IDEAS home Printed from https://ideas.repec.org/a/inm/orisre/v13y2002i1p15-35.html
   My bibliography  Save this article

Model Composition Using Filter Spaces

Author

Listed:
  • Kaushal Chari

    (Information Systems/Decision Sciences, College of Business Administration, University of South Florida, 4202 East Fowler Avenue, CIS 1040, Tampa, Florida 33620-7800)

Abstract

Decision support systems (DSS) typically contain data and models to facilitate decision making. DSS users, in response to a particular decision-making situation, often execute a sequence of models, in which inputs to a model in the sequence are obtained from outputs of other models upstream in the sequence and from database retrievals. The problem of generating a sequence of models from the set of available models is known as the model composition problem. In this paper, we propose a new construct called filter spaces to support model composition. We show how filter spaces can significantly facilitate automation of model composition and execution process, and provide effective means to integrate partial solutions from multiple composite models and databases.

Suggested Citation

  • Kaushal Chari, 2002. "Model Composition Using Filter Spaces," Information Systems Research, INFORMS, vol. 13(1), pages 15-35, March.
  • Handle: RePEc:inm:orisre:v:13:y:2002:i:1:p:15-35
    DOI: 10.1287/isre.13.1.15.95
    as

    Download full text from publisher

    File URL: http://dx.doi.org/10.1287/isre.13.1.15.95
    Download Restriction: no

    File URL: https://libkey.io/10.1287/isre.13.1.15.95?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
    ---><---

    References listed on IDEAS

    as
    1. Arthur M. Geoffrion, 1987. "An Introduction to Structured Modeling," Management Science, INFORMS, vol. 33(5), pages 547-588, May.
    2. Jeffrey E. Kottemann & Daniel R. Dolk, 1992. "Model Integration and Modeling Languages: A Process Perspective," Information Systems Research, INFORMS, vol. 3(1), pages 1-16, March.
    3. Waleed A. Muhanna & Roger Alan Pick, 1994. "Meta-Modeling Concepts and Tools for Model Management: A Systems Approach," Management Science, INFORMS, vol. 40(9), pages 1093-1123, September.
    4. Hemant K. Bhargava & Steven O. Kimbrough & Ramayya Krishnan, 1991. "Unique Names Violations, a Problem for Model Integration or You Say Tomato, I Say Tomahto," INFORMS Journal on Computing, INFORMS, vol. 3(2), pages 107-120, May.
    5. Amit Basu & Robert W. Blanning, 1998. "The Analysis of Assumptions in Model Bases Using Metagraphs," Management Science, INFORMS, vol. 44(7), pages 982-995, July.
    6. Amit Basu & Robert W. Blanning, 1994. "Model Integration Using Metagraphs," Information Systems Research, INFORMS, vol. 5(3), pages 195-218, September.
    7. Ting-Peng Liang, 1988. "Development of a Knowledge-Based Model Management System," Operations Research, INFORMS, vol. 36(6), pages 849-863, December.
    8. Gordon P. Wright & Alok R. Chaturvedi & Radha V. Mookerjee & Susan Garrod, 1998. "Integrated Modeling Environments in Organizations: An Empirical Study," Information Systems Research, INFORMS, vol. 9(1), pages 64-84, March.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Amit V. Deokar & Omar F. El-Gayar, 2011. "Decision-enabled dynamic process management for networked enterprises," Information Systems Frontiers, Springer, vol. 13(5), pages 655-668, November.
    2. Therani Madhusudan, 2007. "A web services framework for distributed model management," Information Systems Frontiers, Springer, vol. 9(1), pages 9-27, March.

