공동물류 환경의 혼합추천시스템 기반 차주-화주 중개서비스 구현

• 영문명: Hybrid Recommendation Based Brokerage Agent Service System under the Compound Logistics
• 발행기관: 한국산업경영시스템학회
• 저자명: 장상영(Sangyoung Jang) 최명진(Myoungjin Choi) 양재경(Jaekyung Yang)
• 간행물 정보: 『산업경영시스템학회지』제39권 제4호, 60~66쪽, 전체 7쪽
• 주제분류: 경제경영 > 경영학
• 파일형태: PDF
• 발행일자: 2016.12.30

영문 초록

Compound logistics is a service aimed to enhance logistics efficiency by supporting that shippers and consigners jointly use logistics facilities. Many of these services have taken place both domestically and internationally, but the joint logistics services for e-commerce have not been spread yet, since the number of the parcels that the consigners transact business is usually small. As one of meaningful ways to improve utilization of compound logistics, we propose a brokerage service for shipper and consigners based on the hybrid recommendation system using very well-known classification and clustering methods. The existing recommendation system has drawn a relatively low satisfaction as it brought about one-to-one matches between consignors and logistics vendors in that such matching constrains choice range of the users to one-to-one matching each other. However, the implemented hybrid recommendation system based brokerage agent service system can provide multiple choice options to mutual users with descending ranks, which is a result of the recommendation considering transaction preferences of the users. In addition, we applied feature selection methods in order to avoid inducing a meaningless large size recommendation model and reduce a simple model. Finally, we implemented the hybrid recommendation system based brokerage agent service system that shippers and consigners can join, which is the system having capability previously described functions such as feature selection and recommendation. As a result, it turns out that the proposed hybrid recommendation based brokerage service system showed the enhanced efficiency with respect to logistics management, compared to the existing one by reporting two round simulation results.

목차

1. 서 론

2. 관련문헌 연구

3. 공동물류 환경의 혼합 추천시스템 모델

4. Hybrid Recommendation System 기반 중개서비스 시스템 구현

5. 결 론

키워드

Recommendation System Compound logistics Brokerage Agent Service Data Minin Clustering