2021
  • 유량예측은 효과적인 홍수관리 및 수자원 계획을 위한 매우 중요한 재난방지 접근법이다. 현재 기후변화로 인한 집중호우가 나날이 증가하고 있어 막대한 기반시설 손실과 재산, 인명 피해가 발생하고 있다. 본 연구는 미국 테네시주 Hickman County의 Vernon에 있는 Piney Resort의 최근 홍수사례분석을 통해 최대 강우 시나리오에서 유량예측에 대한 강우의 기여도를 측정했다. Piney River 유역내 USGS 두개의 관측소(03602500, 03599500)에서 20년(2000-2019) 동안의 일별 하천 유량, 수위 및 강우 데이터를 수집했고, Long Short Term Memory(LSTM)을 사용하였다. 또한, Tensorflow, Keras Machine learning frameworks, Python을 이용하여 14일로 구별된 유량 값을 예측하였다. 또한, 모델이 2021년 8월 21일의 범람 이벤트를 예측할 수 있었는지를 결정하는 데 사용되었다. 전체 데이터(수위, 유량 및 강우량)가 포함된 LSTM 모델은 일부 강우 모델을 제외하고 지속성 모델보다 우수한 성능을 보였으며, 강우자료만 이용하여 유량예측을 하는 것은 충분하지 않음을 나타냈다. 결과는 LSTM 모델은 0.68 및 13.84m3/s의 최적 NSE 및 RMSE 값을 나타냈고, 가장 낮은 예측 오차로 예측 최대유량은 94m3/s로 나타났다. 향후 강우 패턴에 대한 다양한 분석이 이루어진다면 효율적인 홍수 경보 시스템 및 정책을 설계하는 관련 연구에 도움을 줄 것으로 판단된다.

콘크리트채움 U형합성보-H형강기둥 십자형 합성접합부의 내진성능 (Cyclic Seismic Testing of Cruciform Concrete-Filled U-Shape Steel Beam-to-H Column Composite Connections)

  • 박창희;이철호;박홍근;황현종;이창남;김형섭;김성배
    • 한국강구조학회 논문집
    • /
    • 제23권4호
    • /
    • pp.503-514
    • /
    • 2011
  • 본 연구에서는 콘크리트채움 U형 합성보와 H형강 기둥 십자형 합성접합부의 내진상세를 제시하고, 2개의 실물대 실험체를 설계/제작하여 강구조내진기준의 표준실험절차에 따라 내진성능을 평가하였다. 주요 실험체 구성요소는 춤 450mm(실험체 A) 및 550mm(실험체 B) U형 강재보, 두께 165mm의 골데크플레이트 위에 타설된 콘크리트 바닥슬래브, U형보의 완전합성작용을 하기 위한 전단스터드, 부모멘트 전달을 위한 4개의 주철근 및 H형강 기둥에 정착을 위한 용접커플러 그리고 접합부 보강을 위한 보강판으로 구성된다. 순수 강재 보-기둥 접합부와 상이한 U형 합성접합부의 독특한 특성을 고려하여, 지진하중 하에서 내진성능에 결정적 영향을 미치는 보-기둥 접합부의 용접부 취성파단, 강판의 국부좌굴, 주철근의 휨좌굴, 콘크리트 압괴 등의 한계상태가 적절히 제어되도록 실험체를 설계하였다. 강구조내진기준의 지진하중 가력프로그램에 따른 실험결과, 설계에서 의도한 바와 같이 여러 한계상태가 적절히 제어되어 실험체 A 및 B는 각각 6% 및 6.8% 라디안에 이르는 매우 뛰어난 층간변형능력을 발휘하였다. 이는 특수모멘트골조에 요구되는 4% 라디안 수준을 충분히 상회하는 만족스런 층간변형능력이다. 특히 접합부 강화전략에 의해 제안된 합성접합부 상세는 설계에서 의도한 것과 같이 소성힌지를 보강단부로서 밀어냄으로서 취약할 수 있는 보-기둥 용접접합부를 효과적으로 보호하였다. 실험체 A의 최종 파괴모드는 6.0% 층간변위에서 발생한 보강단부에 인접한 냉간성형 코너부의 점진적 저사이클피로에 의한 하부플랜지의 파단에 의해 발생하였다. 한편, 실험체 B는 8.0%의 높은 수준의 층간변위에서 발생한 볼트이음부 파단에 의해 내력을 상실하였다.

