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One-Hot representation is superior to Integer and Enhanced Integer representation but appears to perform lower than word embeddings.
Experimental results show that LSTM in combination with word embedding derived from the proposed Enhanced Integer representation gives the best performance of about 85%.
These names, encoded using the popular One-Hot representation and Word Embeddings in addition to Integer representation and an Enhanced Integer representation (proposed in this paper), were given as Input and the performance is evaluated on accuracy, training times and size of input layer.
The strategy is to use a binary code controlling the integer representation of ply numbers in order to obtain a discrete number of plies of each orientation per composite panel.
When a continuous optimizer is used at the top level, there is a need for an algorithm to find an integer representation of the obtained continuous number of plies that, ideally, does not alter the mechanical performance of a panel.
Subsequently, transform f is applied to each column c i ∈{0,1} h,i=0,…,w−1, of a block with index b,f(c i,b)= int(c i )· log2B+b, where int denotes the conversion of a binary vector to its integer representation.
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This study constructs a packing approach that integrates a grid approximation-based representation, a learning vector quantization neural network, a heuristic placement strategy and an integer representation-based – evolutionary strategy to obtain efficient placement of irregular objects.
They used integer representations for probabilities with scaling techniques.
We use a combination of unsupervised and supervised neural networks to simulate the interaction between the real and integer representations.
In addition, the analysts have lately revealed that the physical frameworks with dissipation can be unmistakably modeled more precisely by utilizing non-integer representations [5].
The first group of numerical representations consists of five positive-integer-value numerical representations (as Codes 1-5 in Table 2) which shall be described as follows: The Integer Number representation [5, 6] is obtained by mapping numerals {1, 3, 2, 0} respectively to the four nucleotides as C = 1, G = 3, A = 2, and T = 0.
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