본문 바로가기
KERD
논문KCI 등재

데이터마이닝을 이용한 의료 고객 관계 관리 시스템 개발

Development of Customer Relationship Management System In the Healthcare Domain Using Data Mining

1

조회

0

다운로드

1

인용

0

참고문헌

초록

Abstract

Objective : To provide medicare services for patients demands satisfyingly, immediate introduction of the Customer Relationship Management(CRM) is raised inevitable. In this paper we proposed that the minimizing the hospital losses by cut down the rate of cancelation of the hospital reservation, to secure patients as clients. Methods : And to implement the data mining-based healthcare customer relationship management system applied from the back propagation algorithm of the artificial neural networks technique and the Feature GENeration(FGEN) algorithm of the decision tree technique. Results : In this paper we divided a patient to an appropriate group through a data mining process and classified more correct customer through a campaign process. Conclusion : These results would be essential for new patients to enhance hospital reliability, for hospital to select profitable patients with high loyalty and to manage patients efficiently.

참고문헌 (20)

  1. "Factors Affecting on-line medical information retrieval by patients at a general hospital in seoul", 9((4):), pp.457~468 (2003)
  2. "The www of the world wide wed; who, what, and why?.", 4((1)), pp.5~12 (2002)
  3. "Managing customer relationships through e-business decision support applications a case of hospital-physician collaboration", 32((2):), pp.171~187 (2001)
  4. "a segmentation model and analysis.", 44((2):), pp.75~92 (1999)
  5. "Managing information technology IT for one-to-one customer interaction", 35((1):), pp.53~62 (1999)
  6. "Using comparative clinical and economic outcome information to profile physician performance", 8((4):), pp.213~220 (1995)
  7. "Customer knowledge management-improving performance of customer relationship management with knowledge management Proceedings of the 37th Hawaii International Conference on System Sciences 2004", pp.122~134 (2004)
  8. "From marketing mix to relationship marketing towards a paradigm shift in marketing", pp.4~20 (1994)
  9. "Using profiling for cost and quality management in the emergency department", 51((7):), pp.50~53 (1997)
  10. "Relationship marketing teams-improving the utilization of customer relationship potentials through a high team design quality", 28((5):), pp.553~564 (1999)
  11. "Hospital-physician relations: a marketing approach.", pp.69~79 (1986)
  12. "Mining associations between sets of items in massive databases of the ACM-SIGMOD Int'l Conference on Management of Data 1993", pp.266~287
  13. "Discovering web access patterns and trends by applying OLAP and data mining technology on web logs Advances in Digital Libraries Conf", pp.144~158 (1998)
  14. "Data mining techniques for customer relationship management", 24((1):), pp.483~502 (2002)
  15. "an overview from a database perspective.on Knowledge and Data Engineering", 8((6):), pp.203~213 (1996)
  16. "Extracting tree-structured representation of trained networks", 8((2):), pp.24~30 (1996)
  17. "Neural networks and physical systems with emergent collective computational abilities In Proceedings of the National Academy of Sciences 1982", pp.2554~2558
  18. "Bankruptcy prediction for credit risk using neural networksa survey and new results.", 12((4):), pp.929~935 (2001)
  19. "Text categorization and relational learning.n Proceedings of the International Machine Learning Conference(ICML-95)", pp.124~132 (1995)
  20. "Feature generation for sequence categorization", pp.278~288 (1998)

관련 논문AI추천

이 간행물의 다른 논문 (14건)