IDEAS home Printed from https://ideas.repec.org/a/spr/joinma/v30y2019i3d10.1007_s10845-017-1324-4.html
   My bibliography  Save this article

An integration model for generating and selecting product configuration plans

Author

Listed:
  • Yao Jiao

    (Chongqing University)

  • Yu Yang

    (Chongqing University)

  • Hongshan Zhang

    (Chongqing University)

Abstract

In the developed market, time-to-market and market shares require companies to provide products that satisfy customer requirements in a timely manner, and the variety in product configurations has been analyzed thoroughly. Against this background, this study addresses an integration model for generating feasible configuration plans based on market transaction data and for selecting the optimal configuration plan(s) based on customer requirements. Transaction data can be used for clustering products to analyze the characteristics of segmented markets and yield the probabilities of configuration plans; along with the constraint conditions, feasible configuration plans can be generated, as well as market strategies for different segmented markets. In addition, a probabilistic classifier, the Naïve Bayes Classifier, is applied to map the customer requirements to the configuration plan with the highest probability. The classifier is suitable for handling imprecise and uncertain information, such as product requirements expressed by customers. A case study of a mouse device is illustrated, and the results indicate the integration model can achieve a good performance in terms of time advantages in project design.

Suggested Citation

  • Yao Jiao & Yu Yang & Hongshan Zhang, 2019. "An integration model for generating and selecting product configuration plans," Journal of Intelligent Manufacturing, Springer, vol. 30(3), pages 1291-1302, March.
  • Handle: RePEc:spr:joinma:v:30:y:2019:i:3:d:10.1007_s10845-017-1324-4
    DOI: 10.1007/s10845-017-1324-4
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s10845-017-1324-4
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s10845-017-1324-4?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Mohit Goswami & M. K. Tiwari, 2015. "Product feature and functionality driven integrated framework for product commercialization in presence of qualitative consumer reviews," International Journal of Production Research, Taylor & Francis Journals, vol. 53(16), pages 4769-4788, August.
    2. Andrews, Rick L. & Brusco, Michael J. & Currim, Imran S., 2010. "Amalgamation of partitions from multiple segmentation bases: A comparison of non-model-based and model-based methods," European Journal of Operational Research, Elsevier, vol. 201(2), pages 608-618, March.
    3. Akshay Kangale & S. Krishna Kumar & Mohd Arshad Naeem & Mark Williams & M. K. Tiwari, 2016. "Mining consumer reviews to generate ratings of different product attributes while producing feature-based review-summary," International Journal of Systems Science, Taylor & Francis Journals, vol. 47(13), pages 3272-3286, October.
    4. Johannes Dahlin & Verena Halbherr & Peter Kurz & Michael Nelles & Carsten Herbes, 2016. "Marketing Green Fertilizers: Insights into Consumer Preferences," Sustainability, MDPI, vol. 8(11), pages 1-15, November.
    5. Kahraman, Cengiz & Ertay, Tijen & Buyukozkan, Gulcin, 2006. "A fuzzy optimization model for QFD planning process using analytic network approach," European Journal of Operational Research, Elsevier, vol. 171(2), pages 390-411, June.
    6. Li, Baibing & Martin, Elaine B. & Morris, A. Julian, 2002. "On principal component analysis in L1," Computational Statistics & Data Analysis, Elsevier, vol. 40(3), pages 471-474, September.
    7. Bijmolt, T.H.A. & Paas, L.J. & Vermunt, J.K., 2004. "Country and consumer segmentation : Multi-level latent class analysis of financial product ownership," Other publications TiSEM fb506162-d125-4091-9083-9, Tilburg University, School of Economics and Management.
    8. Henry Kaiser, 1974. "An index of factorial simplicity," Psychometrika, Springer;The Psychometric Society, vol. 39(1), pages 31-36, March.
    9. Jian Jin & Ying Liu & Ping Ji & Hongguang Liu, 2016. "Understanding big consumer opinion data for market-driven product design," International Journal of Production Research, Taylor & Francis Journals, vol. 54(10), pages 3019-3041, May.
    10. Paul E. Green & Abba M. Krieger & Yoram Wind, 2001. "Thirty Years of Conjoint Analysis: Reflections and Prospects," Interfaces, INFORMS, vol. 31(3_supplem), pages 56-73, June.
    11. Carnevalli, Jose A. & Miguel, Paulo Cauchick, 2008. "Review, analysis and classification of the literature on QFD--Types of research, difficulties and benefits," International Journal of Production Economics, Elsevier, vol. 114(2), pages 737-754, August.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Simplice A. Asongu & Nicholas M. Odhiambo, 2019. "Governance, capital flight and industrialisation in Africa," Journal of Economic Structures, Springer;Pan-Pacific Association of Input-Output Studies (PAPAIOS), vol. 8(1), pages 1-22, December.
