372 research outputs found
Incorporating History and Deviations in Forward--Backward Splitting
We propose a variation of the forward--backward splitting method for solving
structured monotone inclusions. Our method integrates past iterates and two
deviation vectors into the update equations. These deviation vectors bring
flexibility to the algorithm and can be chosen arbitrarily as long as they
together satisfy a norm condition. We present special cases where the deviation
vectors, selected as predetermined linear combinations of previous iterates,
always meet the norm condition. Notably, we introduce an algorithm employing a
scalar parameter to interpolate between the conventional forward--backward
splitting scheme and an accelerated O(1/n^2)-convergent forward--backward
method that encompasses both the accelerated proximal point method and the
Halpern iteration as special cases. The existing methods correspond to the two
extremes of the allowed scalar parameter range. By choosing the interpolation
scalar near the midpoint of the permissible range, our algorithm significantly
outperforms these previously known methods when addressing a basic monotone
inclusion problem stemming from minimax optimization
Automated tight Lyapunov analysis for first-order methods
We present a methodology for establishing the existence of quadratic Lyapunov
inequalities for a wide range of first-order methods used to solve convex
optimization problems. In particular, we consider i) classes of optimization
problems of finite-sum form with (possibly strongly) convex and possibly smooth
functional components, ii) first-order methods that can be written as a linear
system on state-space form in feedback interconnection with the
subdifferentials of the functional components of the objective function, and
iii) quadratic Lyapunov inequalities that can be used to draw convergence
conclusions. We provide a necessary and sufficient condition for the existence
of a quadratic Lyapunov inequality that amounts to solving a small-sized
semidefinite program. We showcase our methodology on several first-order
methods that fit the framework. Most notably, our methodology allows us to
significantly extend the region of parameter choices that allow for duality gap
convergence in the Chambolle-Pock method when the linear operator is the
identity mapping
Circuit Analysis using Monotone+Skew Splitting
It is shown that the behavior of an -port circuit of maximal monotone
elements can be expressed as a zero of the sum of a maximal monotone operator
containing the circuit elements, and a structured skew-symmetric linear
operator representing the interconnection structure, together with a linear
output transformation. The Condat-V\~u algorithm solves inclusion problems of
this form, and may be used to solve for the periodic steady-state behavior,
given a periodic excitation at each port, using an iteration in the space of
periodic trajectories.Comment: Submitted to the 2023 European Control Conferenc
Miejsce leków mukolitycznych w leczeniu schorzeń górnych dróg oddechowych
W pracy przedstawiono mechanizm działania leków mukolitycznych. Zaprezentowano
ich podział, przedstawiono dostępne preparaty handlowe. Omówiono znaczenie mukolityków
w wybranych schorzeniach górnych dróg oddechowych
Zapalenia języka i inne wybrane jego zmiany o charakterze łagodnym
W pracy przedstawiono zapalenia języka z uwzględnieniem ich symptomatologii, etiologii
i czynników predysponujących. Zaprezentowano podział zapaleń języka. Poruszono
problem nawracającego aftowego zapalenia jamy ustnej i języka. Przedstawiono
niektóre łagodne zmiany języka jak np. zmiany atroficzne języka, do których należą język
geograficzny i romboidalne zapalenie grzbietu języka. Omówiono także inną łagodną
zmianę języka - język bruzdowaty.
Forum Medycyny Rodzinnej 2008, tom 2, nr 2, 127-13
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