가정학교육과 취업방안연구 (A Study on Home Economist Education with Refrence to the Business Activities in Korea)

  • 한상순
    • 대한가정학회지
    • /
    • 제27권2호
    • /
    • pp.163-185
    • /
    • 1989
  • Korean home economics education has around 100 years history. The main aims of home economics education up 1950 had not been changed, they were mainly for the improvement of household-skill to raise both standard of living and life quality as well as womanhood. After 1960's the standard of living drastically improved and the industrialization of Korean society was quite rapidly proceeded from simple to complex one. Because of these changes, I considered that the aims and the contents of home economics education should be reexamined and reshaped. This study motivated me that especially home economics major should be trained to be competent enough to work in industrialized society as much as the input to her college education. As industialization was made progress, family member's diverse role differentiation also occurred from past simple role such as house wife or girl's high school teacher among by home economics major. In this current societal change, most of the home economics major have wish to have opportunities obtaining new kinds of employment rather than obtaining merely teaching work. With this in mind I made a study on college level home economics education of the new adjustment to current and future industrialized Korean society. (1) The full number of officially admissible home economics major in 169 Korean colleges, 70 junior colleges, and one open university were as follows, 7139, 6080, and 230 respectively. The percentages of employed of employed numbers of them for the college and junior college graduates were 26.5 and 39.0 respectively. (2) The certificate qualifications issued to college home economics major are nutritionist (1st grade and 2nd grade), clothes and textilist, home economics teacher (2nd grade for high school) and kindergartener (2nd grade), The qualifications are certified after majoring each field from major departments of college of home economics by Ministrys of Labour and Education of the Korean government. The percentages of their employment are low as mentioned earlier. (3) To find out new employment opportunity for home economics graduates in home economist in business (henceforce/HEIB) status quo of consumer division for mational enterprise was surveyed. According to govermment decree of general law of consumer protection (1980), enterprise should organize bureau (offics, subdivision) on liability to consumer's complaint. Of 89.6% of the enterprise established th subdivision in which 96.2% of employee was male (3.8% was female). Of the employee college graduate and high school graduate were 93.2% and 6.8% respectively. On the employee's major acadmic backgroud (%), economics and business administration, engineering and low-political science were 39.5, 26.2 and 11.2 respectively. (4) To study on the relation between home economics and home economist in business, the aspect of historical development of HEIB, group of HEIB employing enterprise and their nature of business were tried to find out as well as perception and evaluation by enterprise on HEIB. (a) In the united States of America employed home economics major to enterprise was organized autonomously HEIB subdivision within American Home Economics Association since 1920's and the membership of HEIB was 3,000 of the AHEA membership 50,000. (b) In Japan the Japanese founder HEIB had three times the bilateral congress with the U.S.HEIB and had 10th anniversary celebration in 1988. Japanese HEIB member are not necessary to be home economics graduates but should have certificate as consumer adviser effected by the Minister of Trade and Industry. Japanese subdivision of consumer affaire within Japanese enterprise employ the consumer adviser with the certificate. Because of this different system from the United Sates, Japanese HEIB call their title "HEEB" instead of HEIB. The Japanese consumer adviser certificate system had initiated since 1980 and it belongs to 2nd level national qualification certificate. Currently active membership of Japanese "HEEB" association had increased from 115 (in 1979) to 319 in 1988. (5) For the opening of the future new employment of home economics graduates to enterprise and qualification required for the HEIB by national enterprise in Korea, I studied on the courses which seem to be important and required by employee in the field of HEEB in the United States of America and preliminary curriculum for home economics related major student aimning to be the future "HEEB" by Japanese HEEB study group of Japanese Association of Home Economics. It is suggested that it is very important and urgent to realize as home economics educator to have common deep concern and endeavors on opening new employment for our home economics major student1), we should try to publicize strongly and let enterprise and consumer protection board realize that employee in the subdivision of consumer protection should be the one who well experienced home economics major graduates2), we, home economics educator, should try to develop actively new curriculum in line of the suggestion made earlier for our future home economics major student of open broadly their future employment opportunities3), we, home economics educators, should try to have consensus on whether we should have support from government in terms of receiving national qualification certificate on consumer pretection or not4), and I would appreciate if the Korean Home Economics Association and Korean Home Management Society paydeep and positive concern on this matter.

