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The latter represents the conditional probability of each gene (word) given a topic, P(G|T), indicating which genes are important to a given topic.
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He says the work marks "the emergence of a new body of mathematics that applies to all evolutionary systems, whether the replicators are genes, words, or ideas".
Just like genes, words change over time, and language evolution can be likened to genome evolution accordingly, but what kind of evolution?
Our model can be applied wherever discrete elements—such as genes, words, cultural trends, technologies, or morphological traits can change in parallel within an organism or other evolving group.
Table 4 Average collisions per gene sequence word varying base word size for 32 and 64-bit hash codes Hash size Sequence Avg.
Table 4 illustrates how the available unique hash values per unique gene sequence word and potential collisions produced are influenced by both word length and the selection of an appropriate hash code size.
Writing last year in the journal PloS One, Dr. Keller and David Harel of the Weizmann Institute of Science suggested as an alternative to gene the word dene, which they said could be used to connote any DNA sequence that plays a role in the cell.
The RDP classifier [13] uses only eight characters within each gene sequence word during both training and classification processing.
These so called alignment-free methods [21] are based on gene sequence word counts and have become increasingly popular since the computationally expensive sequence alignment method is avoided.
Input data is consistently dissected by mapping and optional combiner processes into individual, independent units of intermediate work typically comprising consistently mapped gene sequence word keys and class values that are conducive to simultaneous parallel reduction processing.
Processing this data in a fashion similar to the bytes files as raw text would result in many of the unique token values being broken across each gene sequence word created during Strand training and classification processing.
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CEO of Professional Science Editing for Scientists @ prosciediting.com