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Showing 1 to 3 of 3 for “"generative algorithm"”.

  1. Design of genetic regulatory networks

    … capitalizes on the representational power of generative algorithms. Inspired by preferential attachment and generative graph grammars, we present new generative models that can incorporate both growth processes and “if-then"" statement rules. These generative models are used as an abstract …

    uiuc Repository record for Design of genetic regulatory networks (opens in a new tab)

  2. Benchmarking methods for label-free quantitative proteomics data analysis

    … over existing datasets. Chapter 5 introduces a generative algorithm for producing LFQ proteomics datasets to aid the development of tools for analysing processed LFQ data. In Chapter 6, I will illustrate how Bayesian hierarchical models can be used for analysing LFQ data and then highlight the …

    cambridge Repository record for Benchmarking methods for label-free quantitative proteomics data analysis (opens in a new tab)

  3. Methods for Constructing and Exploiting Information Measures for Neural Networks

    … the noted mathematician and co-founder of algorithmic information theory, once put forth the claim that “compression is comprehension” [28]. This hypothesis, which echoes similar sentiments found in principles and theories such as Occam’s Razor and Solomonoff induction, underscores the …

    cambridge Repository record for Methods for Constructing and Exploiting Information Measures for Neural Networks (opens in a new tab)