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Published in: Research in Engineering Design 2/2012

01-04-2012 | Original Paper

An approach to the extraction of preference-related information from design team language

Authors: Haifeng Ji, Maria C. Yang, Tomonori Honda

Published in: Research in Engineering Design | Issue 2/2012

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Abstract

The process of selecting among design alternatives is an important activity in the early stages of design. A designer is said to express design preferences when assigning priorities to a set of possible design choices. However, the assignment of preferences becomes more challenging on both a practical and theoretical level when performed by a group. This paper presents a probabilistic approach for estimating a team’s overall preference-related information known as preferential probabilities that extracts information from the natural language used in team discussion transcripts without aggregation of individual team member opinions. Assessment of the method is conducted by surveying a design team to obtain quantitative ratings of alternatives. Two different approaches are applied to convert these ratings into values that may be compared to the results of transcript analysis: the application of a modified Logit model and simulation based on the principle of maximum entropy. The probabilistic approach proposed in the paper represents how likely a choice is to be “most preferred” by a design team over a given period of time. A preliminary design selection experiment was conducted as an illustrative case example of the method. Correlations were found between the preferential probabilities estimated from transcripts and those computed from the surveyed preferences. The proposed methods may provide a formal way to understand and represent informal, unstructured design information using a low overhead information extraction method.

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Literature
go back to reference Arnold K (2001) Making team decision. In: Biech E (ed) The Pfeiffer book of successful team building tools. Jossey-Bass/Pfeiffer, San Francisco Arnold K (2001) Making team decision. In: Biech E (ed) The Pfeiffer book of successful team building tools. Jossey-Bass/Pfeiffer, San Francisco
go back to reference Arrow KJ (1970) Social choice and individual values. Yale University Press, New Haven Arrow KJ (1970) Social choice and individual values. Yale University Press, New Haven
go back to reference Arrow KJ, Raynaud H (1986) Social choice and multicriterion decision-making. MIT, Cambridge, MAMATH Arrow KJ, Raynaud H (1986) Social choice and multicriterion decision-making. MIT, Cambridge, MAMATH
go back to reference Ben-Akiva M, Lerman SR (1985) Discrete choice analysis. MIT, Cambridge, MA Ben-Akiva M, Lerman SR (1985) Discrete choice analysis. MIT, Cambridge, MA
go back to reference Bertrand M, Mullainathan S (2001) Do people mean what they say? Implications for subjective survey data. Am Econ Rev 91(2):67–72CrossRef Bertrand M, Mullainathan S (2001) Do people mean what they say? Implications for subjective survey data. Am Econ Rev 91(2):67–72CrossRef
go back to reference Bilmes JA (1998) A gentle tutorial of the EM algorithm and its application to parameter estimation for Gaussian mixture and hidden Markov models. Technical report. International Computer Science Institute, Berkeley, CA, USA Bilmes JA (1998) A gentle tutorial of the EM algorithm and its application to parameter estimation for Gaussian mixture and hidden Markov models. Technical report. International Computer Science Institute, Berkeley, CA, USA
go back to reference Brans JP, Vincke P (1985) A preference ranking organisation method: (The PROMETHEE method for multiple criteria decision-making). Manag Sci 31(6):647–656MathSciNetMATHCrossRef Brans JP, Vincke P (1985) A preference ranking organisation method: (The PROMETHEE method for multiple criteria decision-making). Manag Sci 31(6):647–656MathSciNetMATHCrossRef
go back to reference Brockman JB (1996) Evaluation of student design processes. The 26th annual frontiers in education conference, Salt Lake City, UT Brockman JB (1996) Evaluation of student design processes. The 26th annual frontiers in education conference, Salt Lake City, UT
