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A Study on Resolving Barriers to Entry into the Resell Market by Exploring and Predicting Price Increases Using the XGBoost Model
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XGBoost 모형을 활용한 가격 상승 요인 탐색 및 예측을 통한 리셀 시장 진입 장벽 해소에 관한 연구

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Society for e-Business Studies The Journal of Society for e-Business Studies Vol.26 No.3 KCI Excellent Accredited Journal
Published
2021.8
Pages
155 - 174 (20page)

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A Study on Resolving Barriers to Entry into the Resell Market by Exploring and Predicting Price Increases Using the XGBoost Model
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Research history (2)

2021

A Study on Resolving Barriers to Entry into the Resell Market by Exploring and Predicting Price Increases Using the XGBoost Model
HyunSeop Yoon ,  Juyoung Kang The Journal of Society for e-Business Studies 2021.08 Academic journal
XGBoost 방법론을 활용한 가격상승 요인탐색 및 예측을 통한 리셀 시장 진입장벽 해소에 관한 연구
윤현섭 ,  강주영 한국서비스경영학회 학술대회 2021.05 Proceeding
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Abstract· Keywords

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This study noted the emergence of the Resell investment within the fashion market, among emerging investment techniques. Worldwide, the market size is growing rapidly, and currently, there is a craze taking place throughout Korea. Therefore, we would like to use shoe data from StockX, the representative site of Resell, to present basic guidelines to consumers and to break down barriers to entry into the Resell market. Moreover, it showed the current status of the Resell craze, which was based on information from various media outlets, and then presented the current status and research model of the Resell market through prior research. Raw data was collected and analyzed using the XGBoost algorithm and the Prophet model. Analysis showed that the factors that affect the Resell market were identified, and the shoes suitable for the Resell market were also identified. Furthermore, historical data on shoes allowed us to predict future prices, thereby predicting future profitability. Through this study, the market will allow unfamiliar consumers to actively participate in the market with the given information. It also provides a variety of vital information regarding Resell investments, thus. forming a fundamental guideline for the market and further contributing to addressing entry barriers.
#리셀 #리셀 재테크 #XGBoost 알고리즘 #Prophet 시계열 모형 #Resell #Resell Market #XGBoost Algorithm #Prophet Time Series Model

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1. 서론
2. 선행연구
3. 연구방법
4. 연구결과
5. 결론
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조아름 / 2020 / 대학생의 운동화 추구혜택 세분화에 따른 구매행동 / 한국의상디자인학회지 22(1):85~96 dbpia 조재형 / 2009 / 온라인 티켓 재판매 시장에서의 Dynamic Pricing 협상모델 / 한국전자거래학회지 14(4):133~148 dbpia 하대우 / 2019 / XGBoost 모형을 활용한 코스피 200 주가지수 등락 예측에 관한 연구 / 한국데이터정보과학회지 30(3):655~669 dbpia 한지형 / 2019 / 머신러닝을 통한 가계의 재무스트레스 영향요인 예측 및 분석: XGBoost의 활용 / 소비자학연구 30(2):21~43 dbpia 임민정 / 2021 / 중고 의류의 재판매 온라인 플랫폼 서비스 및 소셜 네트워크 서비스 활용에 관한 연구 / 한국패션디자인학회지 21(2):57~73 dbpia

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