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[读论文]---069 内里朝外:单词表示和短语表示的两个联合预测模
2016-7-20 14:20
Inside Out: Two Jointly Predictive Models for Word Representations andPhrase Representations 内里朝外:单词表示和短语表示的两个联合预测模型 (经过翻译 Abstract , 我觉得这里的 Inside Out 的准确意思应该是 里里外外,即单词内部的、外部的信息一起运用!) ...
2160 次阅读|没有评论
[读论文]---068 实现社会计算的模式转换:ACP方法
2016-7-18 22:49
Word Embeddings through Hellinger PCA 通过 Hellinger PCA 方法的词嵌入 Abstract Word embeddingsresulting from neural language models have been shown to be a great asset for alarge variety of NLP tasks. However, such architecture might be difficult andtime-consuming to ...
2097 次阅读|没有评论
[读论文]---067 实现社会计算的模式转换:ACP方法
2016-7-12 01:06
Toward a Paradigm Shift in Social Computing: The ACP Approach 实现社会计算的模式转换: ACP 方法 In a sense, socialcomputing is a new research field with a long history. Its origins trace backto the beginning of modern computing and landmark work such as Vannevar Bush’sM ...
2104 次阅读|没有评论
[读论文]---066 重返词嵌入
2016-7-10 16:14
Word Embedding Revisited: A New Representation Learning and ExplicitMatrix Factorization Perspective 重返词嵌入:一个新的表示学习和明确矩阵分解的角度 Recentlysignificant advances have been witnessed in the area of distributed wordrepresentations based on neural networks, w ...
2172 次阅读|没有评论
[读论文]---065 句子和文档的分布式表示
2016-7-8 22:50
Distributed Representations of Sentences and Documents 句子和文档的分布式表示 Abstract Many machinelearning algorithms require the input to be represented as a fixed-lengthfeature vector. When it comes to texts, one of the most common fixed-lengthfeatures is bag- ...
2646 次阅读|没有评论
[读论文]---064 别统计,预测
2016-7-7 02:18
Don’t count, predict! A systematiccomparison of context-counting vs. context-predicting semantic vectors 别统计,预测!上下文统计 VS 上下文预测语义向量的一个系统地比较 Abstract Context-predictingmodels (more commonly known as embeddings or neural language models) are thenew kids on ...
2528 次阅读|没有评论
[读论文]---063 NLP从零开始
2016-6-29 21:27
Natural Language Processing (Almost) from Scratch ( Introduction ) Will a computer program ever be able to convert a piece of English textinto a programmer friendly data structure that describes the meaning of thenatural language text? Unfortunately, no consensus has emerged abo ...
2623 次阅读|没有评论
[读论文]---062 一个自然语言处理的统一的架构:面向多种任务的
2016-6-27 17:56
A Unified Architecture for Natural Language Processing: Deep NeuralNetworks with Multitask Learning 一个自然语言处理的统一的架构:面向多种任务的深度神经网络 Abstract We describe asingle convolutional neural network architecture that, given a sentence,out ...
2544 次阅读|没有评论
[读论文]---061 基于邻居的协同过滤的设计选择的一个实验分析
2016-5-31 15:32
An Empirical Analysis of Design Choices in Neighborhood-Based Collaborative Filtering Algorithms 基于邻居的协同过滤的 设计选择 的一个实验分析 Abstract. Collaborative filtering systems predict a user’s interest in new items based on the recommendat ...
2236 次阅读|没有评论
[读论文]---060 植入性分割模型的图划分算法
2016-5-25 19:05
Algorithms for Graph Partitioning on the Planted Partition Model 植入性分割模型的图划分算法 ABSTRACT: The NP-hard graph bisection problem is to partition the nodes of an undirected graph into two equal-sized groups so as to minimize the number of edges that cro ...
2820 次阅读|没有评论

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