[Paper] From Word Embeddings To Document Distances

From Word Embeddings To Document Distances

1. 问题

文档相似度是很难衡量的，本篇论文之前，两个文档的相似度主要由词频来计算。
举个简单的例子，有三句话：

• “李无名喜欢王无名”
• “张无名喜欢李无名”
• “李某暗恋王某”

分别统计每句话的每个词出现的频率，分别得到向量：

• [“李无名”：\(\frac{1}{3}\)，“喜欢”：\(\frac{1}{3}\)，“王无名”：\(\frac{1}{3}\)，“张无名”：\(\frac{1}{3}\)，“张某”：\(0\)，“暗恋”：\(0\)，“王某”：\(0\)]
• [“李无名”：\(\frac{1}{3}\)，“喜欢”：\(\frac{1}{3}\)，“王无名”：\(\frac{1}{3}\)，“张无名”：\(\frac{1}{3}\)，“张某”：\(0\)，“暗恋”：\(0\)，“王某”：\(0\)]
• [“李无名”：\(0\)，“喜欢”：\(0\)，“王无名”：\(0\)，“张无名”：\(\frac{1}{3}\)，“张某”：\(\frac{1}{3}\)，“暗恋”：\(\frac{1}{3}\)，“王某”：\(\frac{1}{3}\)]

从上面的特征向量可以看出，第一个句子和第二个句子的相似度更高一些，但是从语义角度讲，第一个句子和第三个句子表达的内容更加相近一些，由此可以看出，简单的\(BOW/IF-TDF\)表示方法很难表达语句和文档中丰富的语义信息，比如“李无名”-“李某”。
由此，本文作者提出使用Word2Vec来表示词语，WMD(Word Mover's Distance)来衡量向量距离的方法。

2. 相关

2.1 Word2Vec Embedding

Word2Vec是一种词向量表示方法，可以把稀疏的特征向量转化为稠密的特征向量。经过这种方法的转换，每个词可以表示为相同维度的稠密向量，而且语义相近的词间的欧氏距离也会比语义无关的词距离大。(https://www.cnblogs.com/guoyaohua/p/9240336.html)

2.2 Earth Mover's Distance

EMD距离是一种描述两个分布间距离的方法，尤其是在两个向量维度不一致的时候，这很符合文本比对的特点：两个文本里面包含的词语的交集肯定不等于并集。
http://www.bubuko.com/infodetail-172741.html

3. 思路

有了以上两个技术，我们就可以比较好的对文本进行表示，同时计算两个文本的相似度了。

• 我们拥有一个包含\(n\)个词语的Word2Vec编码器\(X\in{\mathbb{R}^{n\times{d}}}\)，可以将每个单词编码为d维稠密向量
• 我们对两篇文档进行nBOW表示，得到特征向量\(D_1,D_2\in{\mathbb{R}^n}\)，其中对于每个\(d_i\in{D}\)，\(d_i=\frac{p_i}{\sum_{j=1}^np_j}\)，\(p_i\)为第i个单词出现的频数。
• 对于词典中的每个词语，词语间的距离可以用\(c\left(i,j\right)=\\||x_i-x_j||_2\)距离来表示, 其中\(x_i, x_j\in{X}\)
  ![avater][img2]
• 对于每一个\(D_1\)中的词语\(w_{1i}\)，用一个参数\(T_{ij}\)表示其与\(w_{2j}\in{D_2}\)的变换权重（个人理解，不是专用名词），这样我们就得到了一个权重矩阵\(T\in{\mathbb{R^{n\times{n}}}}\)，与此同时，我们还得到了约束条件\(\sum_{j=1}^n{T_{ij}}=d_{1i}\)，和\(\sum_{i=1}^n{T_{ij}}=d_{2j}\)来保证“出入平衡”
• 最终我们得到了总体距离的表示：
  \[\min_{T\geq0}\sum_{i,j=1}^nT_{ij}c\left(i, j\right) \]
  \[s.t: \sum_{j=1}^n{T_{ij}}=d_{1i}, \forall{i\in{{\{1,2,\dots,n}\}}} \]
  \[\sum_{i=1}^n{T_{ij}}=d_{2j}, \forall{j\in{{\{1,2,\dots,n}\}}} \]
  计算过程有很多详细的介绍，在此就不说了。
  ![avater][img1]

4. 优化

使用3中的方法，虽然可以得到精确的最小距离，但是计算复杂度过高，有\(O(p^3\log{p})\)，其中p为两个文档中共有的单词数量，于是，为了简化计算有了以下三种快速优化方法：Word Centroid Computation, Relaxed word moving distance和预删除和修剪(prefetch and prune)

5. 不足

• 失去了语句上下文的信息
• 只能处理Word2Vec能编码的词语
• 不能给出文档的向量表达
• 求解非常耗时

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