• Asia pacific journal of information systems
• /
• 제23권3호
• /
• pp.25-53
• /
• 2013

This study analyzes the effect of Computer Aided Innovation (CAI) to improve R&D Capabilities empirically. Survey was distributed by e-mail and Google Docs, targeting CTO of 235 SMEs. 142 surveys were returned back (rate of return 60.4%) from companies. Survey results from 119 companies (83.8%) which are effective samples except no-response, insincere response, estimated value, etc. were used for statistics analysis. Companies with less than 50billion KRW sales of entire researched companies occupy 76.5% in terms of sample traits. Companies with less than 300 employees occupy 83.2%. In terms of the type of company business Partners (called 'partners with big companies' hereunder) who work with big companies for business occupy 68.1%. SMEs based on their own business (called 'independent small companies') appear to occupy 31.9%. The present status of holding IT system according to traits of company business was classified into partners with big companies versus independent SMEs. The present status of ERP is 18.5% to 34.5%. QMS is 11.8% to 9.2%. And PLM (Product Life-cycle Management) is 6.7% to 2.5%. The holding of 3D CAD is 47.1% to 21%. IT system-holding and its application of independent SMEs seemed very vulnerable, compared with partner companies of big companies. This study is comprised of IT infra and IT Utilization as CAI capacity factors which are independent variables. factors of R&D capabilities which are independent variables are organization capability, process capability, HR capability, technology-accumulating capability, and internal/external collaboration capability. The highest average value of variables was 4.24 in organization capability 2. The lowest average value was 3.01 in IT infra which makes users access to data and information in other areas and use them with ease when required during new product development. It seems that the inferior environment of IT infra of general SMEs is reflected in CAI itself. In order to review the validity used to measure variables, Factors have been analyzed. 7 factors which have over 1.0 pure value of their dependent and independent variables were extracted. These factors appear to explain 71.167% in total of total variances. From the result of factor analysis about measurable variables in this study, reliability of each item was checked by Cronbach's Alpha coefficient. All measurable factors at least over 0.611 seemed to acquire reliability. Next, correlation has been done to explain certain phenomenon by correlation analysis between variables. As R&D capabilities factors which are arranged as dependent variables, organization capability, process capability, HR capability, technology-accumulating capability, and internal/external collaboration capability turned out that they acquire significant correlation at 99% reliability level in all variables of IT infra and IT Utilization which are independent variables. In addition, correlation coefficient between each factor is less than 0.8, which proves that the validity of this study judgement has been acquired. The pair with the highest coefficient had 0.628 for IT utilization and technology-accumulating capability. Regression model which can estimate independent variables was used in this study under the hypothesis that there is linear relation between independent variables and dependent variables so as to identify CAI capability's impact factors on R&D. The total explanations of IT infra among CAI capability for independent variables such as organization capability, process capability, human resources capability, technology-accumulating capability, and collaboration capability are 10.3%, 7%, 11.9%, 30.9%, and 10.5% respectively. IT Utilization exposes comprehensively low explanatory capability with 12.4%, 5.9%, 11.1%, 38.9%, and 13.4% for organization capability, process capability, human resources capability, technology-accumulating capability, and collaboration capability respectively. However, both factors of independent variables expose very high explanatory capability relatively for technology-accumulating capability among independent variable. Regression formula which is comprised of independent variables and dependent