go back to reference Cross N, Christiaans H, Dorst K (1996) Analysing design activity. Wiley, Chichester Cross N, Christiaans H, Dorst K (1996) Analysing design activity. Wiley, Chichester
go back to reference Dempster A, Laird N, Rubin D (1977) Maximum likelihood from incomplete data via the EM algorithm. J R Stat Soc Ser B 39(1):1–38MathSciNetMATH Dempster A, Laird N, Rubin D (1977) Maximum likelihood from incomplete data via the EM algorithm. J R Stat Soc Ser B 39(1):1–38MathSciNetMATH
go back to reference Dong A (2005) The latent semantic approach to studying design team communication. Des Stud 26(5):445–461 Dong A (2005) The latent semantic approach to studying design team communication. Des Stud 26(5):445–461
go back to reference Dong A (2006a) Concept formation as knowledge accumulation: a computational linguistics study. Artif Intell Eng Des Anal Manuf 20(1):35–53 Dong A (2006a) Concept formation as knowledge accumulation: a computational linguistics study. Artif Intell Eng Des Anal Manuf 20(1):35–53
go back to reference Dong A (2006b) How am I doing? The language of appraisal in design. Design computing and cognition ‘06 (DCC06). J S Gero. Kluwer, Dordrecht, The Netherlands, pp 385–404 Dong A (2006b) How am I doing? The language of appraisal in design. Design computing and cognition ‘06 (DCC06). J S Gero. Kluwer, Dordrecht, The Netherlands, pp 385–404
go back to reference Dym CL, Wood WH, Scott MJ (2002) Rank ordering engineering designs: pairwise comparison charts and Borda counts. Res Eng Des 13(4):236–242 Dym CL, Wood WH, Scott MJ (2002) Rank ordering engineering designs: pairwise comparison charts and Borda counts. Res Eng Des 13(4):236–242
go back to reference Fisher RA (1922) On the mathematical foundations of theoretical statistics. Philos Trans R Soc 222:309–368CrossRef Fisher RA (1922) On the mathematical foundations of theoretical statistics. Philos Trans R Soc 222:309–368CrossRef
go back to reference Geslin MM (2006) An argumentation-based approach to negotiation in collaborative engineering design. Department of Aerospace And Mechanical Engineering, University of Southern California, Los Angeles Geslin MM (2006) An argumentation-based approach to negotiation in collaborative engineering design. Department of Aerospace And Mechanical Engineering, University of Southern California, Los Angeles
go back to reference Giffin M, De Weck O, Bounova G, Keller R, Eckert C, Clarkson PJ (2009) Change propagation analysis in complex technical systems. J Mech Des 131(8):081001CrossRef Giffin M, De Weck O, Bounova G, Keller R, Eckert C, Clarkson PJ (2009) Change propagation analysis in complex technical systems. J Mech Des 131(8):081001CrossRef
go back to reference Gigone D, Hastie R (1997) The impact of information on small group choice. J Pers Soc Psychol 72(1):132–140CrossRef Gigone D, Hastie R (1997) The impact of information on small group choice. J Pers Soc Psychol 72(1):132–140CrossRef
go back to reference Green PE, Srinivasan V (1990) Conjoint analysis in marketing: new developments with implications for research and practice. J Market 54(4):3–19CrossRef Green PE, Srinivasan V (1990) Conjoint analysis in marketing: new developments with implications for research and practice. J Market 54(4):3–19CrossRef
go back to reference Grefenstette G (1993) Automatic thesaurus generation from raw text using knowledge-poor techniques. The 9th annual conference of the UW centre for the new OED and text research, Oxford, England Grefenstette G (1993) Automatic thesaurus generation from raw text using knowledge-poor techniques. The 9th annual conference of the UW centre for the new OED and text research, Oxford, England
go back to reference Hanley N, Mourato S, Wright RE (2001) Choice modelling approaches: A superior alternative for environmental valuation? J Econ Surv 15(3):435–462 Hanley N, Mourato S, Wright RE (2001) Choice modelling approaches: A superior alternative for environmental valuation? J Econ Surv 15(3):435–462
go back to reference Hauser JR, Clausing D (1988) The house of quality. Harv Bus Rev 66(3):63–73 Hauser JR, Clausing D (1988) The house of quality. Harv Bus Rev 66(3):63–73
