distributed representation造句

例句与造句

1. Deep learning algorithms are based on distributed representations.
2. Information is represented in these networks through patterns of activation, known as a distributed representations.
3. The underlying assumption behind distributed representations is that observed data are generated by the interactions of factors organized in layers.
4. In a distributed representation any given input will tend to create changes in the weights to many of the nodes.
5. Specifically he proposed that this could be done through changing the distributed representations at the hidden layer to  semi-distributed representations.
6. It's difficult to find distributed representation in a sentence. 用distributed representation造句挺难的
7. When the activation patterns of the pseudo-recurrent network were investigated, it was shown that this network automatically formed semi-distributed representations.
8. These architectures are often designed based on the assumption of distributed representation : observed data is generated by the interactions of many different factors on multiple levels.
9. Search queries are sorted into word vectors, also known as  distributed representations,  which are close to each other in terms of linguistic similarity.
10. Layer or unit-group level inhibition can be computed directly using a k-winners-take-all ( KWTA ) function, producing sparse distributed representations.
11. Word2vec can utilize either of two model architectures to produce a distributed representation of words : continuous bag-of-words ( CBOW ) or continuous skip-gram.
12. French ( 1991 ) proposed that catastrophic interference arises in feedforward backpropagation networks due to the interaction of node activations, or activation overlap, that occur in distributed representations at the hidden layer.
13. Bengio et al . provided in a series of papers the " Neural probabilistic language models " to reduce the high dimensionality of words representations in contexts by " learning a distributed representation for words " . ( Bengio et al, 2003 ).
14. The neural representations occurring in the sensory and motor maps ( as introduced above ) are distributed representations ( Hinton et al . 1968 ) : Each neuron within the sensory or motor map is more or less activated, leading to a specific activation pattern.
15. Instead of using neural net language models to produce actual probabilities, it is common to instead use the distributed representation encoded in the networks'" hidden " layers as representations of words; each word is then mapped onto an-dimensional real vector called the word embedding, where is the size of the layer just before the output layer.
16. Roddey argued along with the commissioners that this would more evenly distribute representation as the previous system tended to have commissioners predominantly from Pittsburgh, rather than other towns and communities in the county . ( Pittsburgh is the county seat and by far the largest population center in the county, but still with only 26 % of the county population in the city-proper .)