V2EX noise-contrastive

Noise-contrastive

释义 Definition

噪声对比的;通过把“真实数据”和“噪声(干扰样本)”进行对比来学习或估计的。
常见于机器学习与统计中,尤其指 噪声对比估计(Noise-Contrastive Estimation, NCE)或相关的对比学习方法。(也可作更广义的“以噪声为参照进行对比”的形容词用法。)

发音 Pronunciation (IPA)

/nz kntrstv/

例句 Examples

Noise-contrastive training helps the model separate real data from random noise.
噪声对比式训练帮助模型把真实数据与随机噪声区分开来。

The paper uses a noise-contrastive objective to estimate the parameters of an unnormalized probability model efficiently.
该论文使用噪声对比目标函数,以高效估计一个未归一化概率模型的参数。

词源 Etymology

该词由 noise(噪声) + contrastive(对比的) 组合而成。其含义来自一种学习思路:构造“噪声样本”作为对照组,让模型学会辨别“数据 vs. 噪声”,从而在不直接计算复杂归一化常数(如分区函数)的情况下进行参数估计或表示学习。该搭配在学术语境中常与 Noise-Contrastive Estimation (NCE) 一起出现并固定化。

相关词 Relate Words

文献与作品 Notable Works

  • Gutmann & Hyvrinen (2010), Noise-Contrastive Estimation: A New Estimation Principle for Unnormalized Statistical Models(提出并系统阐述 NCE 的经典论文)
  • Mnih & Teh (2012), A Fast and Simple Algorithm for Training Neural Probabilistic Language Models(在语言模型训练中使用/推广 NCE)
  • Oord, Li & Vinyals (2018), Representation Learning with Contrastive Predictive Coding(对比学习相关研究中常讨论与 NCE 相近的“噪声对比”目标形式)
关于     帮助文档     自助推广系统     博客     API     FAQ     Solana     2811 人在线   最高记录 6679       Select Language
创意工作者们的社区
World is powered by solitude
VERSION: 3.9.8.5 39ms UTC 09:36 PVG 17:36 LAX 02:36 JFK 05:36
Do have faith in what you're doing.
ubao msn snddm index pchome yahoo rakuten mypaper meadowduck bidyahoo youbao zxmzxm asda bnvcg cvbfg dfscv mmhjk xxddc yybgb zznbn ccubao uaitu acv GXCV ET GDG YH FG BCVB FJFH CBRE CBC GDG ET54 WRWR RWER WREW WRWER RWER SDG EW SF DSFSF fbbs ubao fhd dfg ewr dg df ewwr ewwr et ruyut utut dfg fgd gdfgt etg dfgt dfgd ert4 gd fgg wr 235 wer3 we vsdf sdf gdf ert xcv sdf rwer hfd dfg cvb rwf afb dfh jgh bmn lgh rty gfds cxv xcv xcs vdas fdf fgd cv sdf tert sdf sdf sdf sdf sdf sdf sdf sdf sdf sdf sdf sdf sdf sdf sdf sdf sdf sdf sdf sdf sdf sdf sdf sdf sdf sdf sdf sdf sdf sdf sdf sdf sdf sdf sdf sdf sdf sdf sdf sdf shasha9178 shasha9178 shasha9178 shasha9178 shasha9178 liflif2 liflif2 liflif2 liflif2 liflif2 liblib3 liblib3 liblib3 liblib3 liblib3 zhazha444 zhazha444 zhazha444 zhazha444 zhazha444 dende5 dende denden denden2 denden21 fenfen9 fenf619 fen619 fenfe9 fe619 sdf sdf sdf sdf sdf zhazh90 zhazh0 zhaa50 zha90 zh590 zho zhoz zhozh zhozho zhozho2 lislis lls95 lili95 lils5 liss9 sdf0ty987 sdft876 sdft9876 sdf09876 sd0t9876 sdf0ty98 sdf0976 sdf0ty986 sdf0ty96 sdf0t76 sdf0876 df0ty98 sf0t876 sd0ty76 sdy76 sdf76 sdf0t76 sdf0ty9 sdf0ty98 sdf0ty987 sdf0ty98 sdf6676 sdf876 sd876 sd876 sdf6 sdf6 sdf9876 sdf0t sdf06 sdf0ty9776 sdf0ty9776 sdf0ty76 sdf8876 sdf0t sd6 sdf06 s688876 sd688 sdf86