• Proceedings of the Korean Institute of Intelligent Systems Conference
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• 2006.05a
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• pp.322-326
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• 2006

본 논문에서는 내시경 영상에 대해 위암 영역을 자동으로 추출하는 방법을 제안한다. 본 논문에서는 내시경 영상을 획득하는 과정에서 발생하는 조명에 의한 잡음과 굴곡에 의해 발생하는 그림자에 의한 잡음 부분을 해결하기 위해서 HSI의 채도와 밝기 값을 이용하여 잡음 영역을 제거한다. 그리고 헤모글로빈 색소 정보를 나타내는 IHb값을 이용하여 전자 내시경 영상에서 유사한 헤모글로빈 색소 정보를 가지는 영역으로 분할한다. 분할된 영역들 중에서 RGB의 각 채널과 헤모글로빈 색소가 높게 나타나면 후보 영역으로 설정한다. 설정된 후보 영역 중에서 위암 영역의 형태학적인 특징 정보를 이용하여 위암 영역을 추출한다. 실제 전문의가 제공한 20개의 내시경 영상을 대상으로 실험한 결과, 제안된 위암 추출 방법으로 17개가 정확히 추출되었고 3개의 내시경 영상에서는 위암 영역이 정확히 추출되지 않았다.

• Journal of Gastric Cancer
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• v.4 no.3
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• pp.192-195
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• 2004

• Journal of Gastric Cancer
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• v.9 no.3
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• pp.117-127
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• 2009

Purpose: Adequate health-related information provided by health professionals may help cancer patients overcome their uncertain situation and manage their healthcare. To provide information effectively, there is a need to understand the content of the patients' essential information. The purpose of this study was to identify recent informational needs of postoperative gastric cancer patients. Materials and Methods: Data were collected from 190 postoperative gastric cancer patients who attended the Stomach Cancer Patients' Day ceremony (18 November 2008) held by the Stomach Cancer Center of Samsung Medical Center with the use of a questionnaire which measured informational needs. A questionnaire with 37 items was comprised of domains of diagnostic tests, cancer therapy, prognosis, follow-up, sexual activity, stomach cancer-related information, and 7 single items. Results: The priorities of informational needs were the domains of prognosis, ways of healthcare during treatment (a single item), follow-up, stomach cancer-related information, cancer therapy, and diagnostic tests (in descending order). Items related to prognosis, diet, and management of their healthcare ranked in the top 10 informational need scores. As age decreased, the degree of informational needs about diagnostic tests, cancer therapy, sexual activity, and stomach cancer-related information increased. Conclusion: We suggest that prognosis-related information based on the accumulated institutional therapeutic outcomes and objective prognosis data should be incorporated in the current education program. Health professionals should provide comprehensible information content to cancer patients and caregivers and encourage patients to participate in their therapy with a more positive attitude.

• Journal of the Korean Institute of Intelligent Systems
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• v.17 no.2
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• pp.265-269
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• 2007

In this paper, we propose an automatic extraction method of gastric cancer region from electronic endoscopic images. We use the brightness and saturation of HSI in removing noises by illumination and shadows by the crookedness occurring in the endoscopic process. We partition the image into several areas with similar pigments of hemoglobin using IHb. The candidate areas for gastric cancer are defined as the areas that have high hemoglobin pigments and high value in every channel of RGB. Then the morphological characteristics of gastric cancer are used to decide the target region. In experiment, our method is sufficiently accurate in that it correctly identifies most cases (18 out of 20 cases) from real electronic endoscopic images, obtained by expert endoscopists.

