Model management systems : An overview

Abstract During the past fifteen years, model management has grown from a few suggestions that data management be enlarged to include decision models to an established but still growing field of study. We examine three central topics in model management. The first is model base structure and its correspondence to network and relational data base structures. The second is model base processing and the application of artificial intelligence to model interfacing, integration, construction, and interpretation. The third is the organizational environment of model management systems and the contribution of model management systems to organizational intelligence.

[1]  Hubert L. Dreyfus,et al.  Mind over Machine: The Power of Human Intuition and Expertise in the Era of the Computer , 1987, IEEE Expert.

[2]  Ben P. Wise,et al.  Self-Explanatory Financial Planning Models , 1984, AAAI.

[3]  M. J. Culnan Transaction processing applications as organizational message systems: implications for the intelligent organization , 1989, [1989] Proceedings of the Twenty-Second Annual Hawaii International Conference on System Sciences. Volume III: Decision Support and Knowledge Based Systems Track.

[4]  William W. Hogan,et al.  Energy policy models for project independence , 1975, Comput. Oper. Res..

[5]  Robert W. Blanning,et al.  Enterprise Modeling Using Metagraphs , 1992, Decision Support Systems: Experiences and Expectations.

[6]  Allen Newell,et al.  Computer science as empirical inquiry: symbols and search , 1976, CACM.

[7]  Robert P. Minch Hypermedia knowledge management for intelligent organizations , 1990, Twenty-Third Annual Hawaii International Conference on System Sciences.

[8]  David M. Smith,et al.  A model-management framework for mathematical programming , 1984 .

[9]  S. Woolgar Why not a sociology of machines? An evaluation of prospects for an association between sociology and artificial intelligence , 1989 .

[10]  Gary Klein,et al.  Developing Model Strings for Model Managers , 1986, J. Manag. Inf. Syst..

[11]  William W. Hogan,et al.  On Convergence of the PIES Algorithm for Computing Equilibria , 1982, Oper. Res..

[12]  Daniel R. Dolk,et al.  Knowledge Representation for Model Management Systems , 1984, IEEE Transactions on Software Engineering.

[13]  Robert W. Blanning A System for natural language communication between a decision model and its users , 1986 .

[14]  Allen Newell,et al.  Physical Symbol Systems , 1980, Cogn. Sci..

[15]  Jonathan Bendor,et al.  An Adaptive Model of Bureaucratic Politics , 1985, American Political Science Review.

[16]  Benn R. Konsynski Model Management in Decision Support Systems , 1981, NATO ASI DBM.

[17]  Ronald M. Lee,et al.  Shopping in the Electronic Marketplace , 1986, J. Manag. Inf. Syst..

[18]  Ben P. Wise,et al.  Overview of rome: a reason-oriented modeling environment , 1986 .

[19]  Harvey J. Greenberg,et al.  Computer-assisted analysis and model simplification , 1981 .

[20]  Amelia A. Baldwin,et al.  The evolution and problems of model management research , 1991 .

[21]  Robert W. Blanning A framework for expert modelbase systems , 1899 .

[22]  P. Shrivastava A TYPOLOGY OF ORGANIZATIONAL LEARNING SYSTEMS , 1983 .

[23]  Arthur M. Geoffrion Reusing structured models via model integration , 1989, [1989] Proceedings of the Twenty-Second Annual Hawaii International Conference on System Sciences. Volume III: Decision Support and Knowledge Based Systems Track.

[24]  Robert P. Minch,et al.  Conceptual design of decision support systems utilizing management science models , 1983, IEEE Transactions on Systems, Man, and Cybernetics.

[25]  W.A. Muhanna,et al.  Composite models in SYMMS , 1988, [1988] Proceedings of the Twenty-First Annual Hawaii International Conference on System Sciences. Volume III: Decision Support and Knowledge Based Systems Track.

[26]  Kees M. van Hee,et al.  OR and AI approaches to decision support systems , 1988, Decis. Support Syst..

[27]  Ramayya Krishnan,et al.  A knowledge-based system for production and distribution economics , 1988 .

[28]  Sanjoy Banerjee Reproduction of Social Structures , 1986 .

[29]  Scott C. McIntyre,et al.  Object-oriented Systems Analysis and Design: Methodology and Application , 1988, J. Manag. Inf. Syst..

[30]  M. Masuch,et al.  Beyond Garbage Cans: An AI Model of Organizational Choice , 1989 .

[31]  Daniel R. Dolk,et al.  A generalized model management system for mathematical programming , 1986, TOMS.

[32]  Rafael Lazimy A deductive approach for problem representation and modeling support: conceptual schema and object-oriented models , 1991, Proceedings of the Twenty-Fourth Annual Hawaii International Conference on System Sciences.

