Menu
Home
Contact us
Stats
Categories
Calendar
Toggle Wiki
Wiki Home
Last Changes
Rankings
List pages
Orphan pages
Sandbox
Print
Toggle Image Galleries
Galleries
Rankings
Toggle Articles
Articles home
List articles
Rankings
Toggle Blogs
List blogs
Rankings
Toggle Forums
List forums
Rankings
Toggle File Galleries
List galleries
Rankings
Toggle Maps
Mapfiles
Toggle Surveys
List surveys
Stats
ITHEA Classification Structure > I. Computing Methodologies  > I.2 ARTIFICIAL INTELLIGENCE 
ITHEA Classification Structure > I. Computing Methodologies  > I.2 ARTIFICIAL INTELLIGENCE  > I.2.6 Learning
SELECTIVE EVOLUTION CONTROL METHOD FOR EVOLUTION STRATEGIES WITH NEURAL ...
By: Pavel Afonin (4701 reads)
Rating: (1.00/10)

Abstract. This paper presents a new evolution control method to reduce the number of computationally expensive simulations for evolution strategies with fitness function models. A feedforward neural network is used as a fitness model and constructed with the help of some previously evaluated solutions in the search space. On-line learning is implemented during searching process. In the evolution strategy with the proposed method the number of controlled individuals is changed during optimization and the choice of parents for the next generation is always made out of controlled individuals. The results of the evolution strategy implementation with the selective evolution control method for three standard test functions in comparison with other known evolutionary strategies are presented.

Keywords: evolution strategy, neural network, metamodel, evolution control

ACM Classification Keywords: I.2 Artificial Intelligence: I.2.6 Learning: Connectionism and neural nets

Link:

SELECTIVE EVOLUTION CONTROL METHOD FOR EVOLUTION STRATEGIES WITH NEURAL NETWORK METAMODELS

Pavel Afonin

http://foibg.com/ijitk/ijitk-vol05/ijitk05-2-p08.pdf

Print
I.2 ARTIFICIAL INTELLIGENCE
article: A STUDY OF INTELLIGENT TECHNIQUES FOR PROTEIN SECONDARY STRUCTURE PREDICTION · Bankruptcy risk forecasting under uncertainty with application of fuzzy · MATRIX FEATURE VECTORS AND HU MOMENTS IN GESTURE RECOGNITION · System Analysis of Computational Intelligence Main Trends · ЛИНГВИСТИЧЕСКИЕ И ИНТЕЛЛЕКТУАЛЬНЫЕ ИНСТРУ� · PROBLEM AND MATHEMATICAL MODELS FOR RESCUE TECHNICS ACQUISITION · STANDARDIZATION OF GEOMETRICAL CHARACTERISTICS IN GESTURE RECOGNITION · MATRIX FEATURE VECTORS IN SPEECH AND GESTURE RECOGNITION · THE DYNAMIC MODEL OF THE INNOVATION FUNNEL INDICATORS AND THEIR TRAJECTORIES · THEORY OF NON-VIOLENT INTERACTION · EXPERT SYSTEM OF RATIONAL DECISION MAKING OF DISTRIBUTION OF ELECTRIC IN ... · STUDY OF INVESTMENT ATTRACTIVENESS OF RUSSIAN COMPANIES ON THE BASIS OF ... · TIME SERIES PROGNOSIS OF GDP WITH THE SYSTEM GMDH-SHELL (EXPERIMENTAL WORK) · INTELLIGENT METHODS OF REVEALING FRAGMENTS IN BUSINESS PROCESSES · AN AGENT–ORIENTED ELECTRONIC MARKETPLACE FOR MODELING AND SIMULATION OF ... · SELECTIVE EVOLUTION CONTROL METHOD FOR EVOLUTION STRATEGIES WITH NEURAL ... · COMPUTATIONAL MODEL FOR SERENDIPITY · SELF EVOLVING CHARACTER RECOGNITION USING GENETIC OPERATORS · INTELLIGENT SYSTEM FOR ASSEMBLY PROCESS PLANNING · DESIGN CONCEPT OF INTELLIGENT MANAGEMENT SYSTEMS · A NEURAL NETWORKS APPLICATION IN DECISION SUPPORT SYSTEM · THE APPLICATION OF DATA MINING METHODS TO THE CLASSIFICATION OF FINISHED ... · NATURAL INTERFACE TO ELECTION DATA · К ИНТЕГРАЦИИ ОНТОЛОГИЙ ПРЕДМЕТНЫХ ОБЛАСТЕЙ · ANALOGICAL MAPPING USING SIMILARITY OF BINARY DISTRIBUTED REPRESENTATIONS · MOBILE SEARCH AND ADVERTISING · EXPERIMENTAL SUPPORT OF SYNTACTIC COMPUTATION BASED ON SEMANTIC ... · APPLICATION OF FUZZY LOGIC ON IMAGE EDGE DETECTION · EXPERIMENTAL SUPPORT OF ARGUMENT-BASED SYNTACTIC COMPUTATION · OFFLINE HANDWRITING RECOGNITION USING GENETIC ALGORITHM · PERSONALIZED QUESTION-ANSWERING MOBILE SYSTEM · MOBILE ELECTION · MOBILE SEARCH AND ADVERTISING · ALGEBRA LOGIC APPROACH TO PERSON’S THINKING MECHANISMS FORMALIZATION · MULTI-MODAL EMOTION RECOGNITION – MORE "COGNITIVE" MACHINES · A COGNITIVE SCIENCE REASONING IN RECOGNITION OF EMOTIONS IN AUDIO-VISUAL SPEECH · EDUCATION COMPLEX "MULTI-AGENT TECHNOLOGIES FOR PARALLEL AND DISTRIBUTED ... · SYSTEMOLOGICAL KNOWLEDGE-BASED TECHNOLOGY FOR ... · COGNITIVE BIAS IN KNOWLEDGE ENGINEERING COURSE · AUTOMATED PROBLEM DOMAIN COGNITION PROCESS IN INFORMATION SYSTEMS DESIGN · DISTINCTIVE FEATURES OF MOBILE MESSAGES PROCESSING · MULTIMODAL MAN-MACHINE INTERFACE AND VIRTUAL REALITY FOR ASSISTIVE ... · ON LOGICAL CORRECTION OF NEURAL NETWORK ALGORITHMS FOR PATTERN RECOGNITION · AUTOMATED RESPONSE TO QUERY SYSTEM · GENETIC ALGORITHM FOR FINDING THE KEY’S LENGTH AND CRYPTANALYSIS ·
I.2.6 Learning
article: A STUDY OF APPLICATION OF NEURAL NETWORK TECHNIQUE ON SOFTWARE REPOSITORIES · SEMANTIC NET FROM CONCEPTS AS A MODEL OF STUDENT’S KNOWLEDGE: HOW STABLE ARE ... · МЕТОД ПОИСКА РЕШЕНИЙ В ИНТЕЛЛЕКТУАЛЬНЫХ СИСТЕМАХ ПОДДЕРЖКИ ПРИНЯТИЯ РЕШЕНИЙ ... · THE MODEL FOR THE COMBINED CASCADE RADIAL BASIS NEURAL NETWORK AND ITS ... · DIDACTIC DESIGNING OF RESOURCE SUPPORT FOR TRAINING ENVIRONMENT · КОМПЛЕКСНЫЙ АНАЛИЗ РИСКА БАНКРОТСТВА КОРПОРАЦИЙ В УСЛОВИЯХ НЕОПРЕДЕЛЕННОСТИ · IMPROVING ACTIVE RULES PERFORMANCE IN NEW P SYSTEM COMMUNICATION ARCHITECTURES · SOFTWARE EFFORT ESTIMATION USING RADIAL BASIS FUNCTION NEURAL NETWORKS · CONCEPTUAL KNOWLEDGE MODELING ON THE BASIS OF NATURAL CLASSIFICATION · A COMPUTER METHOD TO STUDY THE ENTIRETY