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Original Articles

An approach to rule extraction for product service system configuration that considers customer perception

, , &
Pages 5337-5360 | Received 25 Jul 2014, Accepted 22 Jul 2015, Published online: 24 Aug 2015

References

  • Agarwal, Sanjeev. 2001. “Perceived Value: Mediating Role of Perceived Risk.” Journal of Marketing Theory and Practice 9 (4):1–14.
  • Arakawa, M., W. Shiraki, and H. Ishikawa. 1999. “Kansei Design using Genetic Algorithms.” IEEE SMC’99 Conference Proceedings, Tokyo.
  • Aurich, J. C., C. Fuchs, and C. Wagenknecht. 2006. “Modular Design of Technical Product-service Systems.” In Innovation in Life Cycle Engineering and Sustainable Development, edited by Daniel Brissaud, Serge Tichkiewitch, and Peggy Zwolinski, 303–320. New York: Springer-Verlag.
  • Aurich, J. C., N. Wolf, M. Siener, and E. Schweitzer. 2009. “Configuration of Product-service Systems.” Journal of Manufacturing Technology Management 20 (5): 591–605.
  • Baines, T. S., Howard W. Lightfoot, Steve Evans, Andy Neely, Richard Greenough, R. Joe Peppard, Essam Shehab Roy, A. Braganza, and Ashutosh Tiwari. 2007. “State-of-the-art in Product-service Systems.” Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture 221 (10): 1543–1552.10.1243/09544054JEM858
  • Baines, T. S., Howard W. Lightfoot, and John M. Kay. 2009. “Servitized Manufacture: Practical Challenges of Delivering Integrated Products and Services.” Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture 223 (9): 1207–1215.10.1243/09544054JEM1552
  • Bennett, Roger. 1996. “Relationship Formation and Governance in Consumer Markets: Transactional Analysis Versus the Behaviourist Approach.” Journal of Marketing Management 12 (5): 417–436.10.1080/0267257X.1996.9964425
  • Besch, Katrin. 2005. “Product-Service Systems for Office Furniture: Barriers and Opportunities on the European Market.” Journal of Cleaner Production 13 (10): 1083–1094.10.1016/j.jclepro.2004.12.003
  • Bienstock, Carol. 1997. “Measuring Physical Distribution Service Quality.” Journal of the Academy of Marketing Science 25 (1): 31–44.10.1007/BF02894507
  • Bign, Enrique. 2003. “Perceived Quality and Satisfaction in Multiservice Organisations: The Case of Spanish Public Services.” Journal of Services Marketing 17 (4): 420–442.10.1108/08876040310482801
  • Błaszczyński, Jerzy, Salvatore Greco, and Roman Słowiński. 2007. “Multi-criteria Classification – A New Scheme for Application of Dominance-based Decision Rules.” European Journal of Operational Research 181 (3): 1030–1044.
  • Brady, M. K. 2001. “Customer Orientation: Effects on Customer Service Perceptions and Outcome Behaviors.” Journal of Service Research 3 (3): 241–251.10.1177/109467050133005
  • Caldwell, Nigel, and Mickey Howard. 2014. “Contracting for Complex Performance in Markets of Few Buyers and Sellers: The Case of Military Procurement.” International Journal of Operations & Production Management 34 (2): 270–294.
  • Chen, Ching-Fu. 2008a. “Investigating Structural Relationships Between Service Quality, Perceived Value, Satisfaction, and Behavioral Intentions for Air Passengers: Evidence from Taiwan.” Transportation Research Part A: Policy and Practice 42 (4): 709–717.10.1016/j.tra.2008.01.007
  • Chen, Yan. 2008b. “Analysis and Evaluation of Color Perception.” International journal of clothing science and technology 20 (3): 184–191.
  • Chen, C., and L. Wang. 2008. “Integrating Rough set Clustering and Grey Model to Analyse Dynamic Customer Requirements.” Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture 222 (2): 319–332.10.1243/09544054JEM826
  • Chen, Zhaoxun, and Liya Wang. 2010. “Personalized Product Configuration Rules with Dual Formulations: A Method to Proactively Leverage Mass Confusion.” Expert Systems with Applications 37 (1): 383–392.10.1016/j.eswa.2009.05.050
  • Cronin, J. J. 2000. “Assessing the Effects of Quality, Value, and Customer Satisfaction on Consumer Behavioral Intentions in Service Environments.” Journal of Retailing 76 (2): 193–218.10.1016/S0022-4359(00)00028-2
  • Dabholkar, Pratibha. 1996. “A Measure of Service Quality for Retail Stores: Scale Development and Validation.” Journal of the Academy of Marketing Science 24 (1): 3–16.10.1007/BF02893933
  • Dachs, Bernhard, Sabine Biege, Martin Borowiecki, Gunter Lay, Angela Jäger, and Doris Schartinger. 2013. “Servitisation in European Manufacturing Industries: Empirical Evidence from a Large-scale Database.” The Service Industries Journal 34 (1): 1–19.