[33]  James F. Courtney,et al.  Organizational learning systems , 1989, [1989] Proceedings of the Twenty-Second Annual Hawaii International Conference on System Sciences. Volume III: Decision Support and Knowledge Based Systems Track.

[34]  Robert W. Blanning,et al.  LANGUAGE DESIGN FOR RELATIONAL MODEL MANAGEMENT , 1984 .

[35]  Ramayya Krishnan A logic modeling language for automated model construction , 1990, Decis. Support Syst..

[36]  Ashok K. Goel,et al.  Analyzing Political Decision Making from an Information-Processing Perspective: JESSE , 1990 .

[37]  Arthur M. Geoffrion,et al.  An Introduction to Structured Modeling , 1987 .

[38]  George P. Huber,et al.  A theory of the effects of advanced information technologies on organizational design, intelligence , 1990 .

[39]  James F. Courtney,et al.  A conceptual architecture for generalized decision support system software , 1984, IEEE Transactions on Systems, Man, and Cybernetics.

[40]  Ting-Peng Liang Development of a Knowledge-Based Model Management System: Special Focus Article , 1988, Oper. Res..

[41]  Alice M. Ireland OBJECT-ORIENTED MODEL INTEGRATION IN MIDAS , 1989 .

[42]  Arthur M. Geoffrion A taxonomy of indexing structures for mathematical programming modeling languages , 1990, Twenty-Third Annual Hawaii International Conference on System Sciences.

[43]  Robert W. Blanning,et al.  Expert Systems as an Organizational Paradigm , 1987, ICIS.

[44]  Ting-Peng Liang,et al.  Model Management for Group Decision Support , 1988, MIS Q..

[45]  Andrew B. Whinston,et al.  Concurrent problem solving and organizational learning , 1989, [1989] Proceedings of the Twenty-Second Annual Hawaii International Conference on System Sciences. Volume III: Decision Support and Knowledge Based Systems Track.

[46]  G.H. Bradley,et al.  Model integration with a typed executable modeling language , 1988, [1988] Proceedings of the Twenty-First Annual Hawaii International Conference on System Sciences. Volume III: Decision Support and Knowledge Based Systems Track.

[47]  Andrew B. Whinston,et al.  Mathematical programming within the context of a generalized data base management system , 1978 .

[48]  Ramayya Krishnan,et al.  Towards a logical reconstruction of structured modeling , 1993, Decis. Support Syst..

[49]  Ross M. Miller,et al.  On Distributing the Intelligence of Economic Processes , 1987 .

[50]  Pai-Chun Ma,et al.  Semantic structures in linear programs , 1989, [1989] Proceedings of the Twenty-Second Annual Hawaii International Conference on System Sciences. Volume III: Decision Support and Knowledge Based Systems Track.

[51]  S. Athey A consultant to assist students in solving statistics problems , 1989, [1989] Proceedings of the Twenty-Second Annual Hawaii International Conference on System Sciences. Volume III: Decision Support and Knowledge Based Systems Track.

[52]  Hartmut J. Will,et al.  Model management systems , 1975 .

[53]  Sudha Ram,et al.  HyperIntelligence: the next frontier , 1990, CACM.

[54]  R.G. Ramirez,et al.  Model integration in an object-oriented model management system , 1991, Proceedings of the Twenty-Fourth Annual Hawaii International Conference on System Sciences.

[55]  Sowmyanarayanan Sadagopan,et al.  Design considerations for a virtual information center for humanitarian assistance/disaster relief using workflow modeling , 1987 .

[56]  Andrew B. Whinston,et al.  Foundations of Decision Support Systems , 1981 .

[57]  J.R. Marsden,et al.  The intelligent organization: some observations and alternative views , 1988, [1988] Proceedings of the Twenty-First Annual Hawaii International Conference on System Sciences. Volume III: Decision Support and Knowledge Based Systems Track.

[58]  Amitava Dutta,et al.  An Artificial Intelligence Approach to Model Management in Decision Support Systems , 1984, Computer.

[59]  Daniel R. Dolk,et al.  Model management in organizations , 1985, Inf. Manag..

[60]  Rodney A. Brooks,et al.  Elephants don't play chess , 1990, Robotics Auton. Syst..

[61]  Benn R. Konsynski,et al.  Delegation Technologies: Environmental Scanning with Intelligent Agents , 1991, J. Manag. Inf. Syst..

[62]  Richard Ennals Artificial intelligence: applications to logical reasoning and historical reseach , 1985 .

[63]  Fatma Mili,et al.  Documenting decision models for informed and confident decisions , 1990, Twenty-Third Annual Hawaii International Conference on System Sciences.

[64]  Joyce J. Elam,et al.  USING ARTIFICIAL INTELLIGENCE TECHNIQUES TO ENHANCE THE CAPABILITIES OF MODEL MANAGEMENT SYSTEMS , 1987 .

