源于博客 GBRT(梯度提升回归树)有好多名字,标题全是它的别名. 它是一种迭代的回归树算法,由多棵回归树组成,所有树的结论累加起来得到最终结果.在被提出之初与SVM一起被认为是泛化能力较强的算法. 主要由三个概念组成:回归决策树Regression Decistion Tree(即DT),梯度提升Gradient Boosting(即GB),Shrinkage .搞定这三个概念后就能明白GBDT是如何工作的,要继续理解它如何用于搜索排序则需要额外理解RankNet概念,之后便功德圆满.下文将逐…

一.CART分类与回归树 资料转载: http://dataunion.org/5771.html        Classification And Regression Tree(CART)是决策树的一种,并且是非常重要的决策树,属于Top Ten Machine Learning Algorithm.顾名思义,CART算法既可以用于创建分类树(Classification Tree),也可以用于创建回归树(Regression Tree).模型树(Model Tree),两者在建树的过程稍…

GBDT(Gradient Boosting Decision Tree)算法参考:http://blog.csdn.net/dark_scope/article/details/24863289 理解机器学习算法:http://blog.csdn.net/dark_scope/article/details/25485893 协同过滤算法:http://blog.csdn.net/dark_scope/article/details/17228643…

            阿弥陀佛.好久没写文章,实在是受不了了.特来填坑,近期实习了(ting)解(shuo)到(le)非常多工业界经常使用的算法.诸如GBDT,CRF,topic model的一些算法等.也看了不少东西.有时间能够具体写一下,而至于实现那真的是没时间没心情再做了,等回学校了再说吧.今天我们要说的就是GBDT(Gradient Boosting Decision Tree) =====================================================…

After talking about Information theory, now let's come to one of its application - Decision Tree! Nowadays, in terms of prediction power, there are many ensemble methods based on tree that can beat Decision Tree generally. However I found it necessar…

树形DP.... Tree of Tree Time Limit: 1 Second      Memory Limit: 32768 KB You're given a tree with weights of each node, you need to find the maximum subtree of specified size of this tree. Tree Definition A tree is a connected graph which contains no c…

Same Tree Given two binary trees, write a function to check if they are equal or not. Two binary trees are considered equal if they are structurally identical and the nodes have the same value. Maximum Depth of Binary Tree Given a binary tree, find i…

(原文出处:http://blog.csdn.net/hbhhww/article/details/8206846) B~树 1.前言: 动态查找树主要有:二叉查找树(Binary Search Tree),平衡二叉查找树(Balanced Binary Search Tree),红黑树 (Red-Black Tree ),B-tree/B+-tree/ B*-tree (B~Tree).前三者是典型的二叉查找树结构,其查找的时间复杂度O(log2N)与 树的深度相关,那么降低树的深度自然对查找…

leetcode面试准备:Lowest Common Ancestor of a Binary Search Tree & Binary Tree 1 题目 Binary Search Tree的LCA Given a binary search tree (BST), find the lowest common ancestor (LCA) of two given nodes in the BST. According to the definition of LCA on Wikiped…

[BZOJ3080]Minimum Variance Spanning Tree/[BZOJ3754]Tree之最小方差树 题目大意: 给定一个\(n(n\le50)\)个点,\(m(m\le1000)\)条边的带权无向图,每条边的边权为\(w_i(w_i\le50)\).求最小方差生成树. 3080数据范围:\(n\le50,m\le1000,w_i\le50\): 3754数据范围:\(n\le100,m\le1000,w_i\le100\). 其中3754询问的是最小标准差. 思路: 由于…