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In problem (P-T), the model variable C K × T could be very large, making the direct solution of (P-T) computationally expensive. Unlike problem (P-S), the problem (P-T) cannot be readily parallelized because the constraints G ( i ) 𝒄 i 0 couple the entries within each row of C, and the residual term couples entries across columns. Here, we follow the block coordinate-descent approach used in ( Lowest Price Online Sale Sale Online Women Flats 3D Galaxy Universe Star Animal Wolf Lion Pattern Student Comfortable Lace Up Sneakers Womans Flat Shoe Sale Wide Range Of rcWv31
) and propose an algorithm that sequentially updates each 𝒄 i and 𝒃 0 . For each neuron, we start with a simple unconstrained estimate of 𝒄 i , denoted as 𝒚 i ^ , that minimizes the residual of the spatiotemporal data matrix while fixing other neurons’ spatiotemporal activity and the baseline term 𝒃 0 ,

(9)

where Y res = Y A ^ C ^ b ^ 0 1 T B f represents the residual given the current estimate of the model variables. Due to its unconstrained nature, y ^ i is a noisy estimate of 𝒄 i , plus a constant baseline resulting from inaccurate estimation of 𝒃 0 . Given 𝒚 ^ i , various deconvolution algorithms can be applied to obtain the denoised trace 𝒄 ^ i and deconvolved signal 𝒔 ^ i ( Vogelstein et al., 2009 ; Wholesale Frozen dress Children performing dress Frozen Anna fashion dress high quality Buy Cheap Latest Collections Best Prices Grey Outlet Store Online FNwV77OG
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); in CNMF-E, we use the OASIS algorithm from ( Friedrich et al., 2017b ). (Note that the estimation of 𝒄 i is not dependent on accurate estimation of 𝒃 0 , because the algorithm for estimating 𝒄 i will also automatically estimate the baseline term in 𝒚 ^ i .) After the 𝒄 i ’s are updated, we update 𝒃 0 using the closed-form expression 𝒃 ^ 0 = 1 T ( Y ~ - A ^ C ^ - B ^ f ) 𝟏 .

Whenever we deal with other developers, but only if there’s lack of a wider standard, we should at least aim for level 2 consistency, that is, respect their code. We touch something in their domain, we write it like they would do.

When we are in a bigger organization — though "bigger" can truly start at two people — this same idea of level 2 consistency prevails, but we can now think of setting up standards to operate at level 3. There, we can even marry the two levels: Follow the coding guidelines, but when we touch something that violates the guidelines and we don’t have the time to reformat it, we follow the style prevalent in that code.

From my experience, being aware of these levels alone helps a great deal writing more consistent, and with that quite better code.

If you like to learn more about coding standards, check out Get Outlet 2018 womens Mens Barefoot sports shoes Unisex Free run 2 running shoes Brand lightweight breathable running shoes Best Price M9ma3SK
, and if you like a short, very short read about them, perhaps also The Little Book of HTML/CSS Coding Guidelines .

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Do you design digital products (or websites) and hand design files off to developers for implementation? If you answered yes, settle in! While the should-designers-code debate rages on, we're going to look at how adding a methodology to your design workflow can make you faster, more consistent, and loved by…

March 12, 2018

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Building Maintaining OUI (Optimizely's UI Library): Part 1/2

The following is a guest post by Tom Genoni. Tom is going to introduce us to the thinking and process behind Optimizely's new UI library / Sass framework. Part 2, by Daniel O'Connor, looks at some of the technical and integration bits. When I first started working on web projects,…

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I’d like to disagree with this if I can. I guess it’s debatable, but it seems like the first step towards forgetting/ignoring the standards completely.

but when we touch something that violates the guidelines and we don’t have the time to reformat it, we follow the style prevalent in that code.

5.2.9. String conversions

A string conversion is an expression list enclosed in reverse (a.k.a. backward) quotes:

A string conversion evaluates the contained expression list and converts the resulting object into a string according to rules specific to its type.

If the object is a string, a number, , or a tuple, list or dictionary containing only objects whose type is one of these, the resulting string is a valid Python expression which can be passed to the built-in function LANSHITINA 2018 New Flat Woven Leather Covered Casual Cheap Sale Pre Order Classic Online Latest Cheap Price LKGWM6g8
to yield an expression with the same value (or an approximation, if floating point numbers are involved).

(In particular, converting a string adds quotes around it and converts “funny” characters to escape sequences that are safe to print.)

Recursive objects (for example, lists or dictionaries that contain a reference to themselves, directly or indirectly) use to indicate a recursive reference, and the result cannot be passed to to get an equal value ( will be raised instead).

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performs exactly the same conversion in its argument as enclosing it in parentheses and reverse quotes does. The built-in function Professional Websites For Sale Women Casual Shoes Wedge Women Walking Shoes Mesh Platform Cheap Best Sale Clearance Factory Outlet hQA6I
performs a similar but more user-friendly conversion.

string_conversion yield_atom yield_expression

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expression is only used when defining a generator function, and can only be used in the body of a function definition. Using a yield expression in a function definition is sufficient to cause that definition to create a generator function instead of a normal function.

When a generator function is called, it returns an iterator known as a generator. That generator then controls the execution of a generator function. The execution starts when one of the generator’s methods is called. At that time, the execution proceeds to the first yield expression, where it is suspended again, returning the value of Sale Low Shipping Best Place China unisex zapatillas deportivas Men And Women Fashion Sneakers Casual Breathable Shoes 2018 New Sale Online 5fRwotf
to generator’s caller. By suspended we mean that all local state is retained, including the current bindings of local variables, the instruction pointer, and the internal evaluation stack. When the execution is resumed by calling one of the generator’s methods, the function can proceed exactly as if the yield expression was just another external call. The value of the yield expression after resuming depends on the method which resumed the execution.

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