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Instead of time samples, each CR users transmits fewer linear combinations of multiple channel states to the FC.
Several interpolation methods allow us to compute abstractions consisting of fewer linear constraints, and hence reduce the complexity of the reachable state set computation.
In recent years, several studies [20 27] have showed that the non-convex l q (0 < q < 1) minimization allows the exact recovery of sparse signals from fewer linear measurements than that by l 1-minimization.
Assume C G (s, t) = k, for any intermediate node vi in G; if the In (vi) is less than the capacity of the graph C G (s, d), then for sufficiently large size q, the generated network code is said to be secure with high probability, because the intermediate node vi cannot recover any of the k symbols based on k - 1 or fewer linear equations.
Second, social gradients (even though showing fewer linear associations) were also found for the mental health outcomes studied such as psychological stress and burnout, but in the opposite direction (model I).
In comparison to the random approach, which also tests reaction sets of cardinality 10, we note that NetKO employs two orders of magnitude fewer linear programs than a random knockout approach (113,989 vs 7,221,149) while yielding many more high-order interactions.
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There are very few linear career paths in aid and development, particularly in such a fast-changing global economy.
The advantage is that we need to solve a finite-dimensional least-squares problem with a few linear constraints only.
Compressed sensing (CS) states that a sparse signal can exactly be recovered from very few linear measurements.
Many researchers are interested in predicting the concrete compressive strength, resulting in quite a few linear and nonlinear regression equations.
One of the most fundamental advantages here is that the estimation problem can be reduced to a quadratic programming problem with only a few linear constraints.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com