go back to reference Hazelrigg GA (1998) A framework for decision-based engineering design. J Mech Des 120(4):653–658CrossRef Hazelrigg GA (1998) A framework for decision-based engineering design. J Mech Des 120(4):653–658CrossRef
go back to reference Hensher DA, Johnson LW (1981) Applied discrete choice modeling. Halsted Press, New York Hensher DA, Johnson LW (1981) Applied discrete choice modeling. Halsted Press, New York
go back to reference Hey JD (1998) Do rational people make mistakes? Game theory, experience, rationality. In: Leinfellner W, Kohler E (eds) Kluwer, The Netherlands, pp 55–66 Hey JD (1998) Do rational people make mistakes? Game theory, experience, rationality. In: Leinfellner W, Kohler E (eds) Kluwer, The Netherlands, pp 55–66
go back to reference Honda T, Yang MC, Dong A, Ji H (2010) A comparison of formal methods for evaluating the language of preference in engineering design. ASME design engineering technical conferences. Montreal, Canada Honda T, Yang MC, Dong A, Ji H (2010) A comparison of formal methods for evaluating the language of preference in engineering design. ASME design engineering technical conferences. Montreal, Canada
go back to reference Jabeur K, Martel J-M, Khelifa SB (2004) A distance-based collective preorder integrating the relative importance of the group’s members. Group Decis Negot 13(4):327–349CrossRef Jabeur K, Martel J-M, Khelifa SB (2004) A distance-based collective preorder integrating the relative importance of the group’s members. Group Decis Negot 13(4):327–349CrossRef
go back to reference Jain VK, Sobek DK II (2006) Linking design process to customer satisfaction through virtual design of experiments. Res Eng Des 17(2):59–71CrossRef Jain VK, Sobek DK II (2006) Linking design process to customer satisfaction through virtual design of experiments. Res Eng Des 17(2):59–71CrossRef
go back to reference Ji H, Yang MC, Honda T (2007) A probabilistic approach for extracting design preferences from design team discussion. In: Proceedings of ASME 2007 international design engineering technical conferences and computers and information in engineering conference Ji H, Yang MC, Honda T (2007) A probabilistic approach for extracting design preferences from design team discussion. In: Proceedings of ASME 2007 international design engineering technical conferences and computers and information in engineering conference
go back to reference Keeney RL, Raiffa H (1976) Decisions with multiple objectives: preferences and value tradeoffs. Wiley, New York Keeney RL, Raiffa H (1976) Decisions with multiple objectives: preferences and value tradeoffs. Wiley, New York
go back to reference Kelley CT (2003) Solving nonlinear equations with Newton’s method. Society for Industrial and Applied Mathematics, PhiladelphiaMATHCrossRef Kelley CT (2003) Solving nonlinear equations with Newton’s method. Society for Industrial and Applied Mathematics, PhiladelphiaMATHCrossRef
go back to reference Kohrs A, Merialdo B (2000) Using category-based collaborative filtering in the ActiveWebMuseum. The 2000 IEEE international conference on multimedia and expo, vol 1, pp 351–354 Kohrs A, Merialdo B (2000) Using category-based collaborative filtering in the ActiveWebMuseum. The 2000 IEEE international conference on multimedia and expo, vol 1, pp 351–354
go back to reference Krantz DH, Luce RD, Suppes P, Tversky A (1971) Foundations of measurement volume 1. Academic Press, New York, NY Krantz DH, Luce RD, Suppes P, Tversky A (1971) Foundations of measurement volume 1. Academic Press, New York, NY
go back to reference Kulok M, Lewis K (2005) Preference consistency in multiattribute decision making. ASME conference proceedings 2005 (4742Xa), pp 291–300 Kulok M, Lewis K (2005) Preference consistency in multiattribute decision making. ASME conference proceedings 2005 (4742Xa), pp 291–300
go back to reference Li W, Jin Y (2006) Fuzzy preference evaluation for hierarchical co-evolutionary design concept generation. ASME conference proceedings (4255X), pp 31–41 Li W, Jin Y (2006) Fuzzy preference evaluation for hierarchical co-evolutionary design concept generation. ASME conference proceedings (4255X), pp 31–41
