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2020-7-29 · 前言 因子分解机 (Factorization Machines) 是CTR预估的重要模型之一。自2010年被提出后，得到了大规模的应该，也是美团和头条做推荐和CTR预估的方法之一。要讲述因子分解机FM，就避不开逻辑回归LR（logistic Rgeression）和矩阵分解MF（Matrix Factorization）。）。那么本篇文章将会涉及到因子分解机的演变过程
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2020-8-26 · 2. FM原理. FM主要是解决稀疏数据下的特征组合问题，并且其预测的复杂度是线性的，对于连续和离散特征有较好的通用性。. 假设一个电影评分系统，根据用户和电影的特征，预测用户对电影的评分。. 系统记录了用户（U）在特定时间（t）对电影（i）的评分（r
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2014-10-28 · Factorization Machines，为什么会出现这个东西？（1）、在推荐系统中，数据矩阵往往是十分稀疏的，而原本分类任务中最强的单模型——SVM又对高维稀疏的数据十分的不敏感，无法找到一个好的分割超平面。（2）、推荐系统中有诸多基于内容的推荐算法、协同过滤等算法框架，但是一般某个业务
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