• Title/Summary/Keyword: 패션의류산업

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Sales Forecasting Model for Apparel Products Using Machine Learning Technique - A Case Study on Forecasting Outerwear Items - (머신 러닝을 활용한 의류제품의 판매량 예측 모델 - 아우터웨어 품목을 중심으로 -)

  • Chae, Jin Mie;Kim, Eun Hie
    • Fashion & Textile Research Journal
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    • v.23 no.4
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    • pp.480-490
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    • 2021
  • Sales forecasting is crucial for many retail operations. For apparel retailers, accurate sales forecast for the next season is critical to properly manage inventory and plan their supply chains. The challenge in this increases because apparel products are always new for the next season, have numerous variations, short life cycles, long lead times, and seasonal trends. In this study, a sales forecasting model is proposed for apparel products using machine learning techniques. The sales data pertaining to outerwear items for four years were collected from a Korean sports brand and filtered with outliers. Subsequently, the data were standardized by removing the effects of exogenous variables. The sales patterns of outerwear items were clustered by applying K-means clustering, and outerwear attributes associated with the specific sales-pattern type were determined by using a decision tree classifier. Six types of sales pattern clusters were derived and classified using a hybrid model of clustering and decision tree algorithm, and finally, the relationship between outerwear attributes and sales patterns was revealed. Each sales pattern can be used to predict stock-keeping-unit-level sales based on item attributes.

Cultural and Consumption Values in the Korean Fashion Industry: Integrating Macro-Level Perspectives of Fashion System in Marketing and Clothing Areas (패션산업의 문화 가치와 소비 가치 -마케팅과 의류학의 패션시스템에 대한 거시적 관점의 통합적 접근-)

  • 박혜정;김혜정
    • Journal of the Korean Society of Clothing and Textiles
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    • v.28 no.1
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    • pp.1-11
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    • 2004
  • Cultural value is widely accepted as the crucial concept in understanding consumer behavior: cultural values influence consumption values, which determine choices of consuming everyday products and services. The objectives of this study were to (a) identify the difference between cultural and consumption values in the Korean fashion industry and (b) to explain the difference using the existing theories introducing fashion system, which are Solomon(2002)'s cultural production model in marketing area and Hamilton(1997)'s fashion system arbiter in clothing area. The qualitative data used to identify cultural values were 160 apparel advertisements listed in a fashion magazine issued in 2002. Utilizing the convenient sampling method, the quantitative data used to identify consumption values were gathered by surveying female university students aged over 20 living in the Seoul metropolitan area. Of 369 returned questionnaires, 255 were used in factor analysis and paired t-test. Cultural value ignored functional aspect of apparel while it was one of the most salient factors for consumption value. With respect to success and fashion orientation factors, cultural value highly appreciated them while they were the least considered factors for consumption value. These implicate that the Korean fashion industry can be explained by Hamilton's macro-level cultural and fashion system arbiters and cultural production model as well. Introducing macro-level perspectives about fashion system, this study encourages researchers to expand their research spectrum from micro-level consumers to macro-level fashion industry, which has long been neglected by the fashion marketing researchers in Korea.

Policy on Sophistication of Industrial Structure through Interior and Exterior Circumstantial Change Analysis of the Textile & Fashion Industry in Gyeonggi Province -Focused on Current Foundational Causes by Collapsing Specialization System with Vendors- (경기도 섬유패션 산업의 대내·외 환경변화 분석을 통한 산업구조 고도화 정책방안 - 벤더와의 분업화체계 와해에 따른 근원적 현안의 해결 중심으로 -)