    2. Asongu, Simplice A & Odhiambo, Nicholas M, 2019. "Governance,CO2 emissions and inclusive human development in Sub-Saharan Africa," Working Papers 25253, University of South Africa, Department of Economics.
    3. Shobande, Olatunji A. & Asongu, Simplice A., 2022. "The Critical Role of Education and ICT in Promoting Environmental Sustainability in Eastern and Southern Africa: A Panel VAR Approach," Technological Forecasting and Social Change, Elsevier, vol. 176(C).
    4. Amavilah, Voxi & Asongu, Simplice A. & Andrés, Antonio R., 2017. "Effects of globalization on peace and stability: Implications for governance and the knowledge economy of African countries," Technological Forecasting and Social Change, Elsevier, vol. 122(C), pages 91-103.
    5. Simplice A. Asongu & Nicholas M. Odhiambo, 2021. "Income Levels, Governance and Inclusive Human Development in Sub-Saharan Africa," Applied Research in Quality of Life, Springer;International Society for Quality-of-Life Studies, vol. 16(1), pages 71-103, February.
    6. Simplice A. Asongu & Nicholas M. Odhiambo, 2019. "Inclusive development in environmental sustainability in sub‐Saharan Africa: Insights from governance mechanisms," Sustainable Development, John Wiley & Sons, Ltd., vol. 27(4), pages 713-724, July.
    7. Asongu, Simplice A. & Andrés, Antonio R., 2020. "Trajectories of knowledge economy in SSA and MENA countries," Technology in Society, Elsevier, vol. 63(C).
    8. Simplice A. Asongu, Nicholas M. Odhiambo, 2021. "Taxation, foreign aid and political governance in Africa," European Journal of Comparative Economics, Cattaneo University (LIUC), vol. 18(2), pages 217-249, December.
    9. Simplice A. Asongu & Vanessa S. Tchamyou & Paul N. Acha-Anyi, 2020. "Who Is Who in Knowledge Economy in Africa?," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 11(2), pages 425-457, June.
    10. Daxini, Amar & O’Donoghue, Cathal & Ryan, Mary & Buckley, Cathal & Barnes, Andrew P., 2018. "Factors influencing farmers' intentions to adopt nutrient management planning: accounting for heterogeneity," 166th Seminar, August 30-31, 2018, Galway, West of Ireland 276183, European Association of Agricultural Economists.
    11. Asongu, Simplice A. & Odhiambo, Nicholas M., 2019. "Governance and social media in African countries: An empirical investigation," Telecommunications Policy, Elsevier, vol. 43(5), pages 411-425.
    12. Simplice A. Asongu & Nicholas M. Odhiambo, 2022. "The Comparative Economics of Globalisation and Governance in Sub-Saharan Africa," Working Papers of the African Governance and Development Institute. 22/050, African Governance and Development Institute..
    13. Asongu, Simplice A. & Nwachukwu, Jacinta C., 2017. "The Impact of Terrorism on Governance in African Countries," World Development, Elsevier, vol. 99(C), pages 253-270.
    14. Daxini, Amar & O'Donoghue, Cathal & Ryan, Mary & Barnes, Andrew & Buckley, Cathal & Daly, Karen, 2018. "Which factors influence farmers’ intentions to adopt nutrient management planning?," 92nd Annual Conference, April 16-18, 2018, Warwick University, Coventry, UK 273494, Agricultural Economics Society.
    15. Daxini, Amar & O'Donoghue, Cathal & Ryan, Mary & Barnes, Andrew & Buckley, Cathal & Daly, Karen, 2018. "Which factors influence farmers’ intentions to adopt nutrient management planning?," 92nd Annual Conference, April 16-18, 2018, Warwick University, Coventry, UK 273498, Agricultural Economics Society.
    16. Adamkiewicz Hanna G., 2019. "The dimensions of national competitiveness: The empirical analysis based on The World Economic Forum’s data," Economics and Business Review, Sciendo, vol. 5(3), pages 92-117, September.
    17. Leise Kelli de Oliveira & Bruno Vieira Bertoncini & Carla de Oliveira Leite Nascimento & Lara Braide Rocha & Larissa Almeida Matias de Lima Batista & Leonardo Ventorim Cellin, 2019. "Factors Affecting the Choice of Urban Freight Vehicles: Issues Related to Brazilian Companies," Sustainability, MDPI, vol. 11(24), pages 1-11, December.
    18. Hai Ming Wong & Susan Margaret Bridges & Colman Patrick McGrath & Cynthia Kar Yung Yiu & Olga A Zayts & Terry Kit Fong Au, 2017. "Impact of Prominent Themes in Clinician-Patient Conversations on Caregiver’s Perceived Quality of Communication with Paediatric Dental Visits," PLOS ONE, Public Library of Science, vol. 12(1), pages 1-15, January.
    19. Ridwan Lanre Ibrahim & Kazeem Bello Ajide, 2022. "Trade facilitation and environmental quality: empirical evidence from some selected African countries," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 24(1), pages 1282-1312, January.
    20. Trofimov, Ivan D., 2013. "Nonparametric Approach to Portfolio Diversification: The Case of Australian Equity Market - Un approccio non-parametrico alla diversificazione del portafoglio: il caso del mercato azionario australian," Economia Internazionale / International Economics, Camera di Commercio Industria Artigianato Agricoltura di Genova, vol. 66(1), pages 87-112.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:joinma:v:30:y:2019:i:3:d:10.1007_s10845-017-1324-4. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.