African Journal of
Business Management

  • Abbreviation: Afr. J. Bus. Manage.
  • Language: English
  • ISSN: 1993-8233
  • DOI: 10.5897/AJBM
  • Start Year: 2007
  • Published Articles: 4164

Full Length Research Paper

Decision support model for supplier selection in healthcare service delivery using analytical hierarchy process and artificial neural network

Stephen Gbenga Fashoto
  • Stephen Gbenga Fashoto
  • Department of Computer Science, Kampala International University, Kampala, Uganda.
  • Google Scholar
Boluwaji Akinnuwesi
  • Boluwaji Akinnuwesi
  • Department of Computer Science, Lagos State University Ojo Lagos, Nigeria.
  • Google Scholar
Olumide Owolabi
  • Olumide Owolabi
  • Department of Computer Science and ICT Centre, University of Abuja, Nigeria.
  • Google Scholar
David Adelekan
  • David Adelekan
  • Department of Computer Science, Redeemer’s University Ede, Osun State, Nigeria.
  • Google Scholar


  •  Received: 12 February 2016
  •  Accepted: 20 March 2016
  •  Published: 14 May 2016

References

Akarte MM, Surendra NV, Ravi B, Rangaraj N (2001). Web based casting supplier evaluation using analytical hierarchy process. J. Oper. Res. Soc. 52(5):511-522
Crossref

 

Al-Barqawi H, Zayed T (2008). Infrastructure Management: Integrated AHP/ANN Model to Evaluate Municipal Water Mains' Performance. J. Infrastruct. Syst. 14(4):305-317
Crossref

 
 

Amindoust A, Ahmed S, Saghafinia A, Bahreininejad A (2012). Sustainable supplier selection: A ranking model based on fuzzy inference system. Appl. Soft Co. 12(6):1668-1677.
Crossref

 
 

Asamoah D, Annan J, Nyarko S (2012). AHP approach for supplier evaluation and selection in a pharmaceutical manufacturing firm in Ghana. Int. J. Bus. Manage. 7(10):49-62.
Crossref

 
 

Bakar A, Lukman HAH, Chong SC, Lin B (2010). Measuring supply chain performance among public hospital laboratories. Int. J. Prod. Perform. Manage. 59(1):75-97.
Crossref

 
 

Baltussen R, Niessen L (2006). Priority setting of health interventions: the need for multi- criteria decision analysis. Cost Eff. Resour. Allocation 4:14
Crossref

 
 

Bayazit O, Karpak B (2005). An AHP application in vendor selection. ISAHP, Honolulu, Hawaii, July 8-10, pp. 1-24.

 
 

Benyoucef L, Ding,H, Xie X (2003). Supplier Selection Problem : Selection Criteria and Methods. [Research Report] RR-4726, INRIA. 2003, P 38.

 
 

Berry LL, Bendapudi N (2007). Health care a fertile field for service research. J. Serv. Res. 10(2):111–122.
Crossref

 
 

Bradley D, Solutions CC (2007). Canada-Sustainable Forest Biomass Supply Chains. Ottawa, ON: Climate Change Solutions. Available @ 

View. Access date: September 15, 2015

 
 

Büyüközkan G, Çifçi G, Güleryüz S (2011). Strategic analysis of healthcare service quality using fuzzy AHP methodology. Expert Syst. Appl. 38(8):9407-9424.
Crossref

 
 

Chan FTS, Chan HK (2004). Development of the supplier selection model - A case study in the advanced technology industry. Proceeding of the Institution of Mechanical Engineers part B- J. Eng. Manuf. 21(12):1807-1824.

 
 

Chen IJ, Paulraj A (2004). 'Towards a theory of supply chain management: The constructs and measurements'. J. Oper. Manage. 22(2):119-150.
Crossref

 
 

Cheng Ch, Kuo-Lung Y, Chia-Lung H (2009). Evaluating attack helicopters by AHP based on linguistic variable weight. Eur. J. Oper. Res. 116(2):423–435.
Crossref

 
 

Cheraghi SH, Dadashzadeh M, Subramanian M (2011). Critical success factors for supplier selection: an update. J. Appl. Bus. Res. 20(2):91-108.
Crossref

 
 

Christopher M (1994). Logistics and Supply Chain Management. Richard D. Irwin, Inc. Financial Times NY.