variables are all significant (P<0.005). The suitability of regression model seems high. When the results of test for dependent variables and independent variables are estimated, the hypothesis of 10 different factors appeared all significant in regression analysis model coefficient (P<0.01) which is estimated to affect in the hypothesis. As a result of liner regression analysis between two independent variables drawn by influence factor analysis for R&D capability and R&D capability. IT infra and IT Utilization which are CAI capability factors has positive correlation to organization capability, process capability, human resources capability, technology-accumulating capability, and collaboration capability with inside and outside which are dependent variables, R&D capability factors. It was identified as a significant factor which affects R&D capability. However, considering adjustable variables, a big gap is found, compared to entire company. First of all, in case of partner companies with big companies, in IT infra as CAI capability, organization capability, process capability, human resources capability, and technology capability out of R&D capacities seems to have positive correlation. However, collaboration capability appeared insignificance. IT utilization which is a CAI capability factor seemed to have positive relation to organization capability, process capability, human resources capability, and internal/external collaboration capability just as those of entire companies. Next, by analyzing independent types of SMEs as an adjustable variable, very different results were found from those of entire companies or partner companies with big companies. First of all, all factors in IT infra except technology-accumulating capability were rejected. IT utilization was rejected except technology-accumulating capability and collaboration capability. Comprehending the above adjustable variables, the following results were drawn in this study. First, in case of big companies or partner companies with big companies, IT infra and IT utilization affect improving R&D Capabilities positively. It was because most of big companies encourage innovation by using IT utilization and IT infra building over certain level to their partner companies. Second, in all companies, IT infra and IT utilization as CAI capability affect improving technology-accumulating capability positively at least as R&D capability factor. The most of factor explanation is low at around 10%. However, technology-accumulating capability is rather high around 25.6% to 38.4%. It was found that CAI capability contributes to technology-accumulating capability highly. Companies shouldn't consider IT infra and IT utilization as a simple product developing tool in R&D section. However, they have to consider to use them as a management innovating strategy tool which proceeds entire-company management innovation centered in new product development. Not only the improvement of technology-accumulating capability in department of R&D. Centered in new product development, it has to be used as original management innovative strategy which proceeds entire company management innovation. It suggests that it can be a method to improve technology-accumulating capability in R&D section and Dynamic capability to acquire sustainable competitive advantage.

• 조형예술학연구
• /
• 제12권
• /
• pp.5-41
• /
• 2007

이 연구의 목적은 현대 사회문화의 새로운 경향으로 부각된 웰빙 문화생활에서 인간에게 보다 질적으로 향상된 디자인제품의 필요성을 알리고 이용하게 하려는 데에 있다. 일반적으로 사용되고 있는 조명제품디자인에 웰빙을 적용한 디자인연구가 시작단계의 수준이라 판단하고, 웰빙의 성향과 현시대 소비자가 새롭게 요구하는 조명디자인연구를 하고자 한다. 최근 급변하는 문화현상의 요인으로 디자인이 새롭게 인식되면서 현대인의 기능을 중시하는 소비문화에서 지적 만족을 추구하는 디자인의 소비문화로 변화하고 있다. 또 디지털 정보화 시대에 따라 유비쿼터스와 같은 다양한 디지털 첨단기술이 발달하게 되면서 소비자는 정적인 것보다는 동적인 것, 또한 자신들의 자극에 반응이 있는 제품에 관심을 보이고 있다. 동시에 자연친화적 이고 인생을 풍요롭고 아름답게 영위하고자 하는 웰빙문화를 선호하고 있다. 즉, 제품의 기본적인 기능사용만을 위함이 아닌 오감을 만족시키기 위한 디자인을 요구하는 시대가 왔음을 의미한다. 하지만 20세기 후기에 나타난 산업사회에서 인간중심적이고 친환경적인 제품의 경향은 일부 제한된 분야에서 시도되고 있을 뿐 일반적으로 이에 대한 연구는 미흡한 현실이다. 본 논문은 기존 조명제품디자인이 생활의 정신적 문화적 만족이 새로운 목표가 되고 있는 사용자들의 웰빙 성향과, 그들이 필요로 하는 제품의 방향성을 알고, 그 결과를 바탕으로 인터렉션디자인을 접목하여 문제 해결의 대안을 제시하여 웰빙 성향에 있어 발전이 미흡했던 원인을 분석하고 그에 대한 해결방법을 모색하여 인터랙션디자인, 웰빙을 적용한 디자인을 제작한 결과, 기존 조명디자인과의 차별화로 현재의 조명제품디자인에 충분히 활용될 수 있을 것으로 예상되는바, 이 분야를 계속 연구할 가능성이 있다는 결론을 제시하고자 한다.

