On clonal selection
نویسندگان
چکیده
منابع مشابه
On clonal selection
Clonal selection has been a dominant theme in many immune-inspired algorithms applied to machine learning and optimisation. We examine existing clonal selections algorithms for learning from a theoretical and empirical perspective and assert that the widely accepted computational interpretation of clonal selection is compromised both algorithmically and biologically. We suggest a more capable a...
متن کاملNovel Clonal Selection Algorithm Improving Selection Operator
To optimize the search of the clonal selection algorithm for the optimal solution, the selection operator is improved and a novel clonal selection algorithm is designed. The selection operator is compared with such selection operators as Roulette Wheel Selection operator, Tournament Selection operator, and Sampling Selection operator. The selection operator is improved to increase the accuracy ...
متن کاملRealizing Elementary Clonal Selection Algorithms
A series of acquired immunity inspired clonal selection models have previously been proposed that includes principle model components and base (single repertoire) models. Also previously proposed is a contrived problem domain called ‘colour space’ and a number of scenarios intended for the investigation of adaptive models. This work units these two (until now) isolated streams of work by realiz...
متن کاملHybrid learning clonal selection algorithm
Artificial immune system is a class of computational intelligence methods drawing inspiration from human immune system. As one type of popular artificial immune computing model, clonal selection algorithm (CSA) has been widely used for many optimization problems. CSA mainly generates new schemes by hyper-mutation operators which simulate the immune response process. However, these hyper-mutatio...
متن کاملClonal Selection from First Principles
Clonal selection is the keystone of mainstream immunology and computational systems based on immunological principles. For the latter, clonal selection is often interpreted as an asexual variant of natural selection, and thus, tend to be variations on evolutionary strategies. Retro-fitting immunological sophistication and theoretical rigour onto such systems has proved to be unwieldy. In this p...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Theoretical Computer Science
سال: 2011
ISSN: 0304-3975
DOI: 10.1016/j.tcs.2010.11.017