  • Ju, Yoon Chang;Jin, Jeong
    • Fashion & Textile Research Journal
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    • v.19 no.2
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    • pp.109-120
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    • 2017
  • In the textile industry located in Gyeonggi-do, 85% of small-sized firms have less than 10 employees; in addition, the most of them are characterized by a vendor relying specialization system that conducts foundry from the vendor that managed marketing, textile design development, and quality checks according to unit stream. The breakaway of these vendors accelerated over the last 7 years; however, industry survival is at stake because the specialization system and orders have collapsed. The following four main policies must be implemented to overcome industry hardship. Policies have been derived from survey and analysis (present condition and trends) from industrial statistics and related policies in advanced and developing countries. First, a policy to promote cooperation between small-sized foundry unit-streams. Second, unification of the marketing support function with a textile design and development support system. Third, the introduction of policy support-management system customized according to developmental stages (tall process${\rightarrow}$fabric production${\rightarrow}$sales${\rightarrow}$clothing production sales). Fourth, foundation of a control tower that puts these tasks in a vehicle and runs them and the division of roles with the central government. We must propel main tasks to manifest the developmental potential (develop eco-friend dyeing and processing technologies, change to the young next CEO in business environment, and grow the of knit market) of the Gyeonggi Textile Industry in a short period to present a condition where these four main policies are running.

The Study of the Relationship between Clothes and Brooch in Fashion Collection (패션컬렉션에 나타난 의복과 브로치와의 관계 연구)

  • Bae, Jung-Who;Lee, Kyoung-Hee
    • Fashion & Textile Research Journal
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    • v.14 no.5
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    • pp.739-748
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    • 2012
  • Modern people gratify their self-satisfaction to express their distinctive image and symbolic significance through various and sensible direction. The image that is formed by each factor of coordination and harmony of aesthetic characteristic has emphasized its importance in modern society. And also, the item which is conflated by the wearer's feeling figures the image and it takes a role that lifts the degree of fashion's completion. For the rapid change of fashion trend in modern society, the role of Jewelry has been emphasized. Even though the shape of Jewelry is tiny, but it has risen as one of the fashion items which could be used for various application. Especially, the Brooches are mainly put on her's top where they hold someone's eyes, so it could be regard as Artwork which assists for wearer's distinctive style and lingering impression. Overviews of Researches Trend in Brooch, they have been concerned about Brooch Design, Internal state of the Accessory in clothes and Accessory Design which is expressed in Fashion. But, the study on the relations between Clothes and Brooch is insufficient. So, in this paper, first of all we arrange the terms according to characteristic of Brooch, and then study empirically for the relations between Clothes and Shape of Brooch, Colors of Brooch, Materials of Brooch in Fashion Collection in order to study for the new physical beauty that is expressed by interaction between Clothes and Brooch.

Application Types and Meanings of Fashion Engineering in Fashion Brand CuteCircuit (패션 브랜드 CuteCircuit에 나타난 패션 공학의 적용 유형과 의미)

  • Kim, Jang-Hyeon;Kim, Young-Sam
    • Fashion & Textile Research Journal
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    • v.20 no.3
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    • pp.245-256
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    • 2018
  • This study considers application types and meanings of fashion engineering by analyzing CuteCircuit. The conclusions of this study are as follows. The application type of fashion engineering shown in CuteCircuit is first, electronic fashion, which attaches LED or WL on the surface of clothes to express the decorative function in clothes as optical light change, ultimately performing one-dimensional function. Second, interactive fashion is a medium in which clothing connects human beings with other human beings with sensors that can recognize the changes in tactile or movement with the wearer or with a light source that can visualize the emotional changes of the wearer. Third, scientific fashion has emerged as a new type of fashion in which new materials introduced in the field of engineering are fused with clothing to expand functionality and aesthetics. The meanings of fashion engineering in CuteCircuit is first, trying to conceptualize a new beauty as an open fashion that can freely change with the creation of a dual beauty by combining analog and digital sensibility. Second is the external representation of human psychological change or emotional exchange, which helps to form a consensus by understanding and exchanging emotions of different people. Third, reorganization of apparel pursuing integrated value appeared. Clothing, as a connection body in which the human body and the mechanical environment are combined with each other, is reestablished as a product of variable body that can embody an integrated value that includes various characteristics and can be diversified appropriately in any circumstance.