• 디자인학연구
• /
• 제2권1호
• /
• pp.63-97
• /
• 1989

There is nothing more important than the form and function in design, because every design product can be done on the basis of them. Form and Function are already existed before the word of design has been appeared and all the natural and man-made things' basic organization is based on their organic relations. The organic relations is the source of vitality which identifies the subsistance of all the objects and the evolution of living creatures has been changed their appearances by the natural law and order. Design is no exception. Design is a man-made organic thing which is developed its own way according to the purposed aim and given situations. If so, what is the ultimate goal of design. It is without saying that the goal is to make every effort to contribute to the -human beings most desirable life by the designer who is devoting himself to their convenience and well-being. Therefore, the designer can be called the man of rich life practitioner. This word implies a lot of meanings since the essence of design is improving the guality of life by the man-made things which are created by the designer. Also, the things are existed through the relations between form and function, and the things can keep their value when they are answered to the right purpose. In design, thus, it is to be a main concern how to create valuable things and to use them in the right way, and the subject of study is focused on the designer's outlook of value and uk relations between form and function. Christopher Alexander mentioned the importance of form as follows. The ultimate object of design is form. Every design problem begins with an effort to achieve fittness between the form and its context. The form is the solution to the problem: the context defmes the problem. In other words, when we speak of design, the real object of discussion is not form alone, but the ensemble comprising the form and its context. Good fit is a desirable property of this ensemble which relates to some particular division of the ensemble into form and context. Max Bill mainatined how important form is in design. Form represents a self-contained concept, and its embodiment in an object results in that object becoming a work of art. Futhermore, this explains why we use form so freguently in a comparative sense for determining whether one thing is less or more beautiful than another, and why the ideal of absolute beauty is always the standard by which we appraise form, and through form, art itself. Hence form has became synonymous with beauty. On the other hand, Laszlo Moholy-Nagy stated the importance of function as follows. Function means the task an object is designed to fulfill the task instrument is shaping the form. Unfortunately, this principle was not appreciated at the same time but through the endeavors of Frank Lloyd Wright and of the Bauhaus group and its many collegues in Europe, the idea of functionalism