 
 

Cooper MC, Douglas ML, Janus DP (1997). Supply Chain management: More Than a New Name for Logistics. Int. J. Logist. Manage. 8(1):1-14
Crossref

 
 

Drake PR (1998). Using the Analytic Hierarchy Process in Engineering Education, Int. J. Eng. Edu. 14:3.

 
 

Fashoto SG (2014). A Hybrid Approach to Fraud Detection in Health Insurance Based on Improved K-means Clustering and Multilayer Perceptron. Ph.D thesis, University of Ilorin Nigeria, 2014

 
 

Ferhan Ç, Demet B (2003). An integrated approach for supplier selection." Log. Inform. Manage. 16(6):395 -400

 
 

Ghodsypour SH, O'Brien C (1998). A decision support for supplier selection using an integrated analytic hierarchical process and linear programming. Int. J. Prod. Econ. 56-57:199-212.
Crossref

 
 

Godse M, Mulik S (2009). An approach for selecting software-as-a-service (SaaS) product. Cloud Computing, 2009. CLOUD'09. IEEE International Conference on Cloud Computing. 155-158. Available @

View, Accessed date: September 25, 2015.

 
 

Govindan K, Khodaverdi R, Jafarian A (2013). A fuzzy multi criteria approach for measuring sustainability performance of a supplier based on triple bottom line approach. J. Cleaner Prod. 47:345-354.
Crossref

 
 

Handfield R, Walton SV, Sroufe R, Melnyk SA (2002). Applying environmental criteria to supplier assessment: A study in the application of the Analytical Hierarchy Process. Eur. J. Oper. Res. 141(1):70-87.
Crossref

 
 

Heizer J, Render B (2001). Operations Management. 6th Edn. Prentice-Hall, Englewood Cliffs, NJ.

 
 

Hokey M (1994). International Supplier Selection: A Multi-attribute Utility Approach. Int. J. Phys. Distrib. Log. Manage. 24(5):24-33.
Crossref

 
 

Howard D, Mark B, Matin H (2008): "Neural Network ToolboxTM 6 User's Guide". The MathWorks, Inc. 3 Apple Hill Drive Natick, MA 01760-2098.

 
 

Hsu C, Hu AH (2009). Applying hazardous substance management to supplier selection using analytic network process. J. Cleaner Prod. 17(2):255-264.
Crossref

 
 

Hsu CW, Kuo TC, Chen SH, Hu AH (2013). Using DEMATEL to develop a carbon management model of supplier selection in green supply chain management. J. Cleaner Prod. 56:164-172.
Crossref

 
 

Jones TC, Riley DW (1985). Using inventory for competitive advantage through supply chain management. Int. J. Phys. Distrib. Mater. Manage. 5(5):16-26
Crossref

 
 

Kahraman C, Cebeci U, Ulukan Z (2003). Multi-criteria supplier selection using fuzzy AHP. Log. Inform. Manage. 16(6):382-394.
Crossref

 
 

Karande P, Chakraborty S (2012) Decision making for supplier selection using MOORA method. IUP J. Oper. Manage. XI(2):6-18.

 
 

Keskin GA, Ilhan S, Özkan C (2010). "The Fuzzy ART Algorithm: A Categorization Method For Supplier Evaluation And Selection." Expert Syst. Appl. 37(2):1235–1240.
Crossref

 
 

Korpela J, Lehmusvaara A, Tuominen M (2001). Customer service based design of the supply chain. Int. J. Prod. Econ. 69(2):193-204
Crossref

 
 

Kumar J, Roy N (2010). A Hybrid Method for Vendor Selection using Neural Network. Int. J. Comput. Appl. 11(12):35-40.
Crossref

 
 

Labib A, Williams G, O'Connor R (1998). An Intelligent Maintenance Model: An Application of the AHP and a Fuzzy Logic Rule-Based Controller. JORM, 49 (7):745 -757.