  • Davies, Andrew, Tim Brady, and Michael Hobday. 2007. “Organizing for Solutions: Systems Seller vs. Systems Integrator.” Industrial Marketing Management 36 (2): 183–193.10.1016/j.indmarman.2006.04.009
  • Field, J. R. 2012. “Branding: Perceptual Effects on Consumer Evaluations.” Competitiveness Review 22 (3): 251–260.10.1108/10595421211229664
  • Fitzsimmons, James. 2001. Service Management : Operations, Strategy, and Information Technology. 3rd ed. New York: McGraw-Hill.
  • Fortemps, Philippe, Salvatore Greco, and Roman Słowiński. 2008. “Multicriteria Decision Support using Rules that Represent Rough-graded Preference Relations.” European Journal of Operational Research 188 (1): 206–223.10.1016/j.ejor.2007.03.036
  • Gebauer, Heiko, Bo Edvardsson, and Margareta Bjurko. 2010. “The Impact of Service Orientation in Corporate Culture on Business Performance in Manufacturing Companies.” Journal of Service Management 21 (2): 237–259.10.1108/09564231011039303
  • Greco, Salvatore, Benedetto Matarazzo, and Roman Slowinski. 2006. “Dominance-based Rough Set Approach to Case-based Reasoning.” Modeling Decisions for Artificial Intelligence 3885: 7–18.10.1007/11681960
  • Greco, Salvatore, Benedetto Matarazzo, and Roman Slowinski. 1999. “Rough Approximation of a Preference Relation by Dominance Relations.” European Journal of Operational Research 117 (1): 63–83.10.1016/S0377-2217(98)00127-1
  • Greco, Salvatore, Benedetto Matarazzo, and Roman Slowinski. 2001. “Rough Sets Theory for Multicriteria Decision Analysis.” European Journal of Operational Research 129 (1): 1–47.10.1016/S0377-2217(00)00167-3
  • Greco, Salvatore, Benedetto Matarazzo, and Roman Slowinski. 2002a. “Multicriteria Classification by Dominance-based Rough Set Approach.” In Handbook of Data Mining and Knowledge Discovery, edited by Oded Maimon and Lior Rokach, C5.1.9. New York: Oxford University Press.
  • Greco, Salvatore, Benedetto Matarazzo, and Roman Slowinski. 2002b. “Rough Approximation by Dominance Relations.” International Journal of Intelligent Systems 17 (2): 153–171.10.1002/(ISSN)1098-111X
  • Greco, Salvatore, Benedetto Matarazzo, and Roman Slowinski. 2004. “Dominance-Based Rough Set Approach to Knowledge Discovery (I): General Perspective.” In Intelligent Technologies for Information Analysis, edited by Ning Zhong and Jiming Liu, 513–552. Berlin: Springer.
  • Han, Sung H., Kwang J. Kim, Myung H. Yun, Sang W. Hong, and Jongseo Kim. 2004. “Identifying Mobile Phone Design Features Critical to User Satisfaction.” Human Factors and Ergonomics in Manufacturing & Service Industries 14 (1): 15–29.
  • Heinonen, Kristina. 2004. “Reconceptualizing Customer Perceived Value: the Value of Time and Place.” Managing Service Quality: An International Journal 14 (2–3): 205–215.10.1108/09604520410528626
  • Huijun, Long, and Wang Liya. 2011. “Key Factors Identification of Product Service Configuration Requirement.” International Conference on Management and Service Science (MASS), Wuhan.
  • Ishihara, Shigekazu, Keiko Ishihara, Mitsuo Nagamachi, and Yukihiro Matsubara. 1995. “An Automatic Builder for a Kansei Engineering Expert System using Self-organizing Neural Networks.” International Journal of Industrial Ergonomics 15 (1): 13–24.10.1016/0169-8141(94)15053-8
  • Jiao, Jianxin Roger, and Chun-Hsien Chen. 2006. “Customer Requirement Management in Product Development: A Review of Research Issues.” Concurrent Engineering 14 (3): 173–185.10.1177/1063293X06068357
  • Jiao, Jianxin, and Yiyang Zhang. 2005. “Product Portfolio Identification based on Association Rule Mining.” Computer-Aided Design 37 (2): 149–172.10.1016/j.cad.2004.05.006
  • Jiao, Jianxin Roger, Yiyang Zhang, and Martin Helander. 2006. “A Kansei Mining System for Affective Design.” Expert Systems with Applications 30 (4): 658–673.10.1016/j.eswa.2005.07.020
  • Khalid, H. M. 2001. “Towards Affective Collaborative Design.” Usability Evaluation and Interface Design 1: 370–374.
