Lexicon-based word recognition using support vector machine and Hidden Markov Model

• Main Authors: Ahmad A.R., Viard-Gaudin C., Khalid M.
• Other Authors: 35589598800
• Format: Conference paper
• Published: 2023
• Subjects: Character recognition; Hidden Markov models; Hybrid systems; Image retrieval; Neural networks; Optimization; Vocabulary control; Character database; Empirical risk minimization; Practical issues; Simultaneous optimization; Structural risk minimization principle; Word recognition; Support vector machines
• Institution: Universiti Tenaga Nasional

Hybrid of Neural Network (NN) and Hidden Markov Model (HMM) has been popular in word recognition, taking advantage of NN discriminative property and HMM representational capability. However, NN does not guarantee good generalization due to Empirical Risk minimization (ERM) principle that it uses. In...