became the keynote of the twenites. Functionalism soon became a cheap slogan, however, and its original meaning blurred. It is neccessary to reexamine it in the light of present circumstances. Charles William Eliot expressed his idea on the relations between function and beauty. Beauty often results chiefly from fittness: indeed it is easy to manitain that nothing is fair except what is fit its uses or functions. If the function of the product of a machine be useful and valuable, an the machine be eminently fit for its function, it conspicuously has the beauty of fittness. A locomotive or a steamship has the same sort of beauty, derived from the supreme fittness for its function. As functions vary, so will those beauty..vary. However, it is impossible to study form and function in separate beings. Function can't be existed without form, and without function, form is nothing. In other words, form is a function's container, and function is content in form. It can be said that, therefore, the form and function are indispensable and commensal individuals which have coetemal relations. From the different point of view, sometimes, one is more emphasized than the other, but in this case, the logic is only accepted on the assumption of recognizing the importance of the other's entity. The fact can be proved what Frank Hoyd wright said that form and function are one. In spite of that, the form and function should be considered as independent indivisuals, because they are too important to be treated just as the simple single one. Form and function have flexible properties to the context. In other words, the context plays a role as the barometer to define the form and function, also which implies every meaning of surroun'||'&'||'not;dings. Thus, design is formed under the influence of situations. Situations are dynamic, like the design process itself, in which fixed focus can be cripping. Moreover, situations control over making the good design. Judging from the respect, I defined the good design in my thesis An Analytic Research on Desigh Ethic, "good design is to solve the problem by the most proper way in the situations." Situations are changeable, and so is design. There is no progress without change, but change is not neccessarily progress. It is highly desirable that there changes be beneficial to mankind. Our main problem is to be able to discriminate between that which should be discarded and that which should be kept, built upon, and improved. Form and Function are no exception. The practical function gives birth to the inevitable form and the $$\mu$ti-classified function is delivered to the varieties of form. All of these are depended upon changeable situations. That is precisely the situations of "situation de'||'&'||'not;sign", the concept of moving from the design of things to the design of the circumstances in which things are used. From this point of view, the core of form and function is depended upon how the