[65]  Ting-Peng Liang Integrating model management with data management in decision support systems , 1985, Decis. Support Syst..

[66]  James R. Evans,et al.  Eliciting Knowledge Representation Schema for Linear Programming Formulation , 1990 .

[67]  Kees M. van Hee,et al.  A modeling environment for decision support systems , 1991, Decis. Support Syst..

[68]  Melanie L. Lenard An object-oriented approach to model management , 1993, Decis. Support Syst..

[69]  Ramayya Krishnan PDM: a knowledge-based tool for model construction , 1989, [1989] Proceedings of the Twenty-Second Annual Hawaii International Conference on System Sciences. Volume III: Decision Support and Knowledge Based Systems Track.

[70]  Sa Neung Hong,et al.  Inheritance and instantiation in model management , 1990, Twenty-Third Annual Hawaii International Conference on System Sciences.

[71]  Kathleen M. Carley Coordinating the success: trading information redundancy for task simplicity , 1990, Twenty-Third Annual Hawaii International Conference on System Sciences.

[72]  Ronald M. Lee,et al.  A logic programming framework for planning and simulation , 1986 .

[73]  David Y. Y. Yun,et al.  An Agent for Intelligent Model Management , 1990, J. Manag. Inf. Syst..

[74]  Daniel R. Dolk Data as models: an approach to implementing model management , 1986 .

[75]  Jay F. Nunamaker,et al.  Computer-Aided Deliberation: Model Management and Group Decision Support: Special Focus Article , 1988, Oper. Res..

[76]  Matthias Jarke,et al.  The AI potential of model management and its central role in decision support , 1988, Decis. Support Syst..

[77]  J.E. Kottemann,et al.  Process-oriented model integration , 1988, [1988] Proceedings of the Twenty-First Annual Hawaii International Conference on System Sciences. Volume III: Decision Support and Knowledge Based Systems Track.

[78]  John G. Sanderson A Relational Theory of Computing , 1980, Lecture Notes in Computer Science.

[79]  Gary Klein,et al.  A Linear Representation for Model Management in a DSS , 1985, J. Manag. Inf. Syst..

[80]  H. Van Dyke Parunak,et al.  A Connectionist Model for Material Handling , 1988 .

[81]  Jay F. Nunamaker,et al.  Toward more intelligent organizations , 1990, Twenty-Third Annual Hawaii International Conference on System Sciences.

[82]  Sudha Ram,et al.  Modeling organizations as a social network of distributed knowledge-based systems , 1990, Twenty-Third Annual Hawaii International Conference on System Sciences.

[83]  Jay F. Nunamaker,et al.  PLEXSYS-84: An Integrated Development Environment for Informational Systems , 1984, J. Manag. Inf. Syst..

[84]  Jay F. Nunamaker,et al.  Automating Planning Environments: Knowledge Integration and Model Scripting , 1986, J. Manag. Inf. Syst..

[85]  Michael J. Shaw,et al.  Applying machine learning to model management in decision support systems , 1988, Decis. Support Syst..

[86]  Thomas W. Malone,et al.  Intelligent Information Sharing Systems , 1986 .

[87]  Daniel R. Dolk,et al.  Model management and structured modeling: the role of an information resource dictionary system , 1988, CACM.

[88]  Matthias Jarke,et al.  Domain-Specific Dss Tools for Knowledge-Based Model Building , 1985, Decis. Support Syst..

[89]  Harvey J. Greenberg A natural language discourse model to explain linear programming models and solutions , 1987, Decis. Support Syst..

[90]  Melanie L. Lenard Representing Models as Data , 1986, J. Manag. Inf. Syst..

[91]  Mario Milanese,et al.  Integration of modeling and AI techniques in KBDSS generators: the EDIPUSS system , 1991 .

[92]  Harvey J. Greenberg,et al.  A Functional Description of ANALYZE: A Computer-Assisted Analysis System for Linear Programming Models , 1983, TOMS.

[93]  Fatameh Zahedi,et al.  A Knowledge Base for Integer Programming — A Meta-OR Approach , 1990 .

[94]  M.I. Bu-Hulaiga,et al.  An interactive plan-based procedure for model integration in DSS , 1988, [1988] Proceedings of the Twenty-First Annual Hawaii International Conference on System Sciences. Volume III: Decision Support and Knowledge Based Systems Track.

[95]  David Maier,et al.  The Theory of Relational Databases , 1983 .

[96]  Frederic H. Murphy,et al.  A graphics interface for linear programming , 1989, CACM.

[97]  Arthur M. Geoffrion,et al.  FW/SM: A Prototype Structured Modeling Environment , 1991 .

[98]  Waleed A. Muhanna,et al.  Issues in Distributed Model Management Systems , 1990, ICIS.

[99]  Ralph H. Sprague,et al.  Building Effective Decision Support Systems , 1982 .