• Proceedings of the Korean Institute of Intelligent Systems Conference
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• 2005.04a
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• pp.255-260
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• 2005

위암은 국내 암발생 및 사망률의 상당 부분을 차지하고 있으며, 이러한 조기 위암의 발견은 치료 및 예후에 있어서 아주 중요하다. 본 논문에서는 조기 위암의 진단을 위해 위 내시경 영상에서 색상 변화를 이용해 이상 부위를 검출하여 검사자에게 조직적인 정보를 제공하는 시스템을 제안한다. 어느 정도의 진행이 이루어진 염증과 암은 쉽게 판단할 수 있지만, 조기의 염증이나 암의 경우에는 주의 깊게 보지 않는 경우에는 병변의 진단이 쉽지 않다. 본 논문에서는 위 내시경 영상을 IHB 채널로 변환시키고 조명에 의해 발생하는 잡음을 제거하며 자동으로 암 의심 영역을 검출하여 검사자에게 제공하거나 검사자에 의해 설정된 영역에 대한 조직적인 표면 정보를 제공한다. 본 논문의 연구는 추출된 이상 부위가 암을 확진할 수 없지만, 인간이 쉽게 인지하기 어려운 이상부위(암 의심 영역)를 추출하여 검사자에게 주의를 요구함으로써 일 처리를 줄이고 부과적인 정보를 제공한다. 그리고 검사추가 지정한 영역에 대해서도 조직적인 정보를 제공한다. 제안된 위 내시경 영상 분석 방법의 효율성을 확인하기 위해서 실제 내시경 영상들을 대상으로 실험한 결과, 제안된 방법이 위 내시경 영상 분석에 효율적임을 확인하였다.

• Journal of Gastric Cancer
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• v.7 no.1
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• pp.47-54
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• 2007

Purpose: To investigate the characteristics and chronological changes of gastric cancer in Korea, the Information Committee of the Korean Gastric Cancer Association performed nationwide survey for 2004. Materials and Methods: The data on patients who underwent gastric cancer surgery in 2004 were collected from 57 institutes and compared with those of 1995 and 1999 which were reported in 2002. Fourteen factors (sex, age, tumor location and size, gross type, approach to operation, radicality, operative method, reconstruction method, WHO and Lauren classification, UICC stage, and numbers of positive and retrieved lymph nodes) were analyzed. According to the annual number of gastric cancer operations, 57 institutes were divided into 4 groups (group 1, <100; 100 ${\leq}$ group 2 < 200 operations; 200 ${\leq}$ group 3 < 500 operations; group 4, ${\geq}500$). Results: Data on 11,293 patients were collected. The sex ratio (M : F) was 2.05 : 1 (7,586/3,705). The mean age was 58.0 years old. The age of highest incidence in both male and female has increased recently. The proportion of early gastric cancer has increased from 28.6% in 1995 and 32.8% in 1999 to 47.4% in 2004. The mean number of retrieved lymph nodes was 34.0 (32.8, 34.0, 36.1, and 32.9 for group 1, 2, 3, and 4 respectively). Conclusion: Early gastric cancer has increased in 2004 compared to 1995 and 1999. Gastric cancer surgery seems to be performed with acceptable quality in view of number of retrieved lymph nodes. These data presented in nationwide survey could be used as a fundamental resource for gastric cancer in Korea.

• Journal of Gastric Cancer
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• v.4 no.4
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• pp.219-224
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• 2004

Purpose: Through a survey on an Internet homepage, we conducted research concerning the need of patients and their families for information on gastric cancer. We also assessed their interest in gastric cancer. Materials and Methods: We analyzed 619 inquiries presented from June 2002 to September 2003 and 524 replies submitted to a questionnaire survey delivered by the Internet homepage (www.gastriccancer.co.kr) from August to October 2003 to gastric cancer patients and their families. Results: Analysis of Inquiries: The classified inquiries listed in order of frequency are as follows: treatment, prognosis, stages, symptoms, pathophysiology, diagnostic modalities, favorable food, etiology, follow-up, etc. Among the inquiries about treatment, the most frequent subgroup was about the scope of surgery or perioperative implications. Next came questions concerning chemotherapy. Among the questions from patients yet to be operated, on those about operability and the prognosis were most frequent. Among the patients who had undergone a resection, questions on complications and the corresponding prognosis were most frequent. The concern from patients with inoperable or recurrent cancers was related to terminal care and/or chemotherapy. Analysis of Questionnaires: The respondents acquired information on gastric cancer from the Internet ($40\%$), doctors ($32\%$), the mass media ($15\%$) and acquaintances ($13\%$). Only $6\%$ of the respondents were sufficiently satisfied with the information provided by doctors. Among the respondents, $89.9\%$ were interested in complementing treatment with folk remedies while only $5\%$ were not. Conclusion: Patients and their families were eager to get information about gastric cancer. However, many of them found the doctors' information to be insufficient. Our suggestion is that the public health, academic societies, medical institutions, and public organizations should endeavor to provide through an activated Internet network correct information on gastric cancer. (J Korean Gastric Cancer Assoc 2004;4:219-224)