designer can manage it efficiently in given situations. That is to say that the creativity designer plays an important role to fulfill the purpose. Generally speaking, creativity is the organization of a concept in response to a human need-a solution that is both satisfying and innovative. In order to meet human needs, creative design activities require a special intuitive insight which is set into motion by purposeful imagination. Therefore, creativity is the most essential quality of every designer. In addition, designers share with other creative people a compulsive ingenuity and a passion for imaginative solutions which will meet their criteria for excellence. Ultimately, it is said that the form and function is the matter which belongs to the desire of creative designers who constantly try to bring new thing into being to create new things. In accordance with that the main puppose of this thesis is to catch every meaning of the form and function and to close analyze their relations for the promotion of understanding and devising practical application to gradual progression in design. The thesis is composed of four parts: Introduction, Form, Function and Conclusion. Introduction, the purpose and background of the research are presented. In Chapter I, orgin of form, perception of form, and classification of form are studied. In Chapter II, generation of function, development of function, and diversification of function are considered. Conclusion, some concluding words are mentioned.ioned.

• 디자인학연구
• /
• 제19권1호
• /
• pp.201-214
• /
• 2006

현대 사회는 모호함과 혼돈의 시대이며, 이미 현대의 철학과 문학, 환경설계, 등 예술 전반에 걸쳐 모호성과 복잡성, 다양성이 두루 나타나고 있다. 이와 같은 현상은 현대 사회가 이미 영역의 경계를 넘나드는 유기적인 관계로서 이질적인 요소들을 통합하고 있다는 것을 보여주는 것이다. 이러한 특징은 모순적인 차원들을 수용하여 부분과 전체의 관계 속에 하나로 묶는 것과 관련된 하이브리드라 할 수 있다. 이는 양자택일적인 태도보다는 양자수용적인 태도로 명료성보다는 풍부성을, 단순성 대신에 애매성을 새로움 설계 개념으로 제시한 것이다. 이러한 원리는 완결된 형태가 아닌 비결정성으로 대립적 모순과 여러 대안들, 그리고 무엇보다도 상호의존성과 상호관계 속에서 유용한 정보를 제공하며 창조적 설계에 결정적인 영향을 끼친다할 수 있다. 그러므로 하이브리드는 하나의 단일한 공간으로 획일화하는 데에서 벗어나 여러 영역이 층위를 고려한 전략이 필요하다고 볼 수 있을 것이다. 이러한 상황과 개념들의 이벤트(event)로서의 공간체험은 이용자 신체의 참여인 몸의 체험에 바탕을 두고 자유롭게 행동하는 것이다. 이는 기존의 단일성에 대한 시각주의적 관점으로 환경설계를 보았을 때 보다 이용자의 역동적인 체험을 일으킴을 알 수 있다. 이러한 실천적 체험은 주관적이고, 공감각적이며, 비관조적인 체험이라 할 수 있을 것이다. 따라서 하이브리드는 능동적 이용자를 등장시켰으며, 이러한 특징은 이용자의 관조적 자세가 아닌, 신체의 체험으로 느껴지는 공감각성, 비결정성으로 이전의 균형, 조화를 이루는 시각적인 공간과는 구별되는 것이다. 왜냐하면 하이브리드적인 결과물들은 텍스트를 시각화시키는 재현보다는 창조적인 상상력의 산물로 변화하고 있기 때문이다. 이러한 이용자의 적극적인 참여로서의 체험은 특정한 엘리트 중심의 예술과 일상의 구분을 와해하며, 펼쳐질 사건의 생성과정과 새로운 미적 체험이 나타나는 현재 진행형이라 할 수 있을 것이다.으로 본 연구는 모바일 정보기기의 소지용이성과 텍스트 가독성을 우수하게 양립시킬 수 있는 2:1의 형태 비례를 발견할 수 있었다. 실질적으로 연구결과를 활용하기 위해서는 모바일 정보기기에서 표시창외에 입력장치를 위한 공간을 추가로 확보해야 한다는 사실을 감안하여 디자인 작업에 적용해야 할 것이다.초투자율, 손실계수, 큐리온도 등)으로 미루어보아 각종 microwave 통신기기 core 및 고 투자율 deflection yoke core 등으로 사용이 가능하다.의 쐐기를 사용할 때 MU값이 크다. 결론: 수집된 광자선 빔 데이터를 분석하여 빔데이터의 정확성과 치료계획용 시스템의 계산 정확성을 대략적으로 점검 할 수 있는 기준 값을 제시하였다.동결이 요구되며 본 연구에서 이용된 OPS 동결 방법이 폭넓게 활용될 것으로 사료된다.