• 제목/요약/키워드: ML-based Data Analysis

검색결과 106건 처리시간 0.028초

Exploring AI Principles in Global Top 500 Enterprises: A Delphi Technique of LDA Topic Modeling Results

  • Hyun BAEK
    • 한국인공지능학회지
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    • 제11권2호
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    • pp.7-17
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    • 2023
  • Artificial Intelligence (AI) technology has already penetrated deeply into our daily lives, and we live with the convenience of it anytime, anywhere, and sometimes even without us noticing it. However, because AI is imitative intelligence based on human Intelligence, it inevitably has both good and evil sides of humans, which is why ethical principles are essential. The starting point of this study is the AI principles for companies or organizations to develop products. Since the late 2010s, studies on ethics and principles of AI have been actively published. This study focused on AI principles declared by global companies currently developing various products through AI technology. So, we surveyed the AI principles of the Global 500 companies by market capitalization at a given specific time and collected the AI principles explicitly declared by 46 of them. AI analysis technology primarily analyzed this text data, especially LDA (Latent Dirichlet Allocation) topic modeling, which belongs to Machine Learning (ML) analysis technology. Then, we conducted a Delphi technique to reach a meaningful consensus by presenting the primary analysis results. We expect to provide meaningful guidelines in AI-related government policy establishment, corporate ethics declarations, and academic research, where debates on AI ethics and principles often occur recently based on the results of our study.

과채류 저장시 호흡량과 중량감소의 자동계측 (Automatic Measurement of Respiration Rate and Weight Loss during Storage of Citrus fruits)

  • 박제균;전재근;이승구;김공환
    • 한국식품과학회지
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    • 제21권3호
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    • pp.387-390
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    • 1989
  • 과채류 자동저장용 마이크로프로세서 제어장치를 활용하여 밀감의 저장시 발생되는 호흡량 및 중량감소를 자동 계측하였다. 중량감소는 스트레인게이지 load cell 장치를, 탄산가스는 적외선 가스분석기로 계측하고 계측신호를 컴퓨터에 접속하여 on-line화 하였다. 과일저장 조건과 계측시간 주기의 설정은 Z-80 마이크로프로세서와 컴퓨터간의 handshaking 정보교환 방식으로 수행할 수 있도록 하고 계측자료는 마이크로컴퓨터의 data file로써 자동기록 및 분석가능한 운영프로그램을 개발하였다. 건전한 것과 상처를 낸 감귤을 $20^{\circ}C$에서 4일간 저장하면서 호흡량을 비교하여 본 결과 건전한 감귤은 3-5ml $CO_2/kg{\cdot}hr$를 유지한 반면 상처를 낸 감귤의 경우는 50시간 이후부터 호흡량의 급격한 증가를 보였다. 한편 중량감소는 60시간 동안 건전한 감귤의 경우 거의 변화가 없었으나 상처를 낸 감귤의 경우 호흡량의 중가와 더불어 약 5%의 무게감소를 나타내었다.

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A Network Packet Analysis Method to Discover Malicious Activities

  • Kwon, Taewoong;Myung, Joonwoo;Lee, Jun;Kim, Kyu-il;Song, Jungsuk
    • Journal of Information Science Theory and Practice
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    • 제10권spc호
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    • pp.143-153
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    • 2022
  • With the development of networks and the increase in the number of network devices, the number of cyber attacks targeting them is also increasing. Since these cyber-attacks aim to steal important information and destroy systems, it is necessary to minimize social and economic damage through early detection and rapid response. Many studies using machine learning (ML) and artificial intelligence (AI) have been conducted, among which payload learning is one of the most intuitive and effective methods to detect malicious behavior. In this study, we propose a preprocessing method to maximize the performance of the model when learning the payload in term units. The proposed method constructs a high-quality learning data set by eliminating unnecessary noise (stopwords) and preserving important features in consideration of the machine language and natural language characteristics of the packet payload. Our method consists of three steps: Preserving significant special characters, Generating a stopword list, and Class label refinement. By processing packets of various and complex structures based on these three processes, it is possible to make high-quality training data that can be helpful to build high-performance ML/AI models for security monitoring. We prove the effectiveness of the proposed method by comparing the performance of the AI model to which the proposed method is applied and not. Forthermore, by evaluating the performance of the AI model applied proposed method in the real-world Security Operating Center (SOC) environment with live network traffic, we demonstrate the applicability of the our method to the real environment.

