Towards a general theory of action and time
Artificial Intelligence
Second generation expert systems
Future Generation Computer Systems
Reasoning about change: time and causation from the standpoint of artificial intelligence
Reasoning about change: time and causation from the standpoint of artificial intelligence
Defining operationality for explanation-based learning
Artificial Intelligence
Quantitative results concerning the utility of explanation-based learning
Artificial Intelligence
The computational complexity of abduction
Artificial Intelligence - Special issue on knowledge representation
Artificial Intelligence - Special issue on knowledge representation
A spectrum of logical definitions of model-based diagnosis
Computational Intelligence
Characterizing diagnoses and systems
Artificial Intelligence
Combining heuristic reasoning with causal reasoning in diagnostic problem solving
Second generation expert systems
Case-based reasoning
On the computational complexity of querying bounds on differences constraints
Artificial Intelligence
A spectrum of definitions for temporal model-based diagnosis
Artificial Intelligence
Analysis of notions of diagnosis
Artificial Intelligence
Remote Agent: to boldly go where no AI system has gone before
Artificial Intelligence - Special issue: artificial intelligence 40 years later
Planning and Learning by Analogical Reasoning
Planning and Learning by Analogical Reasoning
Diagnostic Problem Solving: Combining Heuristic, Approximate and Casual Reasoning
Diagnostic Problem Solving: Combining Heuristic, Approximate and Casual Reasoning
Using Compiled Knowledge to Guide and Focus Abductive Diagnosis
IEEE Transactions on Knowledge and Data Engineering
Quicker, More Accurate Nutrition Plans for Newborn Infants
IEEE Intelligent Systems
The Utility Problem Analysed: A Case-Based Reasoning Perspective
EWCBR '96 Proceedings of the Third European Workshop on Advances in Case-Based Reasoning
Speed-Up, Quality and Competence in Multi-modal Case-Based Reasoning
ICCBR '99 Proceedings of the Third International Conference on Case-Based Reasoning and Development
ADAPtER: An Integrated Diagnostic System Combining Case-Based and Abductive Reasoning
ICCBR '95 Proceedings of the First International Conference on Case-Based Reasoning Research and Development
Selecting Most Adaptable Diagnostic Solutions through Pivoting-Based Retrieval
ICCBR '97 Proceedings of the Second International Conference on Case-Based Reasoning Research and Development
An Efficient Algorithm for Temporal Abduction
AI*IA '97 Proceedings of the 5th Congress of the Italian Association for Artificial Intelligence on Advances in Artificial Intelligence
CAUSAL REPRESENTATION OF PATIENT ILLNESS FOR ELECTROLYTE AND ACID-BASE DIAGNOSIS
CAUSAL REPRESENTATION OF PATIENT ILLNESS FOR ELECTROLYTE AND ACID-BASE DIAGNOSIS
A theory of diagnosis for incomplete causal models
IJCAI'89 Proceedings of the 11th international joint conference on Artificial intelligence - Volume 2
Model-based diagnosis in the real world: lessons learned and challenges remaining
IJCAI'99 Proceedings of the 16th international joint conference on Artificial intelligence - Volume 2
Physical impossibility instead of fault models
AAAI'90 Proceedings of the eighth National conference on Artificial intelligence - Volume 1
On the co-operation between abductive and temporal reasoning in medical diagnosis
Artificial Intelligence in Medicine
Temporal query processing with indefinite information
Artificial Intelligence in Medicine
Guideline-based careflow systems
Artificial Intelligence in Medicine
A temporal reasoning framework used in the diagnosis of skeletal dysplasias
Artificial Intelligence in Medicine
Fuzzy theory approach for temporal model-based diagnosis: An application to medical domains
Artificial Intelligence in Medicine
Computing context-dependent temporal diagnosis in complex domains
Expert Systems with Applications: An International Journal
Medical knowledge management for specific hospital departments
Expert Systems with Applications: An International Journal
Designing business logistics networks using model-based reasoning and heuristic-based searching
Expert Systems with Applications: An International Journal
An overview of AI research in Italy
Artificial intelligence
A fuzzy temporal diagnosis algorithm and a hypothesis discrimination proposal
IWINAC'05 Proceedings of the First international conference on Mechanisms, Symbols, and Models Underlying Cognition: interplay between natural and artificial computation - Volume Part I
Artificial Intelligence in Medicine
Artificial Intelligence in Medicine
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The paper examines the motivations for developing medical diagnostic systems exploiting multiple representations and multi-modal reasoning. The analysis is carried on by revisiting the architectural choices of the CHECK system (developed in late 1980s) which combined heuristic and causal knowledge. The results in the theory of diagnosis and in model-based reasoning (MBR) obtained in early 1990s are used for providing a formal characterization of the notion of diagnosis and of the reasoning mechanisms used in CHECK. The paper addresses also the problem of replacing heuristic knowledge provided by human experts with operational knowledge automatically derived from the deep model. In particular, the pros and cons of knowledge compilation and of the integration of case-based reasoning (CBR) with MBR are discussed by summarizing the experience gained in developing AID and ADAPtER. The problem of using an explicit representation of time in diagnostic systems is analyzed and recent work on the different characterizations of diagnosis arising when the temporal dimension is considered is reported. Finally, the implications of the results obtained in MBR and in temporal reasoning on the future of medical diagnostic systems are briefly discussed.