며 이 때가 최상의 교배 적기로 사료되며, 혈장 progesterone농도가 4.0 ng/ml 이상으로 증가한 날(Bay 0)을 기준으로 하였을 때부터 CI는 혈장 estradiol-$17{\beta}$ peak 후 1일째인 최고치를 나타내었고, CI peak 후 1일째인 Day 0에 혈장 progesterone 농도가 최초로 4.0 ng/ml 이상으로 증가하여 CI가 90% 이상으로 지속된 시기가 최상의 교배 적기임이 확인되었다. 따라서 혈장 progesterone농도 측정으로 정확한 배란 시기 및 교배 적기를 판정할 수 있으나, 시설비가 저렴하고 검사 방법이 간단한 질 세포 검사가 Shih-tzu 견에서 발정 주기, 교배 적기 및 배란 시기의 판정에 응용될 수 있음을 시사하는 결과라고 사료된다.골계가 높은 경향을 보였다. 3) Fe의 함량은 백봉오골계와 연산오골계 모두 다리살이 가슴살보다 더 높았으며, 다리살 중의 Fe 함량을 비교해 보았을 때 백봉오골계가 3.9 mg%, 연산오골계가 1.0 mg%로서 백봉오골계가 연산오골계보다 약 4.0배나 더 높았다. 4)

• 대한핵의학회지
• /
• 제28권2호
• /
• pp.177-185
• /
• 1994

Pharmacologic coronary vasodilation in conjunction with myocardial perfusion scintigraphy has become an alternative to dynamic exercise test for the diagnosis and risk stratification of coronary artery disease, especially in patients who are unable to perform adequate exercise. Dipyridamole and adenosine have been used for pharmacologic stress testing with myocardial perfusion imaging. Adenosine is a potent coronary vasodilator with rapid onset of action, short half-life, near maximal coronary vasodilation and less serious side effects. ST segment depression has been reported in about 7-15% of patients with coronary artery disease receiving dipyridamole in conjunction with myocardial perfusion imaging. The exact cause and clinical significance are not known. In order to evaluate the relationship between adenosine-induced ST segment depression during $^{99m}Tc$-MIBI myocardial perfusion scintigraphy and the severity of coronary artery disease, we performed $^{99m}Tc$-MIBI imaging after intravenous Infusion of adenosine In 120 patients with suspected coronary artery disease. Of the 120 patients, 28 also performed coronary angiography. There were 24 patients with ST segment depression during $^{99m}Tc$-MIBI scintigraphy and 96 patients without ST segment depression. Adenosine was infused Intravenously at a dose of 0.14mg/kg per minute lot 6minutes and $^{99m}Tc$-MIBI was injected at 3 minute. We then com-pared the hemodynamic changes, side effects, scintigraphic and angiographic findings. Heart rate increased $90{\pm}19$ beats/minute in the group with ST depression compared with $80{\pm}16$ beats/minute in the group without ST depression(p<0.05). Baseline systolic blood pressure was significantly higher in the group with ST depression($152{\pm}27$ mmHg) than in the group without 57 depression($140{\pm}21$mmHg, p<0.05). Double product at baseline($10.90{\pm}2.77$ versus $9.55{\pm}2.34\;beats/minute{\times}mmHg$) and during adenosine infusion($12.72{\pm}3.89$ versus $10.83{\pm}2.98\;beats/minute{\times}mmHg$) were significantly higher in the group with ST depression(p<0.05). The incidence of anginal chest pain was also significantly higher in the group with ST depression(ST versus 29%, p<0.0001). The $^{99m}Tc$-MIBI images were abnormal in 23(96%) patients with ST segment depression and 66(69%) patients without ST segment depression(p<0.05). In patients with ST segment