  • PDF

형질전환 비만모델 수컷 hGHTg rats에서 경신해지환(輕身解脂丸)이 혈중 항비만지표에 미치는 영향 (The effects GeongshinhaeGihwan 1(GGT1) has on the hGHTg (human growth hormone transgenic) obese male rats' blood-antiobestic index)

  • 정양삼;총배금;최승배;김경철;신순식
    • 대한한의학방제학회지
    • /
    • 제13권2호
    • /
    • pp.1-16
    • /
    • 2005
  • Objectives: To find out the effects GGTl, an antiobestic drug widely used in clinics, has on the blood-antiobestic index and the toxicity index using the data from the hGHTg obese male rats. We looked closely into both of the two indices because GGTl antiobestic effect can happen not only by pharmacological action, but also by its toxicity. Also, we verified the difference in effect between GGTl and reductil (sibutramine), which has been approved by the FDA of the United States. Methods: After performing the experiments for 8 weeks on the hGHTg obese male rats divided into three groups: the control group, the GGTl group, and the reductil (RD) group, we anesthetized the rats with Diethyl ether and took a 3ml blood sample from the heart. Then, after coagulating the blood in room temperature by using the plasma separator, we centrifuged it for 25 minutes in 3,000rpm using the high-speed refrigerated centrifuge. We kept the separated plasma in a deep freezer at $-80^{\circ}C$, and repeatedly measured the antiobestic index and the toxicity index twice using the hematology biochemistry analyzer. Also, in order to judge the indirect toxicity index, we separated liver from kidney and observed them. Results: When we looked at the results of the analysis of covariance on the measuring elements related to the antiobestic index (TC, HDL, LDL, TG, and GLU), there was no significant difference among the groups in all measuring elements. Also, the results of the analysis of covariance on the two roups (RD group and GGTl group) showed that the p-values had no significant difference under the level of significance 0.05. When we looked at the result of the analysis of covariance on the measuring elements related to the toxicity index (GOT, GPT, GGT, CREA, UA, ALB, and TP), we could see that the p-values in GPT, ALB, and TP have a significant difference among the groups. Also, the results of the analysis of covariance about the measuring elements related to the toxicity index on both groups, RD group and GGTl group, showed no significant difference in the p-values of all of the measuring elements in the two groups, RD and GGTl group. Conclusions: In conclusion, through this experiment, the safety of GGTl has been approved, and although the verification on its medical effect has not been clearly approved, when we consider the fact that it belongs to the same group as reductil, an antiobestic drug approved by the FDA of the United States, we could indirectly verify that GGTl has an antiobestic effect. We believe that when doing a sample design for a future experiment, it needs to be performed on a greater sample size based on the power analysis that needs to be performed primarily in experiments, and a more accurate verification is needed through more systematic experiment plans.

  • PDF

견관절부 외상후 발생된 Shoulder-Hand Syndrome (A Case of the Shoulder-Hand Syndrome Caused by a Crush Injury of the Shoulder)