A Study on the Analysis of Fashion Fabric Trend and the Acceptance by Collection - Focus on Domestic and International Collections in 2007 S/S ~ 2010 S/S - (패션 소재 트렌드 분석 및 컬렉션별 수용에 관한 연구 - 2007년 S/S부터 2010년 S/S 국내외 컬렉션을 중심으로 -)

  • Yun, Jae Shim;Kim, Soon Ja
    • Fashion & Textile Research Journal
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    • v.17 no.5
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    • pp.704-717
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    • 2015
  • In modern fashion fabrics became an important element that leads the current of fashion beyond materials. Also, it has a creative role that reflects emotional and visual aspects, and it is considered as a mega trend that will lead the $21^{st}$ century fashion industry. The value of fashion products is affected not only by the style and design but also the sensuous properties like color, pattern, texture, and drape of fabrics. Therefore, in this study, characteristics of fabric trend between 2007 S/S and 2010 S/S will be analyzed focused on Premiere Vision, which influenced many Korean fashion trend information companies, while looking into the fabric trends shown in the world's top four collections-Paris, Milan, London, and New York-and Seoul collection, and comparing and analyzing the acceptance level of those. Fashion fabric is an important part in fashion design and change with social environment and value, its considered that the role and importance of subject matters increases in changing fashion design toward globalization by meeting various personality which is diversified more and more. It is to provide specific and practical data to be used for the Korean fashion industry, which can be used as useful information for future fabric researchers and people in the fashion industry for integrated study of fashion design and fashion fabric.

A Content Analysis of Success Factors for Fashion Brand Franchise Stores as Published in Fashion Magazine Articles (패션매체기사의 내용분석을 통한 패션브랜드 대리점의 성공요인 분석)

  • Kim, Yongju;Kim, Hyunsook;Yu, Haekyung
    • Fashion & Textile Research Journal
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    • v.14 no.6
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    • pp.928-940
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    • 2012
  • The present study aimed to propose the competitive strategy to fashion brand franchise stores by analyzing articles regarding success stores as published in fashion magazines. A total of 91 articles were selected from three fashion magazines and content analysis was applied to extract major factors. Four types of trading areas and eight product types were compared by the major factors. As results, six major factors composing competitive strategy were analyzed such as personal selling, management of sales forces, promotion, customer relationship management, management of store space, and relationship with headquarter. Comparing competitive factors by the types of trading area, management of sales forces and personal selling were crucial for central district and for outlets/interchange district. On the other hand, personal selling and customer relationship management were important for local district while management of store space and personal selling were critical for tenants of the large discount store/shopping mall area. Comparing by product types, personal selling was the most important factor for all product types except young casualwear whereas the second important one was management of sales forces for adult casualwear, womenbbbs wear, and others. For menbbbs wear, sales promotion was the second important one whereas management of store space was the second crucial one for underwear and childrenbbbs clothing. Based on the present study result, it is proposed that competitive strategy of individual fashion brand franchise store should be differently developed because the characteristics of trading area and product type are different and in turn, customers benefit and competition might be different.

Material as a Key Element of Fashion Trend in 2010~2019 - Text Mining Analysis - (패션 트렌트(2010~2019)의 주요 요소로서 소재 - 텍스트마이닝을 통한 분석 -)

