Description: 机器学习的经典专著，我还在学习中，希望对大家有用哈-Classic monograph of machine learning, Im still learning, we hope to be useful for any body whos looking for this book Platform: |
Size: 32736256 |
Author:崔嵬 |
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Description: 核学习
这是介绍核方法非常经典的书籍。里面包括各种核方法：kpca，kfda以及贝叶斯核方法-learning with kernels， this book is a classical book about kernel。 really worth of reading。 Platform: |
Size: 32674816 |
Author:静静 |
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Description: Multiple kernel learning is a model to merge multiple kernels by linear combination. Mostly solving the models are slow due to explicit computation of kernels.
Here, we propose to approximate kernel map function explicitly in finite dimensional space. Then, we use dual coordinate descent to solve the SVM. By storing the solutions in primal, we do not have to compute the kernel explicitly. A group lasso regularization on kernel weights is solved with SVM alternatingly.
This is a side-project in my research projects with Dr. Yi-Ren Yeh and Dr. Frank Wang in Academia Sinica. Platform: |
Size: 202752 |
Author:Shinva |
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Description: KernelMachines is a java library for learning with kernels. It is primary
designed to deal with custom kernels that are not easily found in standard
libraries, such as kernels on structured data Platform: |
Size: 277504 |
Author:谢明顺 |
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Description: 多核变换，稀疏变换，核变换自适应学习，图形图像变换(Description
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Multi-Kernel-Path package is a Matlab program that computes the entire regularization
path for multiple-kernel learning problems. More precisely, it solves any learning
problem with a smooth loss function and where the kernel itself is optimized over
combinations of several basis kernels. It returns the solutions for ALL values of
the regularization parameter.) Platform: |
Size: 11201536 |
Author:ggyyqq |
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Search - learning with kernels