• Proceedings of the Korea Information Processing Society Conference
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• 2024.05a
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• pp.687-689
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• 2024

위암은 전 세계적인 주요 건강문제이며, 근치적 위절제술은 위암의 표준치료이다. 근치적 위절제술 후 치료목표는 합병증 발생을 낮춰 병전 상태로 빠르게 회복하는 데 있다. 따라서, 근치적 위절제술 후 합병증 발생 여부를 선별하여 예측할 수 있는 성능이 좋은 모델을 개발하는 것은 위암환자의 회복에 매우 중요하다. 랜덤포레스트 모델은 여러 개의 결정트리를 활용한 배깅 방식의 대표적인 알고리즘으로 의료 데이터를 기반으로 한 예측에 있어 뛰어난 성능을 보여 주었다. 그러나 실제 데이터는 불균형이 빈번하게 발생하여 모델의 예측 성능에 영향을 미치므로, 최적의 분류 임계값을 설정하여 다수 클래스에 대한 편향을 줄이는 것이 중요하다. 따라서, 본 연구는 최근 10년 간 일개 대학병원의 전자의무기록 데이터를 활용하여 근치적 위절제술 후 합병증 발생을 예측하는 랜덤포레스트 모델을 개발하고, 임계값 설정을 통해 불균형 데이터에 대한 모델의 성능을 평가하고자 한다.

• Journal of the Korean Data and Information Science Society
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• v.21 no.6
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• pp.1253-1261
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• 2010

We develope the predictive model for the incidence of the stomach cancer by utilizing the health screening data of the National Health Insurance in Korea. We also explore the characteristics for the stomach cancer. We perform the logistic regression analysis using the data mining methodology and use SAS Enterprise Miner 4.1. This study shows that there exists a higher rate of the stomach cancer for males than females. Our study confirms that the major influencing factors for the incidence of the stomach cancer are age, drinking and a family history of cancer, lack of exercise. For man, the age is the most important determinant of the stomach cancer incidence, whereas the drinking is the most important determinant of the stomach cancer incidence for women.

• Proceedings of the Korea Information Processing Society Conference
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• 2006.05a
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• pp.435-438
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• 2006

Single Nucleotide Polymorphism(SNP)는 인간 유전자 서열의 0.1%에 해당하는 부분으로 이는 각 개인의 체질 및 각종 유전질환과 밀접한 관련이 있다고 알려져 있으며 이 SNP 정보를 이용 각종 질환의 유전적 원인규명에 대한 많은 생물학적 연구가 진행되고 있다. 그러나 아직 SNP를 이용한 효율적인 분석방법에 대한 전산학적 연구는 많지 않다. 본 논문에서는 대표적인 패턴인식기 중 하나인 Support Vector Machine(SVM)을 이용 한국인의 대표적인 유전질환으로 알려진 위암에 대한 예측율을 실험하였다. 실험 데이터는 간 및 소화기 질환 유전체 센터에서 얻어진 위 질환 환자를 대상으로 하였으며 실험 결과 예측율은 67.3%로 이는 Case Based Reasoning(CBR)방법의 55% 보다 더 좋은 예측 결과를 보였다.