영양적으로 균형 있는 아동급식사업용 도시락의 적정한 용기 크기 및 음식 구성 (Appropriate Size and Dish Combination of Nutritional-Balanced Lunch Boxes Delivered to Children Under the Government-Funded Meal Service Program in Korea)

  • 아사노가나;윤지현;윤보람
    • 대한지역사회영양학회지
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    • 제14권5호
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    • pp.565-575
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    • 2009
  • The purpose of this study was to propose the appropriate sizes and dish combination for nutritional-balanced lunch boxes delivered to children under the government-funded meal service program in Korea. The study was based on the 3 : 1 : 2 Meal Box Magic, a nutrition education method developed in Japan. A total of 290 lunch menus, comprising of 10 day menus from 29 organizations having delivered lunch boxes to children during summer vacation of 2008, were analyzed and used as the base data for lunch box combination. Dishes of the menus were classified into 6 groups: Rice group, Protein side dish group (including meat, fish, egg, and bean dishes), Vegetable side dish group, Kimchi group (including kimchi and jangajji), Soup stew group, and the other group. Nutrient analysis was conducted for 100 ml of these dishes by CAN Pro 3.0 utilizing volume and weight conversion data used for analysis of the Korea Health and Nutrition Examination Survey and those from the Nutrient Composition of Food for Consumers. All the possible combinations of 5 dishes, comprising of 3 dishes from Rice group, Protein side dish group, and Kimchi group, respectively, and 2 dishes from Vegetable side dish group, were made using the frequently served dishes from the respective dish group. Nutrient analysis of each combination was conducted based on the assumption that a lunch box was 600 ml and filled up to 80% by dishes using the volume ratio of 3 : 1 : 1.5 : 0.5 for Rice group : Protein side dish group : Vegetable side dish group : Kimchi group. The mean and standard deviation of energy and nutrients of all combinations calculated by weighting the serving frequency of each dish selected for the combinations were $621\pm81$ kcal for Energy, $22.1\pm5.0$ g for Protein, $120\pm45$ mg for Calcium, $4.1\pm1.1$ mg for Iron, $201\pm130\;{\mu}g$ RE for Vitamin A, $0.34\pm0.10$ mg for Thiamin, $0.27\pm0.10$ mg for Riboflavin, and $24.3\pm9.6$ mg for Vitamin C. The energy percentages from Carbohydrate, Protein and Fat were 66%, 14% and 20%. The analysis results met the nutrition standard of lunch boxes for male elementary students in grades 4 through 6 under the government-funded meal service program regarding calories, nutrients except calcium and riboflavin, and macronutrient distribution ranges. Accordingly appropriate box sizes were suggested for different age and sex groups to meet the respective nutrition standards. In addition, milk or dairy products were suggested to accompany lunch boxes to supplement calcium and riboflavin intake. The method of selecting box sizes and making dish combination suggested in this study could be useful for the organizations preparing lunch boxes under the government-funded children's meal service program where nutrition professionals are not available.

A549 폐 상피세포에서 합토글로빈에 의한 염증반응 조절 (Inflammatory Regulation by Haptoglobin in A549 Cells)

