Case-Based Reasoning Research and Development
This book constitutes the refereed proceedings of the First International Conference on Case-Based Reasoning, ICCBR-95, held in Sesimbra, Portugal, in October 1995.\ The 52 revised papers included are classified as scientific papers , application papers , and posters . All current aspects of research and development aiming at industrial applications in CBR are addressed. Among the topical sections are case and knowledge representation, case retrieval, nearest neighbour methods, case adaption...
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This book constitutes the refereed proceedings of the First International Conference on Case-Based Reasoning, ICCBR-95, held in Sesimbra, Portugal, in October 1995.The 52 revised papers included are classified as scientific papers , application papers , and posters . All current aspects of research and development aiming at industrial applications in CBR are addressed. Among the topical sections are case and knowledge representation, case retrieval, nearest neighbour methods, case adaption and learning, cognitive modelling, integrated reasoning methods, and application-oriented methods: planning, decision making, diagnosis, interpretation, design, etc.
Integration of case based retrieval with a relational database system in aircraft technical support1Cost estimation of software projects through case base reasoning11Operator decision aiding by adaptation of supervision strategies23PROFIL: A decision support tool for metallic sections design using a CBR approach33MacRad: Radiology image resource with a case-based retrieval system43Representing and indexing building refurbishment cases for multiple retrieval of adaptable pieces of cases55Large-scale fault diagnosis for on-board train systems67Case-based reasoning for expertise relocation in support of rural health workers in developing countries77Spatial composition using cases: IDIOM88CBR and machine learning for combustion system design98KBS maintenance as learning two-tiered domain representation109A case-based approach for developing writing tools aimed at non-native English users121Reasoning with reasons in case-based comparisons133Towards the integration of case-based, schema-based and model-based reasoning for supporting complex design tasks145Separating the cases from the data: Towards more flexible case-based reasoning157Route planning by analogy169Case adaptation using an incomplete causal model181Evaluating the application of CBR in mesh design for simulation problems193Case memory and retrieval based on the immune system205Using case data to improve on rule-based function approximation217Learning to improve case adaptation by introspective reasoning and CBR229Retrieving cases in structured domains by using goal dependencies241An average-case analysis of k-nearest neighbor classifier253Cases as terms: A feature term approach to the structured representation of cases265ADAPtER: An integrated diagnostic system combining case-based and abductive reasoning277Adaptation using constraint satisfaction techniques289Learning a local similarity metric for case-based reasoning301Experiments on adaptation-guided retrieval in case-based design313Integrating rules and cases for the classification task325Reuse of knowledge: Empirical studies335Weighting features347An investigation of marker-passing algorithms for analogue retrieval359INRECA: A seamlessly integrated system based on inductive inference and case-based reasoning371DOM-ArC: An active decision support system for quality assessment of cases381A case-based reasoner adaptive to different cognitive tasks391On the use of CBR in optimisation problems such as the TSP401Case-based diagnosis of multiple faults411On the automatic generation of case libraries by chunking chess games421Learning to refine indexing by introspective reasoning431Problem solving with "The incredible machine": An experiment in case-based reasoning441Integrating case-based reasoning and tabu search for solving optimisation problems451Systems, tasks and adaptation knowledge: Revealing some revealing dependencies461Some limitations of feature-based recognition in case-based design471A case based method for solving relatively stable dynamic constraint satisfaction problems481Learning strategies for explanation patterns: Basic game patterns with applications to chess491A memory-based hierarchical planner501Case-based reasoning for cash flow forecasting using fuzzy retrieval510A connectionist indexing approach for CBR systems520Using a neural network to learn general knowledge in a case-based system528"Fish and sink": An anytime-algorithm to retrieve adequate cases538Knowledge engineering for CBR systems from a cognitive science perspective548Towards using a single uniform metric in instance-based learning559Main Topic Index569Author Index575
