• 제목/요약/키워드: Relational learning

검색결과 108건 처리시간 0.021초

비정형 금융 데이터에 관한 인공지능 CNN 활용 빅데이터 연구 (Big Data using Artificial Intelligence CNN on Unstructured Financial Data)

  • 고영봉;박대우
    • 한국정보통신학회:학술대회논문집
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    • 한국정보통신학회 2022년도 춘계학술대회
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    • pp.232-234
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    • 2022
  • 빅데이터는 고객 관계 관리, 관계 마케팅, 금융 업무 개선, 신용정보 및 위험 관리 분야에서 크게 활용되고 있다. 더욱이 최근에 COVID-19 바이러스로 인하여 비대면 금융거래가 보다 활발해지면서 고객과의 관계 측면에서 금융 빅데이터의 활용이 더 요구되고 있다. 고객 관계 측면에서 금융 빅데이터는 기술적인 접근보다 감성적적인 접근이 필요한 시기가 도래하였다. 관계 마케팅 측면에서도 인지적, 이성적, 합리적인 면보다는 감성적인 면을 중요시 할 필요성이 대두되었다. 하지만, 기존의 금융 데이터는 텍스트 형태의 고객 거래 데이터, 기업재무정보, 설문지등을 통하여 수집되고 활용되었다. 본 연구는 SNS를 통하여 고객의 문화 활동, 여가 활동 기반의 고객의 감성적인 이미지 데이터 즉, 비정형 데이터를 획득하여 고객의 활동 이미지를 인공지능 CNN 알고리즘으로 분석한다. 활동 분석은 다시 주석을 달은 인공지능에 적용하고, 주석에 나타난 행동 모델을 분석하는 인공지능 빅데이터 모델을 설계한다.

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실내공간의 기호학적 공간분석에 관한 연구 -그레마스의 기호사변형을 중심으로- (A Study on the Analysis method of interior Space by Semiotic Approach)

  • 박진배;이수영;조종현
    • 한국실내디자인학회논문집
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    • 제16호
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    • pp.29-35
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    • 1998
  • The purpose of this study is to analyze the elements forming interior design and to examine dimensional relationship among the elements which form space through the comparison of the spatial language and semiotics of space for the component of interior design. In addition to that it indtends to derive the principle of design which dominate interior design and the inherent diversified meaning by comparing those elements with the square of semiotic used in semiotics. Through this comparsion the meaning of constituent forming space which can be observed through the comparsion of square of semiotic has redefined flexbility among relational system of elements and this flexible concept make the scope of environment including human being broad and enriched. This study fist of all analyzes various phenomena of social culture review semiotics meta-learning and examines back theoretical ground of semiotics which is needed for space analysis. Second of all in the area of presenting an analysis tool for meaningful analysis this report introduces the square of semiotics which was invented,. A. J. Greimas in order to analyze the meaning of literary work and defind three categories of the progressive research method for the analysis of interior design and research itself. Finally as for the analysis of meaning for interior design this report sets the space and analyzed the space in accordance with the method and research procedure. being

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복잡한 2차원 물체 인식용 로봇 시각장치의 구현에 관한 연구 (A Study on Implementation of a Robot Vision System for Recogniton of complex 2-D Objects)

  • 김호성;김영석;변증남
    • 대한전자공학회논문지
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    • 제22권1호
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    • pp.53-60
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    • 1985
  • A computer vision system for robot is developed which can recognize a variety of two dimensional complex objects in gray level noisy scenes. the system is also capable of determining the position and orientation of the objects for robotlc manipulation. The hardware of the vision system is developed and a new edge tracking technique is also proposed. The linked edges are approximated to sample line drawing by split and merge algorithm. The system extracts many features from line drawing and constructs relational structure by the concave and convex hull of objects. In matching process, the input obhects are compared with the objects database which is formed by learning ability. Thelearning process is so simple that the system is very flexible. Several examples arc shown to demonstrate the usefulness of this system.