  • 김남훈;이명재;김인숙
    • 생명과학회지
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    • 제16권3호
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    • pp.500-504
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    • 2006
  • 합토글로빈(Hp)은 조직손상이나 감염 등의 염증시에 혈중 농도가 증가하는 급성기반응단백질로서 주로 간에서 생합성되지만 염증을 동반한 폐에서도 발현됨이 보고되었다. 폐에서 합성되는 Hp이 염증반응에 어떤 영향을 주는지를 조사하고자, Hp을 과발현하는 폐상피세포를 사용하여 COX-2 및 염증관련 cytokine들의 발현을 조사하였다. Stable transfection 또는 transient transfection된 A549 세포에서 Hp이 잘 발현되고 있음을 확인한 후 COX-2의 발현을 측정한 결과, Hp의 과발현에 의해 COX-2 합성이 현저히 증가함을 확인할 수 있었다. 또한 Hp을 과발현하는 A549세포에 LPS ($1{\mu}g/ml$) 또는 $IL-1{\beta}$ (100 U/ml)를 각각 24시간 동안 처치하였을 때, Hp에 의한 COX-2 발현 증가는 LPS또는 $IL-1{\beta}$자극에 의해 협동적으로 증가하였다. ACP-based PCR 방법으로 염증관련 cytokine들의 발현을 측정한 결과, Hp에 의해 SPARC의 발현이 현저히 저하되는 반면에 IL-4 및 S100A1 유전자 발현은 약간 증가함을 알 수 있었다. 이러한 결과들은 폐상피세포에서 Hp이 염증반응을 활성화시키는 기전으로 작용함을 시사한다.

선형 예측 분석 기반의 딱총 새우 잡음 검출 기법 (Linear prediction analysis-based method for detecting snapping shrimp noise)

  • 박진욱;홍정표
    • 한국음향학회지
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    • 제42권3호
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    • pp.262-269
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    • 2023
  • 본 논문에서는 선형 예측 분석을 기반으로 한 딱총새우 잡음 검출을 위한 특징을 제안한다. 딱총새우는 천해에 서식하는 종으로, 높은 진폭의 신호를 생성하고 빈번하게 발생하기 때문에 수중 잡음의 주된 원인 중 하나이다. 제안된 특징은 딱총새우 잡음이 갑작스럽게 발생하고 빠르게 소멸하는 특징을 활용하기 위해 선형 예측 분석을 이용하여 정확한 잡음 구간을 검출하고 딱총새우 잡음의 영향을 줄인다. 선형 예측 분석으로 예측한 값과 실제 측정값 사이의 오차가 크기 때문에 이를 통해 효과적으로 딱총새우 구간 검출이 가능해진다. 추가적으로 제안된 특징에 일정 오경보 확률 탐지기를 결합하여 잡음 구간 검출 성능을 추가적으로 개선한다. 제안한 방법을 딱총새우 잡음 구간 검출 최신 방법으로 알려진 다층 웨이블릿 패킷 분해와 비교한 결과, 제안한 방법이 수신자 조작 특성 곡선과 곡선 아래의 면적 측면에서 성능이 평균적으로 0.12만큼 우수하였고 계산량 측면에서도 계산 복잡도가 더 낮았다.

개에서 겐타마이신으로 유발된 급성 신부전의 초음파상 변화 (Ultrasonographic Changes of Acute Renal Failure Induced by Gentamicin in Dogs)

  • 진경훈;정종태
    • 한국임상수의학회지
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    • 제18권1호
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    • pp.35-43
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    • 2001
  • Present study was undertaken in order to document early renal ultrasonographic changes of gentamicin nephrotoxicosis and to show the value of renal ultrasonography as a contributory means of early diagnosis of acute renal failure in dogs. The experimental design was a randomized complete block design with six treatments in two blocks (gentamicin-treated & saline-treated). Acute renal failure was induced by toxic dosage of gentamicin (30 mg/kg) and saline solution sham equivalent in volume to that of the toxic dosage of gentamicin (1.5-3ml). Subjective visualization of increased renal cortex was visible as homogenous echoes that were hypoechoic relative to the surrounding tissues, whereas the renal medulla was anechoic to slightly hypoechoic. After treatment, the renal cortex was hyperechoic relative to the surrounding tissue. Increased renal cortex echogenicity was associated with significant nephrotoxicosis and was superior to serum creatinine elevation in nephrotoxicosis detection. Urine GGT was superior to other clinicopathological data utilized in the diagnosis of nephrotoxicosis. Based on the above results, increased renal cortex echogenicity seemed to be of use in detecting of acute renal failure.

