Distributed Sentence Similarity Base on Word Mover's Distance
Algorithm:
Refrence from one ICML15 paper: Word Mover's Distance.
1. First use Google's word2vec tool to get distributed word representing aka. word vectors.
2. Then use earth mover's distance as similarity measure metric.
3. Solve the EMD problem as transportation problem by Hungarian Algorithm.
Outcome:
Result looks not bad, but still have ways to improve the precision.
For example: use n-gram to keep a little bit sentence structure.
Distributed Sentence Similarity Base on Word Mover's Distance的更多相关文章
- 唐诗掠影:基于词移距离(Word Mover's Distance)的唐诗诗句匹配实践
词移距离(Word Mover's Distance)是在词向量的基础上发展而来的用来衡量文档相似性的度量. 词移距离的具体介绍参考http://blog.csdn.net/qrlhl/artic ...
- [LeetCode] Sentence Similarity II 句子相似度之二
Given two sentences words1, words2 (each represented as an array of strings), and a list of similar ...
- 734. Sentence Similarity 有字典数组的相似句子
[抄题]: Given two sentences words1, words2 (each represented as an array of strings), and a list of si ...
- [LeetCode] 737. Sentence Similarity II 句子相似度之二
Given two sentences words1, words2 (each represented as an array of strings), and a list of similar ...
- LeetCode 734. Sentence Similarity
原题链接在这里:https://leetcode.com/problems/sentence-similarity/ 题目: Given two sentences words1, words2 (e ...
- [LeetCode] 737. Sentence Similarity II 句子相似度 II
Given two sentences words1, words2 (each represented as an array of strings), and a list of similar ...
- [LeetCode] 734. Sentence Similarity 句子相似度
Given two sentences words1, words2 (each represented as an array of strings), and a list of similar ...
- Comparing Sentence Similarity Methods
Reference:Comparing Sentence Similarity Methods,知乎.
- 论文阅读笔记: Multi-Perspective Sentence Similarity Modeling with Convolution Neural Networks
论文概况 Multi-Perspective Sentence Similarity Modeling with Convolution Neural Networks是处理比较两个句子相似度的问题, ...
随机推荐
- kali 安装中文输入法
(1)apt-get install fcitx-googlepinyin (2)你希望继续执行吗?Y (3)连续执行数次 (4)init 6(命令行重启)
- JS代码片段:日期格式化
Date.prototype.format = function(format) { var date = { "M+": this.getMonth() + 1, "d ...
- ubuntu下android源码下载
步骤一: 首先保证你的ubuntu系统电脑可以顺利游览google,我们是将etc下 hosts替换掉,推荐hosts: http://laod.cn/hosts/2015-google...host ...
- hive 学习笔记——表的入门操作和命令
1.受控表(managed table)包括内部表.分区表.桶表: 1.1.分区表 创建分区表: create table banji(id INT,name STRING) partitioned ...
- 1320. Graph Decomposition
1320 简单并查集 #include <iostream> #include<cstdio> #include<cstring> #include<algo ...
- Nodejs express中创建ejs项目 error install Couldn't read dependencies
最近在看<Node.js开发指南>,看到使用nodejs进行web开发的时候,准备创建ejs项目遇到问题了 书上命令为: express -t ejs microblog 可是执行 ...
- createElement 创建DOM元素
<html xmlns="http://www.w3.org/1999/xhtml"> <head> <meta http-equiv="C ...
- I.MX6 git patch
/********************************************************************** * I.MX6 git patch * 说明: * 之前 ...
- 海康、大华IpCamera RTSP地址和格式
海康:rtsp://[username]:[password]@[ip]:[port]/[codec]/[channel]/[subtype]/av_stream说明:username: 用户名.例如 ...
- session服务器Nginx+Tomcat+Memcached集群Session共享
cookie是怎样工作的? 例如,我们创立了一个名字为login的Cookie来包含访问者的信息,创立Cookie时,服务器端的Header如下面所示,这里假设访问者的注册名是“Michael Jor ...