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Semantic Network Analysis on the MIS Research Keywords: APJIS and MIS Quarterly 2005~2009

  • Lee, Sung-Joon;Choi, Jun-Ho;Kim, Hee-Woong
    • Asia pacific journal of information systems
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    • 제20권4호
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    • pp.25-51
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    • 2010
  • This study compares and contrasts the intellectual development of the MIS field in Korea from 2005 to 2009 to that of international trends by using a keyword co-occurrence network analysis of the two flagship journals: APJIS and MIS Quarterly. From 316 research articles in these two journals, 132 unique and most frequently co-occurred keywords were put into analysis. The results of structural equivalence show a mild correlation between APJIS and MIS Quarterly. The e-commerce, trust, and technology adoption are the high frequency keywords in both journals. In Korea e-learning, purchasing, and recommendation systems turn out to be important keywords while outsourcing, research method, quantitative method, design research, information theory, and empirical research are in average international journals. This connotes that the Korean scholarship tends to focus more on practically oriented topics, but the clustering and relational mapping of research topics in each journal show a mild level of overlap with distinctive orientations due to intrinsic disparities depending on the concerned journals' geographical scopes, namely domestic or global.

DEVELOPMENT OF A VIRTUAL FORGING FACTORY FRAMEWORK

  • Kao Yung-Chou;Sung Wen-Hsu;Huang Wei-Shin
    • 한국소성가공학회:학술대회논문집
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    • 한국소성가공학회 2003년도 The 8th Asian Symposium on Precision Forging ASPF
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    • pp.115-122
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    • 2003
  • This paper presents the development of a virtual forging factory framework. The technologies of virtual reality and relational database had been integrated in the developed framework using Microsoft $Windows^{(R)}$ programming as the main technique so as to emulate a physical forging factory. The developed virtual forging factory consists of forging cells and a forging cell is comprised of forging machine, forging die, and forging operations forming a forging production line. The technology of virtual reality had been successfully adopted in the production simulation of manufacturing such as CNC and robotics. However, the application in virtual forging factory seems to have not been studied yet. Potential application of a virtual forging factory can be beneficial to (1) computer aided instruction, (2) shorten the learning curve of a novice, (3) remote diagnosis and monitoring when remote monitoring and control technology and signal inspection is considered, (4) improve adverse forging environment when remote forging technology is applied, and (5) virtual reality application.

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수학교과서에서 사용하는 정의의 특성 분석과 수준 탐색 - 기하 영역을 중심으로 - (An Analysis of the Characteristics of Definitions and Exploration the Levels of Definitions in Mathematics Textbooks - In the Area of Geometry -)

  • 조영미
    • 대한수학교육학회지:학교수학
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    • 제4권1호
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    • pp.15-27
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    • 2002
  • The purpose of this thesis is, through analysing the characteristics of the definitions in Korean school mathematics textbooks, to explore the levels of them. Definitions use din academic mathematics are rigorous. But they should be transformed into various types, which are presented in school mathematics textbooks, with didactical purposes. In this thesis we investigated such types of transformation. With the result of this investigation we tried to identify the levels of the definitions in school mathematics textbooks. We tried to construct, with consideration about methods of definition, frame for analysing the types of the definitions in school mathematics. Methods of definition are classified as connotative method, denotative method, and synonymous method. Especially we identified that connotative method contains logical definition, genetic definition, relational definition, operational definition, and axiomatic definition. With these analyses we made a frame for investigating the characteristics of the definitions in school mathematics textbooks. With this frame we identified concrete types of transformations of methods of definition. We tried to analyse this result with van Hieles' theory about let·els of geometry learning and the mathematical language levels described by Freudenthal, and identify the levels of definitions in school mathematics. We showed the levels of definitions in the geometry area of the Korean school mathematics.

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미용업종사자들의 근골격계관련작업이 직무스트레스에 미치는 영향 (The Relationship between Work Stress and Musculoskeletal Disorders of Hair Designers)

