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Everything about Model-based reasoning
Inference method used in AI expert systems
In artificial intelligence, model-based reasoning refers to an inference method used in expert systems based on a model of the physical world. With this approach, the main focus of application development is developing the model. Then at run time, an "engine" combines this model knowledge with observed data to derive conclusions such as a diagnosis or a prediction. Wikipedia →
🧭 Start here: a 6-step reading path
- Read the overview: Model-based reasoningA 5-minute orientation
- Skim a recent paper: Large language model-based evolutionary optimizer: Reasoning with elitismInfluential work since 2022
- Pick up a classic book: Model-based reasoning in science and technologyThe most-reprinted book on the subject
- Read the landmark paper: R5 model for case-based reasoningCited 116 times
- Go sideways: Diagnosis (artificial intelligence)A closely related topic
- Go sideways: Knowledge-based systemA closely related topic
📖 Definitions
No dictionary entry for this exact phrase.
🗂️ The subject at a glance
🏆 Landmark papers (most cited)
R5 model for case-based reasoning
Developing Model-Based Reasoning in Mathematics and Science
An ELM-based model for affective analogical reasoning
Case-Based Reasoning Model for International Market Selection
Using Computer Simulations for Promoting Model-based Reasoning
Model-based causal reasoning for process supervision
Model-based diagnosis or reasoning from first principles
Model-based reasoning
🆕 Influential since 2022
Large language model-based evolutionary optimizer: Reasoning with elitism
CGRM: A Context-Based Graph Reasoning Model for Fitting Detection
Novel three-way decision model in medical diagnosis based on inexact reasoning
Model-based reasoning using answer set programming
Emotion-driven reasoning model for agent-based human–computer negotiation
📚 Books worth reading
Model-based reasoning in science and technologyLorenzo Magnani, Walter A. Carnielli · 2010
Creating scientific conceptsNancy J. Nersessian · 2008- 📕Model-Based Testing Essentials - Guide to the ISTQB Certified Model-Based TesterAnne Kramer, Bruno Legeard · 2016
Model-based reasoning in science, technology, and medicinePing Li, Lorenzo Magnani · 2007
Model-based reasoning in science, technology, and medicine · 2007- 📕Zheng ju wang luo tui li xue xi li lun ji ying yongJiang Jiang · 2013
Case-Based Approximate Reasoning (Theory and Decision Library B)Eyke Hüllermeier · 2007
Model-based reasoning in science, technology, and medicineMBR China 2006 (2006 Guangzhou, China) · 2007
Ranked by number of editions on Open Library, a rough measure of how lasting a book is.
🔗 Related topics
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- Mycin MYCIN was an early backward chaining expert system that used black box to identify bacteria causing severe infections, such as bacteremia and meningitis…
- Reasoning system In information technology a reasoning system is a software system that generates conclusions from available knowledge using logical techniques such as…
- Knowledge representation and reasoning Knowledge representation (KR) aims to model information in a structured manner to formally represent it as knowledge in knowledge-based systems whereas…
- Qualitative reasoning Qualitative Reasoning (QR) is an area of research within Artificial Intelligence (AI) that automates reasoning about continuous aspects of the physical…
- Symbolic artificial intelligence In artificial intelligence (AI), symbolic artificial intelligence (also known as classical artificial intelligence or logic-based artificial intelligence)…