 
 

Lee AH, Chen HH, Kang H (2009). Multi-criteria decision making on strategic selection of wind farms. Renew. Energy 34(1):120-126.
Crossref

 
 

Lee AK, Mogi G, Li Z, Hui KS, Lee SK, Hui KN, Park SY, Ha YJ, Kim JW (2011). Measuring the relative efficiency of hydrogen energy technologies for implementing the hydrogen economy: An integrated fuzzy AHP/DEA approach. Int. J. Hydrogen Energ. 36(20):12655-12663.
Crossref

 
 

Levary RR, Wan K (1999). An analytic hierarchy process based simulation model for entry mode decision regarding foreign direct investment. Omega 27(6):661-677.
Crossref

 
 

Liberatore MJ, Nydick RL (2008). The analytic hierarchy process in medical and health care decision making: A literature review. Eur. J. Oper. Res. 189(1):194-207.
Crossref

 
 

Min H (1994). International supplier selection: A multi-attribute utility approach. Int. J. Phys. Distrib. Log. Manage. 24(5):24-33.
Crossref

 
 

Negnevitsky M (2002). "Artificial Intelligence – A Guide to Intelligent Systems". First Edition, Addison-Wesley, England.

 
 

Omkarprasad SV, Kumar S (2006).Analytic hierarchy process: An overview of application. EJOR 169:1-29
Crossref

 
 

Punniyamoorthy M, Mathiyalagan P, Parthiban P (2011). A strategic model using structural equation modeling and fuzzy logic in supplier selection. Expert Syst. Appl. 38(1):458-474.
Crossref

 
 

Rahman S, Smith DK (2000). Use of location-allocation models in health service development planning in developing nations. Eur. J. Oper. Res. 123(3):437-452.
Crossref

 
 

Rossetti MD, Selandari F (2001). Multi-objective analysis of hospital delivery systems. Comput. Ind. Eng. 41(3):309–333.
Crossref

 
 

Saaty TL (1996). Decision Making with Dependence and Feedback: The Analytic Network Process. RWS Publications, Pittsburgh, PA.

 
 

Sarkis J, Sundarraj RP (2006). Evaluation of Enterprise Information Technologies: A Decision Model for High-Level Consideration of Strategic and Operational Issues. IEEE Trans. Syst. Man Cybernet.—Part C (Appl. Rev.) 36(2):260-273.

 
 

Simunovis K, Simunovis G, Saric T (2009). Application of Artificial Neural Networks to Multiple Criteria Inventory Classification. Strojarstvo 51(4):313-321.

 
 

Sloane EB, Liberatore MJ, Nydick RL, Luo W, Chung QB (2003). Using the analytic hierarchy process as a clinical engineering tool to facilitate an iterative, multidisciplinary, microeconomic health technology assessment. Comput. Oper. Res. 30(10):1447-1465.
Crossref

 
 

Sonmez M (2006). A review and critique of supplier selection pro-cess and practices. Occasional Paper, 2006:1. Loughborough: Business School, Loughborough.

 
 

Styles D, Schoenberger H, Galvez-Martos JL (2012). Environmental improvement of product supply chains: A review of European retailers' performance. Resour. Conserv. Recycl. 65:57-78.
Crossref

 
 

Van der Rhee B, Verma R, Plaschka G (2009). Understanding trade-offs in the supplier selection process: The role of flexibility, delivery, and value-added services/support[Electronic version]. Retrieved [September 13, 2015], from Cornell University, School of Hotel Administration site: View
Crossref

 
 

Verma R, Pullman ME (1998). An analysis of the supplier selection process. Omega 26(6):739-750.
Crossref

 
 

Vijayvargiya A, Dey AK (2010). An analytical approach for selection of a logistics Provider. Manage. Decis. 48(3):403-418.
Crossref

 
 

Walters D, Rainbird M (2007). Strategic operations management: A value chain approach. Palgrave Macmillan, Basingstoke.

 
 

Wang G, Huang SH, Dismukes JP (2004). Product-driven supply chain selection using integrated multi-criteria decision-making methodology. Int. J. Prod. Econ. 91(1):1-15.
Crossref

 
 

Ware N, Sing S, Banwet D (2012). Supplier selection problem: A state-of-the-art review. Manage. Sci. Lett. 2(5):1465-1490.
Crossref