  • 오선영;남철현
    • 대한예방한의학회지
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    • 제14권3호
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    • pp.51-61
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    • 2010
  • This study aimed to evaluate musculoskeletal workload associated with the work of hair designers, to identify the factors associated with work-related stress, depression and musculoskeletal symptoms in Hair Designers, and to check the painful areas based on patients who complained of musculoskeletal symptoms. The data were collected from 279 hair designers in Daegu metropolitan city from February 1 to August 31 of 2009. A summary of the results was as follows : According to work-related stress in study subjects, the degree of stress load was relatively higher in association with the working demand, the relational conflicts and the organizational culture, but the degree of stress was found to be relatively lower in association with the physical environment, work-related autonomy, an insufficient compensation and an occupational instability. People engaged for beauty business have gotten lots of stress because of the endless needs from customers, the pressure of the learning new skills and the uncomfortable working environment. These are able to cause the musculoskeletal disorder. Under this circumstance, small fries do not have any prevention managements for improving the musculoskeletal diseases and they are not afforded to have regular checkup. When teaching the people related with beauty business, it is necessary to provide accurate information like correct carriage to reduce musculoskeletal disorder stress.

어린이도서관에 있어서 이용자요구특성과 공간구성에 관한 연구 (A Study on the Spatial Planning and the Characteristics of User's Need in the Children's Library)

  • 이정미;곽동화;임채진
    • 한국실내디자인학회논문집
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    • 제16권6호
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    • pp.213-223
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    • 2007
  • This study investigates the mutual effects of the physical environment and the characteristics of user's need in the children's libraries of open plan type. The children's library as a flexible space should accept user's diverse needs. Especially, Children express more positive and diverse behaviors than adults in physical environment. As the design information obtained from observation of children's behaviors are put to architectural design, the more affluent environment in which children can do positive behaviors can be made. We used two research methods of the behavior observation and interview for the children's library, and could formulate various using actions through the behavior setting observation for using library. A relational description for reading environment in this study, based on the affordance and the behavior setting theories, provided us with rich accounts for the psychological and sociocultural resources in the children's library. Consequently, the following results can be summarized. First, children need territories for family use and for place and are using library effectively through taking the two territories. Second, the zoning according to age category should be done, as behavior patterns were observed differently according to age. Third, the space composition with openness should be designed, as children need social relation and learning through imitation and observation.

A Comparative Study of Estimation by Analogy using Data Mining Techniques

  • Nagpal, Geeta;Uddin, Moin;Kaur, Arvinder
    • Journal of Information Processing Systems
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    • 제8권4호
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    • pp.621-652
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    • 2012
  • Software Estimations provide an inclusive set of directives for software project developers, project managers, and the management in order to produce more realistic estimates based on deficient, uncertain, and noisy data. A range of estimation models are being explored in the industry, as well as in academia, for research purposes but choosing the best model is quite intricate. Estimation by Analogy (EbA) is a form of case based reasoning, which uses fuzzy logic, grey system theory or machine-learning techniques, etc. for optimization. This research compares the estimation accuracy of some conventional data mining models with a hybrid model. Different data mining models are under consideration, including linear regression models like the ordinary least square and ridge regression, and nonlinear models like neural networks, support vector machines, and multivariate adaptive regression splines, etc. A precise and comprehensible predictive model based on the integration of GRA and regression has been introduced and compared. Empirical results have shown that regression when used with GRA gives outstanding results; indicating that the methodology has great potential and can be used as a candidate approach for software effort estimation.

영적 성숙을 증진하는 종교적 언어의 교육 (Teaching Religious Language to Nurture Spiritual Development)

  • 레니 드 아시스
    • 기독교교육논총
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    • 제65권
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    • pp.9-27
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    • 2021
  • 종교적 언어의 학습은 아동의 영적 성숙을 위해서 중요하다. 아동이 거룩함을 말하는 것이 격려되는 상황 속에서는 아동의 동료 관계, 하나님과 자연의 건강한 관계를 형성하는 역량이 강화된다. 종교교육가의 윤리적 당위성은 종교를 가르치며 삶의 경험을 긍정적으로 갱신하는 과정 속에서 확보된다. 특히, 종교교사는 언어적, 인지적, 그리고 영적 발달을 저해하는 교리적 훈육에 저항해야 하는 책무에 능동적으로 반응할 필요가 있다. 문화적 영향은 아동의 신비와 탐구, 자아발견의 계발에 긍정적인 역할을 한다. 문화적 접근을 통해서 종교교사는 아동에게 종교적 언어를 가르치고 의미-형성과 표현을 위한 도구로 활용이 가능하다.