  • 전재수;이성근;송후빈;김선종;박욱;김성열
    • The Korean Journal of Pain
    • /
    • 제2권2호
    • /
    • pp.155-166
    • /
    • 1989
  • Bonica defined, that reflex sympathetic dystrophy (RSD) may develop pain, vasomotor abnoramalities, delayed functional recovery, and dystrophic changes on an affected area without major neurologic injury following trauma, surgery or one of several diseased states. This 45 year old male patient had been crushed on his left shoulder by a heavily laden rear car, during his job street cleaning about 10 years ago (1978). At first the pain was localizea only to the site of injury, but with time, it spreaded from the shoulder to the elbow and hand, with swelling. X-ray studies in the local clinic, showed no bone abnormalities of the affected site. During about 10 years following the injury, the had recieved several types of treatments such as nonsteroidal analgesics, steroid injections into the glenoidal cavity (10 times), physical therapy, some oriental herb medicines, and acupuncture over a period of 1~3 months annually. His shoulder pain and it's joint dysfunction persisted with recurrent paroxysmal aggrevation because of being mismanaged or neglected for a sufficiently long period these fore permiting progression of the sympathetic imbalance. On July 14 1988 when he visited our clinic. He complained of burning, aching and had a hyperpathic response or hyperesthesia in touch from the shoulder girdle to the elbow and the hand. Also the skin of the affected area was pale, cold, and there was much sweating of the axilla and palm, but no edema. The shoulder girdle was unable to move due to joint pain with marked weakness. We confirmed skin temperatures $5^{\circ}C$ lower than those of the unaffected axilla, elbow and palm of his hand, and his nails were slightly ridged with lateral arching and some were brittle. On X-ray findings of both the shoulder AP & lateral view, the left humerus and joint area showed diffuse post-traumatic osteoporosis and fibrous ankylozing with an osteoarthritis-like appearance. For evaluating the RSD and it's relief of pain, the left cervical sympathetic ganglion was blocked by injecting 0.5% bupivacaine 5 ml with normal saline 5 ml (=SGB). After 15 minutes following the SGB, the clinical efficacy of the block by the patients subjective score of pain intensity (=PSSPI), showed a 50% reduction of his shoulder and arm pain, which was burning in quality, and a hyperpathic response against palpation by the examiner. The skin temperatures of the axilla and palm rose to $4{\sim}5^{\circ}C$ more than those before the SGB. He felt that his left face and upper extremity became warmer than before the SGB, and that he had reduced sweating on his axilla and his palm. Horner's sign was also observed on his face and eyes. But his deep shoulder joint pain was not improved. For the control of the remaining shoulder joint pain, after 45 minutes following the SGB, a somatic sensory block was performed by injecting 0.5% bupivacaine 6 ml mixed with salmon calcitonin, $Tridol^{(R)}$, $Polydyn^{(R)}$ and triamcinolone into the fossa of the acromioclavicular joint region. The clinical effect of the somatic block showed an 80% releif of the deep joint pain by the PSSPI of the joint motion. Both blocks, as the above mentioned, were repeated a total of 28 times respectively, during 6 months, except the steroid was used just 3 times from the start. For maintaining the relieved pain level whilst using both blocks, we prescribed a low dose of clonazepam, prazocin, $Etravil^{(R)}$, codeine, etodolac micronized and antacids over 6 months. The result of the treatments were as follows; 1) The burning, aching and hyperpathic condition which accompanied with vaosmotor and pseudomotor dysfunction, disappeared gradually to almost nothing, within 3 weeks from the starting of the blocks every other day. 2) The joint disability of the affected area was improved little by little within 6 months. 3) The post-traumatic osteoporosis, fibrous ankylosis and marginal sclerosis with a narrowed joint, showed not much improvement on the X-ray findings (on April 25, 1989) 10 months later in the follow-up. 4) Now he has returned to his job as a street cleaner.

  • PDF

효과적인 재난 예방 및 관리를 위한 경찰활동 방향 (A Study on the Direction of Policing for Effective Disaster Prevention and Management)

  • 이주락;신소영
    • 시큐리티연구
    • /
    • 제51호
    • /
    • pp.317-334
    • /
    • 2017
  • 재난의 특성상 재난이 발생할 경우 지방정부차원에서 피해와 재정적 부담을 가져가야 하기 때문에 효과적으로 재난을 대비하고 재난관리 성과를 평가하기 위해서는 지역사회 단위로 접근해야 하나, 현재 우리나라는 중앙정부 위주로 재난관리가 이루어지고 있다. 실제로 세월호 사건 이후 재난안전 강화를 위해 신설된 국민안전처가 2016년 경주지진사건 등에서도 재난컨트롤타워로서의 제 기능을 하지 못한다는 비난과 염려가 제기되어 또 다른 실질적 대안이 필요한 시점이다. 이에 따라 재난대응 유관기관인 경찰조직의 재난관리 활동 및 역할에 관심이 대두되고 있어 본 연구에서는 경찰활동 중 특히 지역사회 경찰활동을 중점으로 지방정부차원에서 접근하고자 하였다. 물론 기존 지역사회 경찰활동은 범죄 예방활동이 주 업무이지만 경찰서비스의 확대를 기대하는 사회적 요구에 따라 경찰은 범죄예방에 국한하지 않고 지역주민의 안전과 지역사회의 질서를 위해 재난대응에도 적극적으로 개입하여야 한다. 따라서 재난 발생 시 신속하고 효과적으로 대응하여 피해를 최소화할 수 있도록 지역사회 경찰활동의 역할 및 범위를 재정립하고자 하였다. 또한, 지역사회 경찰활동은 지역주민과의 협조가 필수적이기 때문에 주민밀착형 재난대응 및 안전관리가 이루어지는 것을 중점으로 논의하였다. 연구결과, 본 연구에서는 재난안전 강화를 위한 지역사회 경찰활동 확대방안으로 지역경찰의 재난 활동에 대한 인식전환과 사경비와의 협력 체계 구축, 순찰차의 재난예방 활동과 초동조치, CCTV 통합 플랫폼 구축 등을 제시하여 경찰의 재난 대응 역량을 강화하고자 하였다.