[100]  Ben P. Wise,et al.  Model- Based Evaluation of Long-Range Resource Allocation Plans , 1986 .

[101]  Stuart J. Thorson,et al.  Systems simulation artificial intelligence based simulations of foreign policy decision making , 1982 .

[102]  Robert W. Blanning,et al.  SoftCord: an intelligent agent for coordination in software development projects , 1986 .

[103]  Robert W. Blanning,et al.  A relational framework for join implementation in model management systems , 1985, Decis. Support Syst..

[104]  H. Van Dyke Parunak,et al.  Material Handling: A Conservative Domain for Neural Connectivity and Propagation , 1987, AAAI.

[105]  Ting-Peng Liang A Graph-Based Approach to Model Management , 1986, ICIS.

[106]  Ellen R. McGrattan,et al.  Money as a medium of exchange in an economy with artificially intelligent agents , 1990 .

[107]  George T. Fadok Effective design of CODASYL data base , 1985 .

[108]  Hemant K. Bhargava,et al.  A formal approach for model formulation in a model management system , 1990, Twenty-Third Annual Hawaii International Conference on System Sciences.

[109]  Arthur M. Geoffrion The Formal Aspects of Structured Modeling , 1989, Oper. Res..

[110]  Robert W. Blanning,et al.  Intelligent models of economic and social systems , 1992 .

[111]  T H Merrett,et al.  Relational Information Systems , 1983 .

[112]  Peter P. Chen The entity-relationship model: toward a unified view of data , 1975, VLDB '75.

[113]  Daniel R. Dolk,et al.  Toward a symbiotic expert system for econometric modeling , 1989, [1989] Proceedings of the Twenty-Second Annual Hawaii International Conference on System Sciences. Volume III: Decision Support and Knowledge Based Systems Track.

[114]  Doug Vogel,et al.  Data and Model Management in a Generalized MCDM‐DSS* , 1991 .

[115]  Robert W. Blanning Organization design as expert system design , 1991, Proceedings of the Twenty-Fourth Annual Hawaii International Conference on System Sciences.

[116]  Wanda J. Orlikowski,et al.  Information Technology and the Structuring of Organizations , 2011 .

[117]  Robert W. Blanning,et al.  Issues in the design of relational model management systems , 1899, AFIPS '83.

[118]  Robert W. Blanning,et al.  The application of metaknowledge to information management , 1987 .

[119]  Mark S. Fox,et al.  An Organizational View of Distributed Systems , 1988, IEEE Transactions on Systems, Man, and Cybernetics.

[120]  Robert W. Blanning A relational theory of model management , 1987 .

[121]  Robert W. Blanning,et al.  Conversing with management information systems in a natural language , 1984, CACM.

[122]  A. Philippakis,et al.  Solver representation for model management systems , 1990, Twenty-Third Annual Hawaii International Conference on System Sciences.

[123]  T. Liang Reasoning in model management systems , 1988, [1988] Proceedings of the Twenty-First Annual Hawaii International Conference on System Sciences. Volume III: Decision Support and Knowledge Based Systems Track.

[124]  Roger Alan Pick,et al.  A knowledge engineered linear programming formulation assistant , 1990, Twenty-Third Annual Hawaii International Conference on System Sciences.

[125]  S. Kumar,et al.  An expert system framework for forecasting method selection , 1988, [1988] Proceedings of the Twenty-First Annual Hawaii International Conference on System Sciences. Volume III: Decision Support and Knowledge Based Systems Track.

[126]  Vilas Wuwongse,et al.  An Object-Oriented Approach to Model Management , 1991, CAiSE.

[127]  Børge Obel,et al.  Designing Organizational Structures: An Expert System Method , 1987 .

[128]  Ronald M. Lee,et al.  A logic model for electronic contracting , 1988, Decis. Support Syst..

[129]  Donald A. Sylvan Systems simulation. Supplementing global models with computational models: An assessment and an energy example , 1987 .

[130]  A. Newell Unified Theories of Cognition , 1990 .

[131]  Donald R. Chand,et al.  An expert modeling support system for modeling an object system to specify its information requirements , 1989, Decis. Support Syst..

[132]  Joyce J. Elam,et al.  Model Management Systems: an Approach to Decision Support in Complex Organizations , 1980, ICIS.

[133]  S. T. Young Tung,et al.  An expert system for statistical consulting , 1991 .

[134]  Robert W. Blanning,et al.  Data management and model management: a relational synthesis , 1982, ACM-SE 20.

[135]  R.D. St. Louis,et al.  Expert systems that satisfy model-solver-data independence , 1990, Twenty-Third Annual Hawaii International Conference on System Sciences.

[136]  Amit Basu,et al.  A knowledge based framework for selecting management science models , 1990, Twenty-Third Annual Hawaii International Conference on System Sciences.