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statistical-learning-methods-
- 经典的书,李航讲的统计学习方法,里面主要涉及监督学习方法,感知机、K邻近法、决策树、支持向量机等-Classic book, statistical learning methods Li Hang speak, which is mainly involved in supervised learning method, Perceptron, K neighboring France, decision trees, support vector machine
perceptron
- 用python简单实现感知机,仅供参考学习。 理论参考李航的《统计方法学习》第二章-Use python to simply implement the perceptron, for reference only. Theoretical reference Li Hang s statistical method of learning Chapter II
precrptron
- 这是自己参照统计学习书(李航著)中感知机算法编写的MATLAB仿真代码,代码包含数据输入和实现过程以及实现结果,可为学习感知机算法的相关人员提供参考。(This is according to his statistical learning book (Li Hang) MATLAB simulation code prepared by the perceptron algorithm, the code contains data input and process and the res
nativebayes
- 这是我参照统计学习书(李航著)中贝叶斯算法伪代码实现的MATLAB仿真代码,代码全是自己写的,完全按照书中书写,代码包含完整运行实例,可以直接运行,代码还包含一定的步骤说明,新手可以参考说明读懂代码。(This is my reference book of statistical learning (Li Hang) MATLAB simulation code Bayesian algorithm pseudo code implementation, the code is written
kdtree
- 参照统计学习(李航著)一书实现的MATLAB仿真代码,代码包含main主函数和kd搜索算法以及相应的数据输入,整个代码实现完整,可以直接运行。(Reference statistics learning (Li Hang) a book to achieve the MATLAB simulation code, the code contains the main main function and KD search algorithm, and the corresponding data
decision_tree
- 自己用matlab实现的决策树仿真的代码,决策树代码包含ID3算法和C4.5算法,算法原理可以参照统计学习(李航著),具体代码编写部分参照网上博客。实现结果用matlab的treelayout实现,模拟树形实现最大程度图形化还原,可以为学习相关算法的朋友提供参考。代码包含相应的主函数和两个决策树函数,具体可参考文字示意。(Reference statistics learning (Li Hang) a book to achieve the MATLAB simulation code, th
李航_统计学习方法
- 《统计学习方法》是计算机及其应用领域的一门重要的学科。《统计学习方法》全面系统地介绍了统计学习的主要方法,特别是监督学习方法,包括感知机、k近邻法、朴素贝叶斯法、决策树、逻辑斯谛回归与最大熵模型、支持向量机、提升方法、EM算法、隐马尔可夫模型和条件随机场等。(The statistical learning method is an important subject in the field of computer and its application.)
EM算法之三硬币模型:matlab编程实现
- EM算法是人工智能十大算法之一。三硬币模型算例出自李航的《统计学习方法》,书中给出了计算结果和简单解说,对于不是学数学的看这种复杂的公式看不懂,我也看了很久才看懂。我用matlab编写的代码,并作了详细的注释。(EM algorithm is one of the ten major algorithms of artificial intelligence. The three coin model is derived from Li Hang's statistical learning
2012.李航.统计学习方法
- 机器学习算法,介绍各种机器学习算法,理论公式推导等等(Machine Learning Algorithms, Introduction to Various Machine Learning Algorithms, Derivation of Theoretical Formulas, and More)
统计学习方法
- 李航老师的统计学习方法,适合机器学习入门,是一本很好的教程(a book for people who interest in machine learning, it will help you a lot)
统计学习方法-电子书及代码实现-李航
- 统计学习书籍和代码,非常非常好的资料,你可以下载的学习。(Machine learning actual supporting code, very very good information, you can download the learning.)