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ReBEL is a Matlabtoolkit of functions and scr ipts, designed to
facilitate sequential Bayesian inference (estimation) in general state
space models. This software consolidates research on new methods for
recursive Bayesian estimation and Kalman
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On-Line MCMC Bayesian Model Selection
This demo demonstrates how to use the sequential Monte Carlo algorithm with reversible jump MCMC steps to perform model selection in neural networks. We treat both the model dimension (number of neurons) and
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基于EKF的神经网络自适应在线学习算法，包含例子和文档。-We show that a hierarchical Bayesian modeling approach allows us to perform
regularization in sequential learning. We identify three inference
levels within this hierarchy: model selection, parameter estimation, and
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这是一篇很好的有关粒子滤波的综述性论文，具有很高的参考价值。-It is now over a decade since the pioneering contribution
of Gordon et al. (1993), which is commonly regarded
as the first instance of modern sequential Monte Carlo (SMC)
approaches. Initially focussed on applicat
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这是一篇综述文章，介绍文本分析的参数估计问题，主要是贝叶斯模型包括PLSA，LDA等-This technical note is intended to review the foundations of Bayesian parameter estimation in the discrete domain, which is necessary to understand the inner workings of
topic-based text analysis approache
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EM算法实现贝叶斯网络缺失样本下的估计的算法-Bayesian estimation algorithm EM algorithm network missing samples under
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ML法能够很好的估计信号的信噪比,多目标跟踪的粒子滤波器，利用贝叶斯原理估计混合logit模型的参数。- ML estimation method can be a good signal to noise ratio, Multi-target tracking particle filter, Bayesian parameter estimation principle mixed logit model.
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用于信号特征提取、信号消噪，计算晶粒的生长，入门级别程序,利用贝叶斯原理估计混合logit模型的参数。- For feature extraction, signal de-noising, Calculation of growth, entry-level program grains Bayesian parameter estimation principle mixed logit model.
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利用贝叶斯原理估计混合logit模型的参数，包括四元数的各种计算,利用最小二乘算法实现对三维平面的拟合。- Bayesian parameter estimation principle mixed logit model, Including quaternion various calculations, Least-squares algorithm to fit a three-dimensional plane.
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三相光伏逆变并网的仿真，该函数用来计算任意函数的一阶偏导数(数值方法),利用贝叶斯原理估计混合logit模型的参数。- Three-phase photovoltaic inverter and network simulation, This function is used to calculate the arbitrary function of the first order partial derivative (numerical methods), Bayesian parame
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LDPC码的完整的编译码，阐述了负荷预测的应用研究,利用贝叶斯原理估计混合logit模型的参数。- Complete codec LDPC code, It describes the application of load forecasting, Bayesian parameter estimation principle mixed logit model.
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信号处理中的旋转不变子空间法，对球谐函数图形进行仿真,利用贝叶斯原理估计混合logit模型的参数。- Signal Processing ESPRIT method, Of spherical harmonics graphic simulation, Bayesian parameter estimation principle mixed logit model.
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1. 以身高为例，画出男女生身高的直方图并做对比；
2. 采用最大似然估计方法，求男女生身高以及体重分布的参数；
3. 采用贝叶斯估计方法，求男女生身高以及体重分布的参数（注明自己选定的参数情况）；
4. 采用最小错误率贝叶斯决策，画出类别判定的决策面。并判断某样本的身高体重分别为(160,45)时应该属于男生还是女生？为(178,70)时呢？(1. Take the height as an example, draw the histogram of the height of boys a
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