  • PDF

입력변수 및 학습사례 선정을 동시에 최적화하는 GA-MSVM 기반 주가지수 추세 예측 모형에 관한 연구 (A Study on the Prediction Model of Stock Price Index Trend based on GA-MSVM that Simultaneously Optimizes Feature and Instance Selection)

  • 이종식;안현철
    • 지능정보연구
    • /
    • 제23권4호
    • /
    • pp.147-168
    • /
    • 2017
  • 오래 전부터 학계에서는 정확한 주식 시장의 예측에 대한 많은 연구가 진행되어 왔고 현재에도 다양한 기법을 응용한 예측모형들이 연구되고 있다. 특히 최근에는 딥러닝(Deep-Learning)을 포함한 다양한 기계학습기법(Machine Learning Methods)을 이용해 주가지수를 예측하려는 많은 시도들이 진행되고 있다. 전통적인 주식투자거래의 분석기법으로는 기본적 분석과 기술적 분석방법이 사용되지만 보다 단기적인 거래예측이나 통계학적, 수리적 기법을 응용하기에는 기술적 분석 방법이 보다 유용한 측면이 있다. 이러한 기술적 지표들을 이용하여 진행된 대부분의 연구는 미래시장의 (보통은 다음 거래일) 주가 등락을 이진분류-상승 또는 하락-하여 주가를 예측하는 모형을 연구한 것이다. 하지만 이러한 이진분류로는 추세를 예측하여 매매시그널을 파악하거나, 포트폴리오 리밸런싱(Portfolio Rebalancing)의 신호로 삼기에는 적합치 않은 측면이 많은 것 또한 사실이다. 이에 본 연구에서는 기존의 주가지수 예측방법인 이진 분류 (binary classification) 방법에서 주가지수 추세를 (상승추세, 박스권, 하락추세) 다분류 (multiple classification) 체계로 확장하여 주가지수 추세를 예측하고자 한다. 이러한 다 분류 문제 해결을 위해 기존에 사용하던 통계적 방법인 다항로지스틱 회귀분석(Multinomial Logistic Regression Analysis, MLOGIT)이나 다중판별분석(Multiple Discriminant Analysis, MDA) 또는 인공신경망(Artificial Neural Networks, ANN)과 같은 기법보다는 예측성과의 우수성이 입증된 다분류 Support Vector Machines(Multiclass SVM, MSVM)을 사용하고, 이 모델의 성능을 향상시키기 위한 래퍼(wrapper)로서 유전자 알고리즘(Genetic Algorithm)을 이용한 최적화 모델을 제안한다. 특히 GA-MSVM으로 명명된 본 연구의 제안 모형에서는 MSVM의 커널함수 매개변수, 그리고 최적의 입력변수 선택(feature selection) 뿐만이 아니라 학습사례 선택(instance selection)까지 최적화하여 모델의 성능을 극대화 하도록 설계하였다. 제안 모형의 성능을 검증하기 위해 국내주식시장의 실제 데이터를 적용해본 결과 ANN이나 CBR, MLOGIT, MDA와 같은 기존 데이터마이닝 기법들이나 인공지능 알고리즘은 물론 현재까지 가장 우수한 예측 성과를 나타내는 것으로 알려져 있던 전통적인 다분류 SVM 보다도 제안 모형이 보다 우수한 예측성과를 보임을 확인할 수 있었다. 특히 주가지수 추세 예측에 있어서 학습사례의 선택이 매우 중요한 역할을 하는 것으로 확인 되었으며, 모델의 성능의 개선효과에 다른 요인보다 중요한 요소임을 확인할 수 있었다.