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Being confident as to when to embrace a more complex description of animal behaviour is clearly something of an art.
The measured data were simulated with two mathematical models, one based on a simple description of the system and one based on a more complex description.
This exercise allows you to build a deeper, more complex description: not only what you want to be known for, but how you will probably have to act to get there.
More neurons in the hidden layer or a higher number of inputs to the ANN may allow for more complex description of the data, but the resulting model is also susceptible to overfitting, that is, modeling fine details without revealing the global data structure.
Once physicists know if this is the standard model Higgs or one of many in a more complex description of nature, "we will be one step further in our quest for an understanding of what happened in the first trillionth of a second of the Universe that made it what it is today," Kruse said.
However, such a more complex description did not give any improvement in the predictive ability of the resulting models over using the first listed amino acid only.
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Third, I will discuss text-to-image synthesis: existing systems can generate simple images of a single object conditioned on text descriptions, but struggle with more complex descriptions.
Third, I will discuss text-to-image: existing systems can retrieve or generate simple images of a single object conditioned on text descriptions, but struggle with more complex descriptions.
Since this model describes the expected level of pollen load differentiation due solely to the spatial clustering of conspecific plants, it provides a null hypothesis against which more complex descriptions of behavior (e.g. flower constancy) can be tested.
Recently, many are instead ditching it for more complex descriptions of how enzymes may affect MDMA toxicity.
The Ontology can be evolved to support more complex descriptions.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com