  • Jang, Namkyung;Kim, Min-Jeong
    • Fashion & Textile Research Journal
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    • v.22 no.5
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    • pp.551-560
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    • 2020
  • Due to the nature of fashion design that responds quickly and sensitively to changes, accurate forecasting for upcoming fashion trends is an important factor in the performance of fashion product planning. This study analyzed the major phenomena of fashion trends by introducing text mining and a big data analysis method. The research questions were as follows. What is the key term of the 2010SS~2019FW fashion trend? What are the terms that are highly relevant to the key trend term by year? Which terms relevant to the key trend term has shown high frequency in news articles during the same period? Data were collected through the 2010SS~2019FW Pre-Trend data from the leading trend information company in Korea and 45,038 articles searched by "fashion+material" from the News Big Data System. Frequency, correlation coefficient, coefficient of variation and mapping were performed using R-3.5.1. Results showed that the fashion trend information were reflected in the consumer market. The term with the highest frequency in 2010SS~2019FW fashion trend information was material. In trend information, the terms most relevant to material were comfort, compact, look, casual, blend, functional, cotton, processing, metal and functional by year. In the news article, functional, comfort, sports, leather, casual, eco-friendly, classic, padding, culture, and high-quality showed the high frequency. Functional was the only fashion material term derived every year for 10 years. This study helps expand the scope and methods of fashion design research as well as improves the information analysis and forecasting capabilities of the fashion industry.

A Study on the Characteristics of the Creativity Development Teaching Method for Promoting Fashion Design Ability (패션디자인 능력 육성을 위한 창의성 개발 교육법 특성 연구)

  • Lee, EunRung
    • Fashion & Textile Research Journal
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    • v.20 no.2
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    • pp.156-166
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    • 2018
  • The purpose of this study is to present the suitable material that can be a real help to make the creativity development teaching method for creative inspirations of fashion design. To achieve these goals, researched and analyzed the creativity studies in the fields of psychology, education, and design (visual design, product design, fashion design, etc.) published in the national journal. Through this analysis, were extracted the characteristics of creativity, teaching methods for creativity learning, and expression methods. Based on this, intend to provide the creativity characteristic, the expression method, and the problem solving process in teaching methods for promoting fashion design ability. After the analysis, the results are as follows; First, the classical 4P (Place, Person, Process, Product) is important to a creativity development teaching method for fashion design. The elements of creativity of a creativity development teaching method for fashion design are 5elements; curiosity, openness, originality, patience, and synthetic ability. Second, the typical method is a drawing (such as a sketch) when visually express and embody ideas in fashion design. Drawing is an important activity that is working with the right brain and the left brain. Drawing exercises will reduce the burden of expressing ideas, providing pleasure and fulfillment in the development of creative ideas. Third, offered 5stages to solve problems of a creativity development teaching method for fashion design; understanding stage, idea stage, visualization stage, evaluation stage, and verification stage. Abstract intangible ideas are concreted and elaborated through stages of visual manifestation such as language, symbol, and drawing.

Analysis on Magazine Advertisements of Fashion Brands which Replaced Creative Directors - Focused on 'Saint Laurent', 'Louis Vuitton', and 'Gucci' - (크리에이티브 디렉터가 교체된 패션브랜드의 잡지 광고 분석 - '생 로랑', '루이 비통', '구찌'를 중심으로 -)

  • Her, Yu-Sun;Chun, Jae-Hoon
    • Fashion & Textile Research Journal
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    • v.19 no.5
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    • pp.547-558
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    • 2017
  • Recently, the replacement of creative directors of fashion brands has gained attention from both researchers and practitioners. This study selected three representative fashion brands whose creative directors were replaced in the last 10 years, and analyzed the changed characteristics of their magazine advertisements. Literature studies and case studies were conducted as research methods. The subjects of the case studies were three fashion brands - 'Saint Laurent', 'Louis Vuitton', and 'Gucci'. Magazine advertisements were divided into two aspects: fashion photo elements and layout. The former can be classified into three components: the presence of a specific situation, the background of photos and objects, and the atmosphere of models. The latter can be classified into two components: the logo style and pictorial color. In terms of fashion photo elements, the presence of a specific situation in magazine advertisements appeared differently, depending on whether creative directors focus on the brand's own identity or on their own concept of each season. Also, the background of photos and objects, and the atmosphere of models changed depending on the situation. In terms of layout, there is no dramatic change in their logo styles, for they want to preserve their long tradition. And the more a creative director pursues younger sensibility, the more black and white color effect are added towards magazine advertisements. This study has its significance in that it confirms the replacement of creative directors has considerable influence on fashion brands' images and their magazine advertisements.