  • Khalid, Halimahtun M. 2004. “Guest Editorial: Conceptualizing Affective Human Factors Design.” Theoretical Issues in Ergonomics Science 5 (1): 1–3.10.1080/1463922031000086753
  • Kotłowski, Wojciech, Krzysztof Dembczyński, Salvatore Greco, and Roman Słowiński. 2008. “Stochastic Dominance-based Rough Set Model for Ordinal Classification.” Information Sciences 178 (21): 4019–4037.10.1016/j.ins.2008.06.013
  • Kreye, Melanie E., Linda B. Newnes, and Yee Mey Goh. 2014. “Uncertainty in Competitive Bidding – A Framework for Product–Service Systems.” Production Planning & Control 25 (6): 462–477.
  • Kwortnik, Robert. 2009. “Unifying Service Marketing and Operations With Service Experience Management.” Journal of service research 11 (4): 389–406.
  • Lai, Hsin-Hsi, Yu-Ming Chang, and Hua-Cheng Chang. 2005. “A Robust Design Approach for Enhancing the Feeling Quality of a Product: A Car Profile Case Study.” International Journal of Industrial Ergonomics 35 (5): 445–460.10.1016/j.ergon.2004.10.008
  • Lee, Haksik. 2000. “The Determinants of Perceived Service Quality and its Relationship With Satisfaction.” Journal of Services Marketing 14 (3): 217–231.10.1108/08876040010327220
  • Lemke, Fred. 2011. “Customer Experience Quality: An Exploration in Business and Consumer Contexts using Repertory Grid Technique.” Journal of the Academy of Marketing Science 39 (6): 846–869.10.1007/s11747-010-0219-0
  • Liou, James J. H. 2011. “Variable Consistency Dominance-based Rough Set Approach to formulate airline service strategies.” Applied Soft Computing 11 (5): 4011–4020.10.1016/j.asoc.2011.03.002
  • Long, Hui Jun, and Li Ya Wang. 2012. “A Rough Set Based Approach to Knowledge Acquisition for Product Service System Configuration.” Applied Mechanics and Materials 220: 2534–2539.10.4028/www.scientific.net/AMM.220-223
  • Long, H. J., L. Y. Wang, J. Shen, M. X. Wu, and Z. B. Jiang. 2013. “Product Service System Configuration Based on Support Vector Machine Considering Customer Perception.” International Journal of Production Research 51 (18): 5450–5468.10.1080/00207543.2013.778432
  • Lu, Iuan-Yuan. 2011. “Decision-making Framework of Customer Perception of Value in Taiwanese Spa Hotels (Report).” Social Behavior and Personality: An International Journal 39 (9): 1183.10.2224/sbp.2011.39.9.1183
  • MacKay, David. 2006. “Chemometrics, Econometrics, Psychometrics – How Best to Handle Hedonics?” Food Quality and Preference 17 (7–8): 529–535.10.1016/j.foodqual.2005.09.003
  • Mannweiler, Carsten, and Jan C. Aurich. 2011. “Customer Oriented Configuration of Product-Service Systems.” Functional Thinking for Value Creation 1: 81–86.10.1007/978-3-642-19689-8
  • Mannweiler, C., M. Siener, and J. C. Aurich. 2010. “Lifecycle Cost oriented Evaluation and Selection of Product-Service System Variants.” Proceedings of the 2nd CIRP IPS2 Conference (IPS2 2010), Linköping.
  • Manzini, Ezio, and Carlo Vezzoli. 2003. “A Strategic Design Approach to Develop Sustainable Product Service Systems: Examples Taken from the ‘Environmentally Friendly Innovation’ Italian Prize.” Journal of Cleaner Production 11 (8): 851–857.10.1016/S0959-6526(02)00153-1
  • McDougall, Gordon H. G., and Terrence Levesque. 2000. “Customer Satisfaction with Services: Putting Perceived Value into the Equation.” The Journal of Services Marketing 14 (5): 392–410.
