A Hybrid HMM/ANN Based Approach for Online Signature Verification

机译：基于混合HMM / ANN的在线签名验证方法

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This paper presents a new approach based on HMM/ANN hybrid for online signature verification. A group of ANNs are used as local probability estimators for an HMM. The Viterbi algorithm is employed to work out the global posterior probability of a model. T

机译：本文提出了一种基于HMM / ANN混合的在线签名验证新方法。一组ANN用作HMM的局部概率估计器。使用维特比算法来计算模型的整体后验概率。 Ť

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《Neural Networks, The 2007 IEEE International Joint Conference on》|2007年|P.402-405|共4页
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Zhong-Hua Quan; De-Shuang Huang; Kun-Hong Liu; Kwok-Wing Chau;
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中图分类工业技术;
关键词
handwriting recognition; hidden Markov models; maximum likelihood estimation; neural nets; pattern classification; probability; Viterbi algorithm; artificial neural nets; classifier; hidden Markov model; online signature verification; probability estimators; Artific;

机译：手写识别;隐马尔可夫模型;最大似然估计;神经网络;模式分类;概率;维特比算法;人工神经网络;分类器;隐马尔可夫模型;在线签名验证;概率估计器;人工;

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1. Online Signature Verification System for Kaisyo Script Based on Structured Learning and Segmentation of HMM [J] . Dapeng ZHANG, Shinkichi INAGAKI, Tatsuya SUZUKI, SICE Journal of Control, Measurement, and System Integration (SICE JCMSI) . 2011,第6期

机译：基于结构化学习和HMM分割的Kaisyo脚本在线签名验证系统
2. Improving performance of HMM-based off-line signature verification systems through a multi-hypothesis approach [J] . Luana Batista, Eric Granger, Robert Sabourin International Journal on Document Analysis and Recognition . 2010,第1期

机译：通过多假设方法提高基于HMM的离线签名验证系统的性能
3. HMM-based on-line signature verification: Feature extraction and signature modeling [J] . Julian Fierrez, Javier Ortega-Garcia, Daniel Ramos, Pattern recognition letters . 2007,第16期

机译：基于HMM的在线签名验证：特征提取和签名建模
4. A Hybrid HMM/ANN Based Approach for Online Signature Verification [C] . Zhong-Hua Quan, De-Shuang Huang, Kun-Hong Liu, Neural Networks, The 2007 IEEE International Joint Conference on . 2007

机译：基于混合HMM / ANN的在线签名验证方法
5. A neural-network-based online signature verification system using vector autoregressive modeling and a novel velocity segmentation scheme. [D] . Osman, Tarig Abd-Elgadir-Mohammed. 2009

机译：基于神经网络的在线签名验证系统，使用矢量自回归建模和新颖的速度分割方案。
6. A Hybrid LSSVR/HMM-Based Prognostic Approach [O] . Zhijuan Liu, Qing Li, Xianhui Liu, 2013

机译：基于LSSVR / HMM的混合预测方法
7. A hybrid HMM/ANN based approach for online signature verification [O] . Quan, ZH, Huang, DS, Liu, KH, 2007

机译：基于混合HMM / ANN的在线签名验证方法

A Hybrid HMM/ANN Based Approach for Online Signature Verification

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