OF STUDENTS’ KNOWLEDGE ACQUIRED DURING A · INTELLIGENT TRADING SYSTEMS · MODELING OF COGNITIVE PROCESSES BY NETWORK MODELS · ADAPTIVE FUZZY PROBABILISTIC CLUSTERING OF INCOMPLETE DATA · Polynomial Regression using a Perceptron with Axo-axonic Connections · RESERVOIR FORECASTING NEURO-FUZZY NETWORK AND ITS LEARNING · MODELING OF COGNITIVE PROCESSES BY NETWORK MODELS · POLYNOMIAL APPROXIMATION USING PARTICLE SWARM OPTIMIZATION OF LINEAR ... · ФОРМИРОВАНИЕ БАЗОВЫХ СТРУКТУР ВОСПРИЯТИЯ И · DECISIONS ON SELECTING THE TRAINING ALGORITHM OF THE NEURAL NETWORK WITH ... · ОБУЧЕНИЕ РЕКУРРЕНТНЫХ НЕЙРОННЫХ СЕТЕЙ МЕТО · ЧИСЛЕННЫЕ МЕРЫ “СПЛОЧЕННОСТИ” ИМЕННЫХ ГРУ · ADAPTIVE CLUSTERING OF INCOMPLETE DATA USING NEURO-FUZZY KOHONEN NETWORK · INTELLIGENT ANALYSIS OF MARKETING DATA · STUDY THE QUALITY OF GLOBAL NEURAL MODEL WITH REGARD TO LOCAL MODELS OF ... · HYBRID CASCADE NEURAL NETWORK BASED ON WAVELET-NEURON · ARTIFICIAL INTELLIGENCE IN MONITORING SYSTEM · TACIT KNOWLEDGE AS A RESOURCE FOR ORGANIZATIONS AND ITS INTENSITY IN VARIOUS ... · THE E-LEARNING SYSTEM WITH EMBEDDED NEURAL NETWORK · ИССЛЕДОВАНИЕ МНОГОКРИТЕРИАЛЬНОЙ ЗАДАЧИ ОП� · ЭКСПЕРИМЕНТАЛЬНОЕ ИЗУЧЕНИЕ ЦЕЛОСТНОСТИ ЗН� · SELECTIVE EVOLUTION CONTROL METHOD FOR EVOLUTION STRATEGIES WITH NEURAL ... · EVOLVING CASCADE NEURAL NETWORK BASED ON MULTIDIMESNIONAL EPANECHNIKOV’S ... · ADAPTIVE NEURO-FUZZY KOHONEN NETWORK WITH VARIABLE FUZZIFIER · CONCEPTUAL KNOWLEDGE MODELING AND SYSTEMATIZATION ON THE BASIS OF NATURAL ... · ON COORDINATION OF EXPERTS’ ESTIMATIONS OF QUANTITATIVE VARIABLE∗ · THE CASCADE NEO-FUZZY ARCHITECTURE AND ITS ONLINE LEARNING ALGORITHM · THE CASCADE GROWING NEURAL NETWORK USING QUADRATIC NEURONS AND ITS LEARNING ... · EDUKIT: INFO-EDUCATIONAL PLATFORM ENABLING TO CREATE WEBSITES FOR SECONDARY ... · SYSTEMOLOGICAL CLASSIFICATION ANALYSIS IN CONCEPTUAL KNOWLEDGE MODELING · ANALOGIES BETWEEN TEXTS: MATHEMATICAL MODELS AND APPLICATIONS IN ... · HYBRID SYSTEMS OF COMPUTATIONAL INTELLIGENCE EVOLVED FROM SELFLEARNING ... · THE CASCADE NEO-FUZZY ARCHITECTURE USING CUBIC–SPKINE ACTIVATION FUNCTIONS · ADAPTIVE COMPARTMENTAL WAVELON WITH ROBUST LEARNING ALGORITHM · THE CASCADE ORTHOGONAL NEURAL NETWORK · OUTLIERS RESISTANT LEARNING ALGORITHM FOR RADIAL-BASIS-FUZZY-WAVELET-NEURAL ... · MULTIDIMENSIONAL HETEROGENEOUS VARIABLE PREDICTION ... · THE CASCADE GROWING NEURAL NETWORK USING QUADRATIC NEURONS ... · ADAPTIVE GUSTAFSON-KESSEL FUZZY CLUSTERING ALGORITHM BASED ON ... · SEARCHING FOR NEAREST STRINGS WITH NEURAL-LIKE STRING EMBEDDING · MEASURE REFUTATIONS AND METRICS ON STATEMENTS OF EXPERTS ... · GROWING NEURAL NETWORKS USING NONCONVENTIONAL ACTIVATION FUNCTIONS · CONSTRUCTING OF A CONSENSUS OF SEVERAL EXPERTS STATEMENTS∗ · DECISION TREES FOR APPLICABILITY OF EVOLUTION RULES IN TRANSITION P SYSTEMS · APPROACHES TO SEQUENCE SIMILARITY REPRESENTATION · NEURAL NETWORK BASED APPROACH FOR DEVELOPING THE ENTERPRISE STRATEGY · ANALOGOUS REASONING AND CASE-BASED REASONING FOR INTELLIGENT ... · USING SENSITIVITY AS A METHOD FOR RANKING THE TEST CASES CLASSIFIED ... · DIAGARA: AN INCREMENTAL ALGORITHM FOR INFERRING IMPLICATIVE RULES FROM EXAMPLES · A NEW APPROACH FOR ELIMINATING THE SPURIOUS STATES ... · ADAPTIVE WAVELET-NEURO-FUZZY NETWORK IN THE FORECASTING ... ·
Login
[ register | I forgot my password ]
World Clock
Powered by Tikiwiki Powered by PHP Powered by Smarty Powered by ADOdb Made with CSS Powered by RDF powered by The PHP Layers Menu System
RSS Wiki RSS Blogs rss Articles RSS Image Galleries RSS File Galleries RSS Forums RSS Maps rss Calendars
[ Execution time: 0.08 secs ]   [ Memory usage: 7.65MB ]   [ GZIP Disabled ]   [ Server load: 0.19 ]
Powered by Tikiwiki CMS/Groupware