This volume contains revised versions of papers presented at the NATO Advanced Research Workshop on Data, Expert Knowledge and Decisions held in Hamburg in September 1989. The volume is intended to stimulate cross-disciplinary research concerning usage of recently developed data analysis procedures in knowledge based systems, acquisition, representation and management of expert knowledge for specific applications, building of expert systems in economics and related areas of research. The aim is to improve computer-assisted and knowledge-orientated decision support with the help of models and methods from statistics and operations research. The papers in the volume are grouped into sections on symbolic data, concepts and learning; data analysis and applications, and computer-assisted decision support - integrating, representing and processing knowledge.
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1 Symbolic Data, Concepts and Learning.- Pyramidal Representation of Symbolic Objects.- Knowledge Representation and Symbolic Data Analysis.- Automated Acquisition of Production Rules by Empirical Supervised Learning Methods.- Improving Consistency Within Knowledge Bases.- Cluster and Classify: A Conceptual Approach.- Incremental Learning From Symbolic Objects.- 2 Data Analysis and Applications.- Fitting a Quasi-Poisson Case of the GSTUN (General Stochastic Tree UNfolding) Model and Some Extensions.- A Latent Class Approach to Modeling Pairwise Preferential Choice Data.- Dual Scaling of Designed Experiments.- A Generalization of Asymmetric Multidimensional Scaling.- Some Algorithms for “Bond Energy” Data Analysis, Including Simulated Annealing.- 3 Computer-Assisted Decision Support: Integrating, Representing and Processing Knowledge.- Building an Expert Decision Support System: The Integration of Artificial Intelligence and Operations Research Methods.- Space Management Support Systems: From SH.A.R.P. to M.E.S.s?.- Decision Making: A Computational Approach.- Artificial Intelligence Methods in Data Analysis and Interpretation.- Market-Share Analysis: A Core Technology for Learning About Markets and Competition.- A Tentative Approach to Integrate AI Techniques to Improve a Heuristic-Based OR Model for Rural Telephone Network Planning.- A Knowledge-Based Multimedia Distributed System Model.- Knowledge Representation and Search Methods for Decision Support Systems.- Knowledge-Oriented Support for Data. Analysis Applications to Marketing.- Expert Systems as Support in Economic Planning.- Emergent Themes in Statistical Expert Systems.- Business Forecasts Using a Forecasting Expert System.- Expert Systems: A Database Perspective.- Interpretation of N umbers as Search.- DSFINANCE—Decision Support for Financial Planning.- Applying Data Analysis Techniques to Acquire Knowledge About Database Use and Contents.- Knowledge Acquisition for a Diagnosis-Based Task.- A Simple Software System for Eliciting Structured Sets of Notions from a Group of Experts (Methods and Experiences).- Demand Forecasting for Strategic Decision Support.- Model Management: The Core of Intelligent Decision Support.- S.AM:.A Knowledge-Based System for Modeling an Economist.
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