    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. Therani Madhusudan, 2007. "A web services framework for distributed model management," Information Systems Frontiers, Springer, vol. 9(1), pages 9-27, March.
    2. Srinivasan, Ananth & Sundaram, David, 2000. "An object relational approach for the design of decision support systems," European Journal of Operational Research, Elsevier, vol. 127(3), pages 594-610, December.
    3. Amit V. Deokar & Omar F. El-Gayar, 2011. "Decision-enabled dynamic process management for networked enterprises," Information Systems Frontiers, Springer, vol. 13(5), pages 655-668, November.
    4. Dolk, Daniel R., 2000. "Integrated model management in the data warehouse era," European Journal of Operational Research, Elsevier, vol. 122(2), pages 199-218, April.
    5. Makowski, Marek, 2005. "A structured modeling technology," European Journal of Operational Research, Elsevier, vol. 166(3), pages 615-648, November.
    6. Tsai, Yao-Chuan, 2001. "Comparative analysis of model management and relational database management," Omega, Elsevier, vol. 29(2), pages 157-170, April.
    7. Eom, Sean B, 1998. "The Intellectual Development and Structure of Decision Support Systems (1991-1995)," Omega, Elsevier, vol. 26(5), pages 639-657, October.
    8. Maturana, Sergio & Ferrer, Juan-Carlos & Baranao, Francisco, 2004. "Design and implementation of an optimization-based decision support system generator," European Journal of Operational Research, Elsevier, vol. 154(1), pages 170-183, April.
    9. Gordon P. Wright & Alok R. Chaturvedi & Radha V. Mookerjee & Susan Garrod, 1998. "Integrated Modeling Environments in Organizations: An Empirical Study," Information Systems Research, INFORMS, vol. 9(1), pages 64-84, March.
    10. Mentzas, Gregory N., 1996. "Team coordination in decision support projects," European Journal of Operational Research, Elsevier, vol. 89(1), pages 70-85, February.
    11. Amit Basu & Robert W. Blanning, 2000. "A Formal Approach to Workflow Analysis," Information Systems Research, INFORMS, vol. 11(1), pages 17-36, March.
    12. David Schuff & Karen Corral & Robert D. St. Louis & Greg Schymik, 2018. "Enabling self-service BI: A methodology and a case study for a model management warehouse," Information Systems Frontiers, Springer, vol. 20(2), pages 275-288, April.
    13. Huh, Soon-Young & Kim, Hyung-Min & Chung, Q. B., 1999. "Framework for change notification and view synchronization in distributed model management systems," Omega, Elsevier, vol. 27(4), pages 431-443, August.
    14. Ramayya Krishnan & Xiaoping Li & David Steier & Leon Zhao, 2001. "On Heterogeneous Database Retrieval: A Cognitively Guided Approach," Information Systems Research, INFORMS, vol. 12(3), pages 286-301, September.
    15. Andre A. Cire & John N. Hooker & Tallys Yunes, 2016. "Modeling with Metaconstraints and Semantic Typing of Variables," INFORMS Journal on Computing, INFORMS, vol. 28(1), pages 1-13, February.
    16. Chaturvedi, Alok & Mehta, Shailendra & Dolk, Daniel & Ayer, Rick, 2005. "Agent-based simulation for computational experimentation: Developing an artificial labor market," European Journal of Operational Research, Elsevier, vol. 166(3), pages 694-716, November.
    17. David Schuff & Karen Corral & Robert D. St. Louis & Greg Schymik, 0. "Enabling self-service BI: A methodology and a case study for a model management warehouse," Information Systems Frontiers, Springer, vol. 0, pages 1-14.
    18. Gu, Jifa & Tang, Xijin, 2005. "Meta-synthesis approach to complex system modeling," European Journal of Operational Research, Elsevier, vol. 166(3), pages 597-614, November.
    19. Craig A. Tovey, 2002. "Tutorial on Computational Complexity," Interfaces, INFORMS, vol. 32(3), pages 30-61, June.
    20. Yan Li & Manoj A. Thomas & Kweku-Muata Osei-Bryson, 2017. "Ontology-based data mining model management for self-service knowledge discovery," Information Systems Frontiers, Springer, vol. 19(4), pages 925-943, August.

    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:inm:orisre:v:13:y:2002:i:1:p:15-35. 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: Chris Asher (email available below). General contact details of provider: https://edirc.repec.org/data/inforea.html .

    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.