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blockchain's Introduction

blockChain

NLP自然语言处理

一、功能

实现根据词性进行分词,短文本分类,命名体识别,自动摘要等功能

二、运行环境

代码对 Python 2/3 均兼容 全自动安装:easy_install jieba 或者 pip install jieba / pip3 install jieba 半自动安装:先下载 http://pypi.python.org/pypi/jieba/ ,解压后运行 python setup.py install 手动安装:将 jieba 目录放置于当前目录或者 site-packages 目录 通过 import jieba 来引用

三、项目进程

  • 1.第一阶段
    • 1.分词 + 词性
    • 2.词频(关键词提取)
    • 3.词向量
  • 2.第二阶段
    • 1.短文本分类
  • 3.第三阶段
    • 1.命名体识别
  • 4 .第四阶段
    • 1.自动摘要
    • 2.展示平台搭建
    • 3.数据集准备

第一阶段

我们基于TextRank算法对关键词抽取. 原理:TextRank是一种用于自然语言处理的通用基于图的排序算法,对于关键词提取,它使用一些文本单元集作为顶点来构建图。边是基于文本单元顶点之间的语义或词汇相似度的度量。并且,边缘通常是无向的,可以加权以反馈相似程度。一旦图形被构建,它就被用来形成一个随机矩阵,结合一个阻尼因子(如在“随机冲浪模型”中),并且通过找到对应于特征值1的特征向量来获得顶点的排名(即在图上随机游走的平稳分布)。

blockchain's People

Contributors

stephen5114 avatar

Watchers

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blockchain's Issues

说明

WS(V_i)表示句子i的权重(weight sum),右侧的求和表示每个相邻句子对本句子的贡献程度;d是阻尼系数,一般为0.85;求和的分母w_ji表示两个句子的相似度,而分母仍然表示权重,WS(V_j)代表上次迭代出的句子j的权重;In(V_i)是整个互联网中所存在的有指向网页i的链接的网页集合;Out(V_j)是网页j中存在的指向所有外部网页的链接的集合。

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