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ITHEA Classification Structure > I. Computing Methodologies  > I.2 ARTIFICIAL INTELLIGENCE 
OFFLINE HANDWRITING RECOGNITION USING GENETIC ALGORITHM
By: Mathur et al. (5095 reads)
Rating: (1.00/10)

Abstract: In this paper, a new method for offline handwriting recognition is presented. A robust algorithm for handwriting segmentation has been described here with the help of which individual characters can be segmented from a word selected from a paragraph of handwritten text image which is given as input to the module. Then each of the segmented characters are converted into column vectors of 625 values that are later fed into the advanced neural network setup that has been designed in the form of text files. The networks has been designed with quadruple layered neural network with 625 input and 26 output neurons each corresponding to a character from a-z, the outputs of all the four networks is fed into the genetic algorithm which has been developed using the concepts of correlation, with the help of this the overall network is optimized with the help of genetic algorithm thus providing us with recognized outputs with great efficiency of 71%.

Keywords: Handwriting Recognition, Segementation, Artificial Neural Networks, Genetic Algorithm.

ACM Classification Keywords: I.2 Artificial Intelligence, I.4 Image processing and Computer Vision, I.5 Pattern Recognition.

Link:

OFFLINE HANDWRITING RECOGNITION USING GENETIC ALGORITHM

Shashank Mathur, Vaibhav Aggarwal, Himanshu Joshi, Anil Ahlawat

http://www.foibg.com/ibs_isc/ibs-02/IBS-02-p03.pdf

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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 ·
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