go back to reference Mabogunje A, Leifer LJ (1996) 210-NP: measuring the mechanical engineering design process. Frontiers in Education Conference. FIE ‘96. In: Proceedings of 26th annual conference, vol 3, pp 1322–1328 Mabogunje A, Leifer LJ (1996) 210-NP: measuring the mechanical engineering design process. Frontiers in Education Conference. FIE ‘96. In: Proceedings of 26th annual conference, vol 3, pp 1322–1328
go back to reference Miller GA, Beckwith R, Fellbaum C, Gross D, Miller K (1990) WordNet: an on-line lexical database. Int J Lexicogr 3(4):235–244 Miller GA, Beckwith R, Fellbaum C, Gross D, Miller K (1990) WordNet: an on-line lexical database. Int J Lexicogr 3(4):235–244
go back to reference Otto KN, Antonsson EK (1991) Trade-off strategies in engineering design. Res Eng Des 3(2):87–104CrossRef Otto KN, Antonsson EK (1991) Trade-off strategies in engineering design. Res Eng Des 3(2):87–104CrossRef
go back to reference Otto KN, Antonsson EK (1993) The method of imprecision compared to utility theory for design selection problems. ASME 1993 design theory and methodology conference Otto KN, Antonsson EK (1993) The method of imprecision compared to utility theory for design selection problems. ASME 1993 design theory and methodology conference
go back to reference Press WH, Teukolsky SA, Vetterling WT, Flannery BP (2007) Numerical recipes: the art of scientific computing. Cambridge University Press, New YorkMATH Press WH, Teukolsky SA, Vetterling WT, Flannery BP (2007) Numerical recipes: the art of scientific computing. Cambridge University Press, New YorkMATH
go back to reference Pugh S (1991) Total design: integrated methods for successful product engineering. Addison-Wesley, Wokingham Pugh S (1991) Total design: integrated methods for successful product engineering. Addison-Wesley, Wokingham
go back to reference Saaty TL (2000) Fundamentals of decision making and priority theory with the analytic hierarchy process. RWS Publications, Pittsburgh Saaty TL (2000) Fundamentals of decision making and priority theory with the analytic hierarchy process. RWS Publications, Pittsburgh
go back to reference Scott MJ, Antonsson EK (1998) Aggregation functions for engineering design trade-offs. Fuzzy Sets Syst 99(3):253–264CrossRef Scott MJ, Antonsson EK (1998) Aggregation functions for engineering design trade-offs. Fuzzy Sets Syst 99(3):253–264CrossRef
go back to reference Scott MJ, Antonsson EK (1999) Arrow’s theorem and engineering design decision making. Res Eng Des 11(4):218–228CrossRef Scott MJ, Antonsson EK (1999) Arrow’s theorem and engineering design decision making. Res Eng Des 11(4):218–228CrossRef
go back to reference Scott MJ, Antonsson EK (2005) Compensation and weights for trade-offs in engineering design: beyond the weighted sum. J Mech Des 127(6):1045–1055CrossRef Scott MJ, Antonsson EK (2005) Compensation and weights for trade-offs in engineering design: beyond the weighted sum. J Mech Des 127(6):1045–1055CrossRef
go back to reference See T-K, Lewis K (2006) A formal approach to handling conflicts in multiattribute group decision making. J Mech Des 128(4):678–688CrossRef See T-K, Lewis K (2006) A formal approach to handling conflicts in multiattribute group decision making. J Mech Des 128(4):678–688CrossRef
go back to reference Shah JJ, Vargas-Hernandez N, Summers JD, Kulkarni S (2001) Collaborative sketching (C-Sketch)—an idea generation technique for engineering design. J Creat Behav 35(3):168–198CrossRef Shah JJ, Vargas-Hernandez N, Summers JD, Kulkarni S (2001) Collaborative sketching (C-Sketch)—an idea generation technique for engineering design. J Creat Behav 35(3):168–198CrossRef
go back to reference Shannon CE (1948) A mathematical theory of communication. Bell Syst Tech J 27(3):379–423, 623–656 Shannon CE (1948) A mathematical theory of communication. Bell Syst Tech J 27(3):379–423, 623–656
go back to reference Song S, Dong A, Agogino AM (2003) Time variation of design “story telling” in engineering design teams. In: Proceedings of the 14th international conference on engineering design (ICED 03), Stockholm, Sweden Song S, Dong A, Agogino AM (2003) Time variation of design “story telling” in engineering design teams. In: Proceedings of the 14th international conference on engineering design (ICED 03), Stockholm, Sweden