  • Moliner, Miguel. 2007. “Perceived Relationship Quality and Post-Purchase Perceived Value: An Integrative Framework.” European Journal of Marketing 41 (11–12): 1392–1422.10.1108/03090560710821233
  • Mont, Oksana, and Thomas Lindhqvist. 2003. “The Role of Public Policy in Advancement of Product Service Systems.” Journal of Cleaner Production 11 (8): 905–914.10.1016/S0959-6526(02)00152-X
  • Ostrom, Amy. 1995. “Consumer Trade-Offs and the Evaluation of Services.” Journal of Marketing 59 (1): 17–28.10.2307/1252011
  • Parasuraman, A. 1985. “A Conceptual Model of Service Quality and Its Implications for Future Research.” Journal of Marketing 49 (4): 41–50.10.2307/1251430
  • Pan, Jeh-Nan. 2015. “Achieving Customer Satisfaction Through Product Service Systems.” European Journal of Operational Research 247 (1): 179–190.
  • Parasuraman, A. 1988. “SERVQUAL: A Multiple-item Scale for Measuring Consumer Perceptions of Service Quality.” Journal of Retailing 64 (1): 12.
  • Pawlak, Zdzisław. 1982. “Rough Sets.” International Journal of Parallel Programming 11 (5): 341–356.
  • Pawlak, Zdzisław. 1991. “Rough Sets: Theoretical Aspects of Reasoning about Data.” In Volume 9 of System Theory, Knowledge Engineering and Problem Solving, edited by W. Leinfellne and G. Eberlein, 68–81. Dordrecht: Kluwer Academic Publishers.
  • Petiot, Jean-François, and Bernard Yannou. 2004. “Measuring Consumer Perceptions for A Better Comprehension, Specification and Assessment of Product Semantics.” International Journal of Industrial Ergonomics 33 (6): 507–525.10.1016/j.ergon.2003.12.004
  • Petrick, James. 2004. “The Roles of Quality, Value, and Satisfaction in Predicting Cruise Passengers’ Behavioral Intentions.” Journal of Travel Research 42 (4): 397.10.1177/0047287504263037
  • Rapaccini, Mario, Nicola Saccani, Giuditta Pezzotta, Thomas Burger, and Walter Ganz. 2012. “Service Development in Product–Service Systems: A Maturity Model.” The Service Industries Journal 33 (3–4): 300–319.
  • Raquel, Fernandez Sanchez. 2009. “The Conceptualisation of and Measurement of Consumer Value in Services (Report).” International Journal of Market Research 51 (1): 93.
  • Rawson, Alex, Ewan Duncan, and Conor Jones. 2013. “The Truth about Customer Experience.” Harvard Business Review 91 (9): 90–98.
  • Rese, Mario, Markus Karger, and Wolf-Christian Strotmann. 2009. “The dynamics of Industrial Product Service Systems (IPS2) – Using the Net Present Value Approach and Real Options Approach to improve life cycle management.” CIRP Journal of Manufacturing Science and Technology 1 (4): 279–286.10.1016/j.cirpj.2009.05.001
  • Rese, Mario, Wolf-Christian Strotmann, and Markus Karger. 2009. “Which Industrial Product Service System Fits Best?: Evaluating Flexible Alternatives Based on Customers’ Preference Drivers.” Journal of Manufacturing Technology Management 20 (5): 640–653.
  • Rintamki, Timo. 2006. “Decomposing the Value of Department Store Shopping into Utilitarian, Hedonic and Social Dimensions: Evidence from Finland.” International Journal of Retail & Distribution Management 34 (1): 6–24.
  • Sachdev, Sheetal. 2002. “Customer Expectations and Service Quality Dimensions Consistency: A Study of Select Industries.” Journal of management research 2 (1): 43–52.
  • Schweitzer, E., and J. C. Aurich. 2010. “Continuous Improvement of Industrial Product–Service Systems.” CIRP Journal of Manufacturing Science and Technology 3 (2): 158–164.10.1016/j.cirpj.2010.04.002
  • Shamdasani, Prem. 2008. “Antecedents and Consequences of Service Quality in Consumer Evaluation of Self-Service Internet Technologies.” The Service Industries Journal 28 (1): 117–138.10.1080/02642060701725669
  • Shao, X.-Y., Z.-H. Wang, P.-G. Li, and C.-X. J. Feng. 2006. “Integrating Data Mining and Rough Set for Customer Group-based Discovery of Product Configuration Rules.” International Journal of Production Research 44 (14): 2789–2811.10.1080/00207540600675777
  • Shaw, Derren. 2004. “An Evaluation of Customer Perception of FM Service Delivery.” Facilities 22 (7–8): 170–177.10.1108/02632770410547534
  • Shen, Jin, and Liya Wang. 2010. “Configuration Rules Acquisition for Product Extension Services Using Local Cluster Neural Network and RULEX Algorithm.” International Conference on Artificial Intelligence and Computational Intelligence (AICI), Sanya.