depression, there were more reversible perfusion defects than in patients without ST segment depression(83 versus 55%, p<0.05). The number of abnormal segments were significantly higher in the group with ST depression($3.05{\pm}2.01$ versus $1.51{\pm}1.45$, p<0.005). In patients with ST segment depression, there were more segments of reversible perfusion defects than in patients without segment depression($2.15{\pm}2.11$ versus $0.89{\pm}1.24$, p<0.05). There were no differences in the angiographic severity by vessel(p ; NS). We concluded that ST segment depression during $^{99m}Tc$-MIBI myocardial perfusion scintigraphy with Intravenous adenosine is related to the severity of coronary artery disease.

• 지능정보연구
• /
• 제23권3호
• /
• pp.155-175
• /
• 2017

최근 독감 예측이나 당선인 예측, 구매 패턴, 투자 등 다방면에서 웹검색 트래픽 정보. 소셜 네트워크 내용 등 거대한 데이터를 통해 사회적 현상, 소비 패턴을 분석하는 시도가 이전보다 늘어났다. 구글, 네이버, 바이두 등 인터넷 포털 업체들의 웹검색 트래픽 정보 공개 서비스와 함께 웹검색 트래픽 정보를 활용하여 소비자나 사용자와 관련된 연구가 실시되기 시작했다. 웹검색 트래픽 정보를 활용한 사회 현상, 소비 패턴 분석을 연구는 많이 수행되었으나, 그에 비해서 도출된 여행 수요 모델을 토대로 의사결정을 위한 실질적 대책 수립으로 이어지는 연구는 많이 진행되지 않은 실정이다. 관광산업은 상대적으로 많은 고용을 가능하게 하고 외자를 유치하는 등 고부가가치를 창출하여 경제 전체에 선순환 효과를 일으키는 중요한 산업이다. 그 중에서도 국내 입국외래객중 수년간 2위와의 큰 차이로 1위를 차지해왔던 중국 국적의 관광객 '유커' 및 그들이 지출하는 1인당 평균 관광 수지는 한국 경제에 매우 중요한 한 부분이다. 관광 수요의 예측은 효율적인 자원 배분과 합리적인 의사 결정에 있어서 공공부문 및 민간부문 모두 중요하다. 적절한 관광 수요 예측을 통해서 한정된 자원을 더욱 효과적으로 활용하여 더욱 많은 부가가치를 창출하기 위한 것이다. 본 연구는 중국인 인바운드를 예측하는 방법에 있어, 이전보다 더 최신의 트렌드를 즉각적으로 반영하고 개인들의 집합의 관심도가 포함되어 예측 성능이 개선된 방법을 제안한다. 해외여행은 고관여 소비이기 때문에 잠재적 여행객들이 입국하기 전 웹검색을 통해 적극적으로 자신의 여정과 관련된 정보를 취득하기 위한 활동을 한다. 따라서 웹검색 트래픽 수치가 중국인 여행객의 관심정도를 대표할 수 있다고 보았다. 중국인 여행객들이 한국 여행을 준비하는 단계에서 검색할만한 키워드를 선정해 실제 중국인 입국자 수와 상관관계가 있음을 검증하고자 하였다. 중국 웹검색 엔진 시장에서 80%의 점유율을 가지는 중국 최대 웹검색 엔진 '바이두'에서 공개한 웹검색 데이터를 활용하여 그 관심 정도를 대표할 수 있을 것이라 추정했다. 수집에 필요한 키워드의 선정 단계에서는 잠재적 여행객이 여정을 계획하고 구체화하는 단계에서 일반적으로 검색하게 되는 키워드 후보군을 선정하였다. 키워드의 선정에는 중국 국적의 잠재적 여행객 표본과의 인터뷰를 거쳤다. 트래픽 대소 관계 확인 결과에 따라서 최종 선정된 키워드들을 한국여행이라는 주제와 직접적인 연관을 가지는 키워드부터, 간접적인 연관을 가지는 키워드까지 총 세 가지 레벨의 카테고리로 분류하였다. 분류된 카테고리 내의 키워드들은 바이두'가 제공하는 웹검색 트래픽 데이터 제공 서비스 '바이두 인덱스'를 통해 웹검색 트래픽 데이터를 수집했다. 공개된 데이터 페이지 특성을 고려한 웹 크롤러를 직접 설계하여 웹검색 트래픽 데이터를 수집하였고, 분리되어 수집된 변수에는 필요한 변수 변환 과정을 수행했다. 자동화 수집된 웹검색 트래픽 정보들을 투입하여 중국 여행 인바운드에 대한 유의한 영향 관계를 확인하여 중국인 여행객의 한국 인바운드 여행 수요를 예측하는 모형을 개발하고자 하였다. 정책 의사결정 및 관광 경영 의사결정 같은 실무적 활용을 고려하여 각 변수의 영향력을 정량적으로 설명할 수 있고 설득이 명료한 방법인 다중회귀분석방법을 적용해 선형 식을 도출하였다. 수집된 웹검색 트래픽 데이터를 기존 검증된 모형 독립변인들에 추가적으로 투입함으로써 전통적인 독립변인으로만 구성된 연구 모형과 비교하여 가장 뛰어난 성능을 보이는 모형을 확인하였다. 본 연구에서 검증하려는, 웹검색 트래픽으로 대표되는 독립변인을 투입한 최종 도출된 모형을 통해 중국인 관광 수요를 예측할 때 유의한 영향을 끼치는 웹검색 트래픽 변수를 확인할 수 있다. 최적 모형 설명력을 가지는 모형을 기반으로 최종 회귀 식을 만들었고 이를 '유커마이닝' 시스템 내부에 도입하였다. 데이터 분석에서 더 나아가 도출된 모형을 직관적으로 시각화하고, 웹검색 트래픽 정보를 활용하여 도출할 수 있는 인사이트를 함께 보여주는 데이터 분석 기반의 '유커마이닝' 솔루션의 시스템 알고리즘과 UX를 제안하였다. 본 연구가 제안하는 모형과 시스템은 관광수요 예측모형 분야에서 웹검색 트래픽 데이터라는 정보 탐색을 하는 과정에 놓인 개인들의 인터랙티브하고 즉각적인 변수를 활용한 새로운 시도이다. 실무적으로 관련 정책결정자나 관광사, 항공사 등이 활용 가능한 실제적인 가치를 가지고, 정책적으로도 효과적인 관광 정책 수립에 활용될 수 있다.