go back to reference Thompson LL (2003) Making the team: a guide for managers. Prentice Hall, Upper Saddle River Thompson LL (2003) Making the team: a guide for managers. Prentice Hall, Upper Saddle River
go back to reference Thurston D (1991) A formal method for subjective design evaluation with multiple attributes. Res Eng Des 3(2):105–122CrossRef Thurston D (1991) A formal method for subjective design evaluation with multiple attributes. Res Eng Des 3(2):105–122CrossRef
go back to reference Tribus M (1969) Rational descriptions, decisions, and designs. Pergamon Press, New York Tribus M (1969) Rational descriptions, decisions, and designs. Pergamon Press, New York
go back to reference Ueda N, Nakano R (1998) Deterministic annealing EM algorithm. Neural Netw 11(2):271–282CrossRef Ueda N, Nakano R (1998) Deterministic annealing EM algorithm. Neural Netw 11(2):271–282CrossRef
go back to reference Ueda N, Nakano R, Ghahramani Z, Hinton GE (2000) SMEM algorithm for mixture models. Neural Comput 12(9):2109–2128CrossRef Ueda N, Nakano R, Ghahramani Z, Hinton GE (2000) SMEM algorithm for mixture models. Neural Comput 12(9):2109–2128CrossRef
go back to reference von Neumann J, Morgenstern O (1947) Theory of games and economic behaviour. Princeton University Press, Princeton von Neumann J, Morgenstern O (1947) Theory of games and economic behaviour. Princeton University Press, Princeton
go back to reference Wang J (1997) A fuzzy outranking method for conceptual design evaluation. Int J Prod Res 35(4):995–1010MATHCrossRef Wang J (1997) A fuzzy outranking method for conceptual design evaluation. Int J Prod Res 35(4):995–1010MATHCrossRef
go back to reference Wassenaar HJ, Chen W (2003) An approach to decision based design with discrete choice analysis for demand modeling. J Mech Des 125(3):490–497CrossRef Wassenaar HJ, Chen W (2003) An approach to decision based design with discrete choice analysis for demand modeling. J Mech Des 125(3):490–497CrossRef
go back to reference Wassenaar HJ, Chen W, Cheng J, Sudjianto A (2005) Enhancing discrete choice demand modeling for decision-based design. J Mech Des 127(4):514–523CrossRef Wassenaar HJ, Chen W, Cheng J, Sudjianto A (2005) Enhancing discrete choice demand modeling for decision-based design. J Mech Des 127(4):514–523CrossRef
go back to reference Wood KL, Antonsson EK (1989) Computations with imprecise parameters in engineering design: background and theory. ASME J Mech Transm Autom Des 111(4):616–625CrossRef Wood KL, Antonsson EK (1989) Computations with imprecise parameters in engineering design: background and theory. ASME J Mech Transm Autom Des 111(4):616–625CrossRef
go back to reference Yang MC (2003) Concept generation and sketching: correlations with design outcome. ASME Conf Proc 37017b:829–834 Yang MC (2003) Concept generation and sketching: correlations with design outcome. ASME Conf Proc 37017b:829–834
go back to reference Yang MC (2005) A study of prototypes, design activity, and design outcome. Des Stud 26(6):649–669CrossRef Yang MC (2005) A study of prototypes, design activity, and design outcome. Des Stud 26(6):649–669CrossRef
go back to reference Yang MC, Ji H (2007) A text-based analysis approach to representing the design selection process. In: Proceedings of the 16th international conference on engineering design (ICED 07) Yang MC, Ji H (2007) A text-based analysis approach to representing the design selection process. In: Proceedings of the 16th international conference on engineering design (ICED 07)
go back to reference Yang MC, Wood WH, Cutkosky MR (2005) Design information retrieval: a thesauri-based approach for reuse of informal design information. Eng Comput 21(2):177–192CrossRef Yang MC, Wood WH, Cutkosky MR (2005) Design information retrieval: a thesauri-based approach for reuse of informal design information. Eng Comput 21(2):177–192CrossRef
Metadata
Title
An approach to the extraction of preference-related information from design team language
Authors
Haifeng Ji
Maria C. Yang
Tomonori Honda
Publication date
01-04-2012
Publisher
Springer-Verlag
Published in
Research in Engineering Design / Issue 2/2012
Print ISSN: 0934-9839
Electronic ISSN: 1435-6066
DOI
https://doi.org/10.1007/s00163-011-0116-7

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