  • Shen, Jin, Liya Wang, and Yiwen Sun. 2012. “Configuration of Product Extension Services in Servitisation Using an Ontology-based Approach.” International Journal of Production Research 50 (22): 6469–6488.10.1080/00207543.2011.652744
  • Lee, SheungHee, Akira Harada, and Pieter Jan Stappers. 2002. “Pleasure with Products: Design Based on Kansei.” Pleasure with Products: Beyond Usability 1: 219–229.
  • Song, Wenyan. 2013. “A Rough Set Approach for Evaluating Vague Customer Requirement of Industrial Product–Service System.” International Journal of Production Research 51 (22): 6681–6701.
  • Sweeney, Jillian. 2001. “Consumer Perceived Value: The Development of a Multiple Item Scale.” Journal of Retailing 77 (2): 203–220.10.1016/S0022-4359(01)00041-0
  • Tam, Jackiel. 2004. “Customer Satisfaction, Service Quality and Perceived Value: An Integrative Model.” Journal of Marketing Management 20 (7–8): 897–917.10.1362/0267257041838719
  • Tukker, Arnold. 2004. “Eight Types of Product–Service System: Eight Ways to Sustainability? Experiences from SusProNet.” Business Strategy and the Environment 13 (4): 246–260.10.1002/(ISSN)1099-0836
  • Urban, Wieslaw. 2011. “Perceived Quality Versus Quality of Processes: A Meta Concept of Service Quality Measurement.” The Service Industries Journal 33 (2): 200–217.
  • Vanishree. 2012. “Customer Perception Towards Online Shopping.” Asia Pacific Journal of Management & Entrepreneurship Research 1 (2): 46–58.
  • Vargo, Stephen L., and Robert F. Lusch. 2008. “From Goods to Service(s): Divergences and Convergences of Logics.” Industrial Marketing Management 37 (3): 254–259.
  • Vargo, Stephen L., and Robert F. Lusch. 2004. “Evolving to a New Dominant Logic for Marketing.” Journal of Marketing 68 (1): 1–17.10.1509/jmkg.68.1.1.24036
  • Wang, Kun-Chieh. 2011. “A hybrid Kansei Engineering Design Expert System Based on Grey System Theory and Support Vector Regression.” Expert Systems with Applications 38 (7): 8738–8750.10.1016/j.eswa.2011.01.083
  • Wang, P. P. 2014. “Research on Industrial Product Service Configuration Driven by Value Demands Based on Ontology Modeling.” Computers in Industry 65 (2): 247–257.
  • Woodruff, Robert. 1997. “Customer Value: The Next Source for Competitive Advantage.” Journal of the Academy of Marketing Science 25 (2): 139–153.10.1007/BF02894350
  • Woodruff, R. B., and S. F. Gardial. 1998. Know Your Customer: New Approaches to Understanding Customer Value and Satisfaction. Malden, MA: Blackwell.
  • Wu, Hung-Che. 2013. “An Empirical Study of the Effects of Service Quality, Perceived Value, Corporate Image, and Customer Satisfaction on Behavioral Intentions in the Taiwan Quick Service Restaurant Industry.” Journal of Quality Assurance in Hospitality & Tourism 14 (4): 364–390.
  • Yang, Chih-Chieh. 2011. “A Classification-based Kansei Engineering System for Modeling Consumers’ Affective Responses and Analyzing Product form Features.” Expert Systems with Applications 38 (9): 11382–11393.10.1016/j.eswa.2011.03.008
  • Yang, Chih-Chieh, and Meng-Dar Shieh. 2010. “A Support Vector Regression based Prediction Model of Affective Responses for Product form Design.” Computers & Industrial Engineering 59 (4): 682–689.
  • Yu, Min, Weimin Zhang, and Horst Meier. 2008. “Modularization Based Design for Innovative Product-related Industrial Service.” IEEE International Conference on Service Operations and Logistics, and Informatics, Beijing.
  • Zhai, Lian-Yin, Li-Pheng Khoo, and Zhao-Wei Zhong. 2009. “A Rough Set Based Decision Support Approach to Improving Consumer Affective Satisfaction in Product Design.” International Journal of Industrial Ergonomics 39 (2): 295–302.10.1016/j.ergon.2008.11.003

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