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- Evolving_intelligent_system abstract "The term Evolving Intelligent Systems (EIS) was coined in 2005 by Angelov and Kasabov, to define the new approach which focuses on learning, developing soft computing models that have both their parameters but also their structure adapting on-line. The first papers in this direction can be traced back to the end of 20th century, but these were closer to evolutionary algorithms. Later, in the very beginning of the 21st century both Angelov and Kasabov came independently to evolving rule-based, and evolving connectionist systems concepts respectively. This was followed later by a large number of research works by various authors, etc. who meet annually at IEEE sponsored conferences on this topic.EIS are usually associated with, streaming data and on-line (often real-time) modes of operation. They can be seen as adaptive intelligent systems with low-computational complexity. EIS assumes on-line adaptation of system structure in addition to the parameter adaptation which is usually associated with the term \"incremental\" from Incremental heuristic search. Due to the implementation of a wide variety of adaptive, evolving and dynamic methodologies, they represent an important cornerstone within the field of data-driven learning in non-stationary environments An important sub-area of EIS is represented by Evolving Fuzzy Systems (EFS) (a comprehensive survey including real-world applications can be found in ), which rely on fuzzy systems architecture and incrementally update, evolve and prune fuzzy sets and fuzzy rules on demand and on-the-fly.One of the major strengths of EFS, compared to other forms of evolving system models, is that they are able to support some sort of interpretability and understandability for experts and users. This opens possibilities for enriched human-machine interaction's scenarios, where the users may \"communicate\" with an on-line evolving system in form of knowledge exchange (active learning (machine learning) and teaching). This concept is currently motivated and discussed in the evolving systems community under the term Human-Inspired Evolving Machines and respected as \"one future\" generation of \"EIS\".".
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- Evolving_intelligent_system wikiPageRevisionID "668904109".
- Evolving_intelligent_system wikiPageWikiLink Active_learning_(machine_learning).
- Evolving_intelligent_system wikiPageWikiLink Category:Artificial_intelligence.
- Evolving_intelligent_system wikiPageWikiLink Chromosome.
- Evolving_intelligent_system wikiPageWikiLink Evolutionary_algorithm.
- Evolving_intelligent_system wikiPageWikiLink Evolutionary_computation.
- Evolving_intelligent_system wikiPageWikiLink Fuzzy_control_system.
- Evolving_intelligent_system wikiPageWikiLink Genetic_algorithm.
- Evolving_intelligent_system wikiPageWikiLink Incremental_heuristic_search.
- Evolving_intelligent_system wikiPageWikiLink Mutation.
- Evolving_intelligent_system wikiPageWikiLink Oxford_English_Dictionary.
- Evolving_intelligent_system wikiPageWikiLink Parent.
- Evolving_intelligent_system wikiPageWikiLink Reproduction.
- Evolving_intelligent_system wikiPageWikiLink Selection_(biology).
- Evolving_intelligent_system wikiPageWikiLink Soft_computing.
- Evolving_intelligent_system wikiPageWikiLinkText "Evolving intelligent system".
- Evolving_intelligent_system wikiPageUsesTemplate Template:Reflist.
- Evolving_intelligent_system subject Category:Artificial_intelligence.
- Evolving_intelligent_system type Area.
- Evolving_intelligent_system type Area.
- Evolving_intelligent_system comment "The term Evolving Intelligent Systems (EIS) was coined in 2005 by Angelov and Kasabov, to define the new approach which focuses on learning, developing soft computing models that have both their parameters but also their structure adapting on-line. The first papers in this direction can be traced back to the end of 20th century, but these were closer to evolutionary algorithms.".
- Evolving_intelligent_system label "Evolving intelligent system".
- Evolving_intelligent_system sameAs Q5418751.
- Evolving_intelligent_system sameAs m.0g9vrzr.
- Evolving_intelligent_system sameAs Q5418751.
- Evolving_intelligent_system wasDerivedFrom Evolving_intelligent_system?oldid=668904109.
- Evolving_intelligent_system isPrimaryTopicOf Evolving_intelligent_system.