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Each spatial footprint 𝒂 i should be spatially localized and sparse, since a given neuron will cover only a small fraction of the field of view, and therefore most elements of 𝒂 i will be zero. Thus, we need to incorporate spatial locality and sparsity constraints on A ( 2018 New arrival sports casual shoes for women Buy Cheap Best lpVLmbX
). We discuss details further below.

Similarly, the temporal components 𝒄 i are highly structured, as they represent the cells’ fluorescence responses to sparse, nonnegative trains of action potentials. Following ( RUBU Women Vulcanized Shoes 2018 Solid Color Canvas Shoes Cheap Sale Limited Edition Get To Buy Online gK9F26YXZa
; Pnevmatikakis et al., 2016 ), we model the calcium dynamics of each neuron 𝒄 i with a stable autoregressive (AR) process of order p ,

(3)

where s i ( t ) 0 is the number of spikes that neuron fired at the t -th frame. (Note that there is no further noise input into c i ( t ) beyond the spike signal s i ( t ) .) The AR coefficients { γ j ( i ) } are different for each neuron and they are estimated from the data. In practice, we usually pick p = 2 , thus incorporating both a nonzero rise and decay time of calcium transients in response to a spike; then Equation (3) can be expressed in matrix form as

Neglecting non-linear effects, the lateral resolution dx is limited by the Recommend Cheap Online Wiki Cheap Price COVOYYAR 2018 Breathable Canvas Shoes Summer Autumn Lace Outlet How Much rVaPTMq
:

d x = λ / ( 2 N A ) {\displaystyle dx=\lambda /(2*NA)}

where λ {\displaystyle \lambda } is the wavelength of the excitation laser and NA is the numerical aperture of the objective lens. The Abbe diffraction limit holds if the incoming wave front is parallel. In reality, however, the laser beam profile is Gaussian. Therefore, in order to the calculate the achievable resolution, formulas for truncated Gaussian beams have to be used. [48]

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Has one optional argument:

If , the count will only include unique instances. This is the SQL equivalent of . The default value is .

Returns the maximum value of the given expression.

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Returns the minimum value of the given expression.

Returns the standard deviation of the data in the provided expression.

By default, StdDev returns the population standard deviation. However, if sample=True , the return value will be the sample standard deviation.

SQLite

SQLite doesn’t provide out of the box. An implementation is available as an extension module for SQLite. Consult the Discount Visit New Fake Online Smile Circle Summer Style Simple Flat Sandals Cheap Real Eastbay Sale Low Price ZY6tA9UeSb
for instructions on obtaining and installing this extension.

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Computes the sum of all values of the given expression.

Returns the variance of the data in the provided expression.

By default, Variance returns the population variance. However, if sample=True , the return value will be the sample variance.

SQLite

SQLite doesn’t provide out of the box. An implementation is available as an extension module for SQLite. Consult the SQlite documentation for instructions on obtaining and installing this extension.

This section provides reference material for query-related tools not documented elsewhere.

objects

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The lookup argument describes the relations to follow and works the same as the string based lookups passed to prefetch_related() . For example:

The queryset argument supplies a base QuerySet for the given lookup. This is useful to further filter down the prefetch operation, or to call select_related() from the prefetched relation, hence reducing the number of queries even further:

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