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우울증완화의 효과적인 국내산 9종 식물 조합오일의 생리활성 효과 연구 (9 types of domestic plant combination oil effective for relieving depression Bioactive effect research)

  • 정숙희
    • 한국응용과학기술학회지
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    • 제40권1호
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    • pp.103-112
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    • 2023
  • 본 연구는 우울에 효과가 입증된 국내 자생 식물 9종(배초향, 적송, 강황, 생강, 산미나리씨, 불수감, 황칠, 탱자, 쥐오줌풀) 을 선정하여 각각의 향기 성분 분석결과를 기반으로 9종 정유를 조합하여 항산화(DPPH, ABTS), 세포독성(MTS), 항염(Nitric oxide)실험을 수행하였다. 향기성분 분석결과 조합오일에서 기연구된 우울완화 효과 성분인 DL-Limonene(38.44%), g-Terpinene(8.9%), Estragole(5.18%), a-Pinene(1.73%) 등이 동정되었다. 항산화 활성인 DPPH 라디칼 소거능은 75.4%, ABTS 라디칼 소거능은 74.04%을 보였으며, 세포독성이 확인되지 않은 5uL/ml의 농도에서 NO 생성 저해능은 33.14%로 나타났다. 이를 통하여 국내 블렌딩 정유의 우울증의 개선 또는 예방에 대한 효과를 검증하고 더불어 과학적 효능과 성분 연구가 상호 협력적으로 이루어져 우울증적 증상 개선 유무를 확인 할 수 있는 기초자료로 제공하고자 한다.

New record of Codium lucasii (Bryopsidales, Chlorophyta) in Korea

  • An, Jae Woo;Nam, Ki Wan
    • Journal of Ecology and Environment
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    • 제38권4호
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    • pp.647-654
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    • 2015
  • A prostrate species of Codium (Bryopsidales, Chlorophyta) was collected from Daejin on the eastern coast of Korea. This alga is morphologically characterized by a prostrate, adherent or pulvinate, dark green thallus that is tightly attached to substratum. The utricles are strongly grouped and cylindrical to slightly clavate. Their apex is rounded to capitated, and it frequently has an alveolate ornament. Hair scars are found in the upper portion of the utricle. The gametangia grow on a short pedicel in the upper part of the utricle. In the phylogenetic tree based on molecular data, this alga is placed in the same clade as C. mozambiquense in UPGMA analysis, and nests in a sister clade of C. lucasii subsp. capense and C. mozambiquense in ML and NJ analyses. However, the genetic distance between the sequences of the Korean alga and the two species is 1.3-1.9%, while that between the Korean alga and C. lucasii from Japan is 1.1% within intraspecific range. The divergence value between the Korean alga and C. lucasii from the type locality (Australia) is 2.7% considered to be interspecific range. As based on this genetic divergence value, the Korean alga together with Japanese C. lucasii can be separated from genuine C. lucasii from the type locality. However, the Korean alga is identified as C. lucasii until those entities are morphologically characterized in species level. This is the first record of C. lucasii in Korea

Aspergillus nidulans 온도감수성 돌연변이주의 분리 및 분석 (Isolation and Analysis of Temperature Sensitive Mutants in Aspergillus nidulans)

  • 박찬규;강현삼
    • 미생물학회지
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    • 제16권3호
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    • pp.111-121
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    • 1978
  • About 40 temperature-sensitive mutants have been isolated as a preliminary step to study the spore germination, the cell cycle, and the control of macromolecular synthesis in Aspergillus nidulans. To obtain temperature-sensitive mutants rapidly and effectively, the selective enrichment method using antifungal antibiotic nystatin was developed. Based on the data which had applied to the concentration of auxotrophic mutants by the earlier investigators, the optimal concentration and the time of treatment at the nonpermissive temeprature were determined as 50 to 100 units per ml and 4.5 hr., respectively. Out of 41 ts mutants assigned to the strain symbol PK, thirteen that seemed to be arrested at the earlystage of spore germination were subjected to the further cytological and genetic analysis. Elght of these mutants are able to form germ tube and five not. Staining with acid fuchsin for the 5PK strains shows that one irreversible mutant, PK6 strain able to form germ tube, accumulate mitotic spindle, being arrested in mitosis. Another PK15 and PK23 strain have more than one intact nucleolus without germ tube formation at the restrictive temperature. the temperature-senstive mutation in PK12 strain, the onlystrain which is able occurred in certain gene specific for the germination of spore. All of the ts markers are recessive and complement each other in heterokaryon between two different ts markers at the restrictive temperature.

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