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Restricting the functions to the vicinity of the surface yields a more compact representation and reduces the computational expense of updating the volume.
On the contrary, quasi-solved forms allow for simpler transformations by means of a more compact representation of solutions, but their satisfiability test is not so trivial.
A more compact representation of the convex hull is often useful from the viewpoint of computation.
Therefore, we aim to find a more compact representation of the original data to avoid redundancy.
Lower values of MC imply lower complexity and therefore a more compact representation.
The SCTM can represent topics in a much more compact representation than LDA and achieves better perplexity with fewer parameters.
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The hierarchical nature of this modeling technique should prove amenable for use in developing compact mechanisms for other large n-alkanes, and this partially reduced skeletal model can serve as a validated starting model for developing more compact representations.
The chapter provides an overview of how modeling can help in obtaining more compact representations of the data and describes some of the different ways one can view the data to model it.
By comparing these results with the respective ones in Fig. 11a c, it is concluded that the CNN RNN architecture which has achieved a better performance than CNN has been able to produce much more compact representations for each category, with well separated clusters.
We present a model-based clustering method, SWIFT (Scalable Weighted Iterative Flow-clustering Technique), for digesting high-dimensional large-sized datasets obtained via modern flow cytometry into more compact representations that are well-suited for further automated or manual analysis.
If a gene belongs to the set of features encoded by the chromosome, the corresponding bit is set to 1, otherwise it is set to 0. (Apart from the binary representation used here, more compact representations may be used, as was done, for example, by Rocha et al. A systematic evaluation of such alternative representations is future work).
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more equitable representation
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more specific representation
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