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On the solvability of ∂̄ in a class of hypo-analytic manifolds
, Article Scientia Iranica ; Volume 15, Issue 6 , 2008 , Pages 568-573 ; 10263098 (ISSN) ; Sharif University of Technology
Sharif University of Technology
2008
Abstract
The solvability of ∂̄ operator in a class of hypo-analytic manifolds in complex dimension 2 is studied. Suitable weighted L2 spaces are introduced for establishing an a priori inequality. The regularity of the solutions is shown by using a theory of degenerate elliptic operators, developed by Grusin and Visik. The theorem obtained is a degenerate version for the ∂̄ problem in strictly pseudo-convex domains. © Sharif University of Technology
Topological pattern selection in recurrent networks
, Article Neural Networks ; Volume 31 , 2012 , Pages 22-32 ; 08936080 (ISSN) ; Abbassian, A ; Sharif University of Technology
2012
Abstract
The impact of adding correlation to a population of neurons on the information and the activity of the population is one of the fundamental questions in recent system neuroscience. In this paper, we would like to introduce topology-based correlation at the level of storing patterns in a recurrent network. We then study the effects of topological patterns on the activity and memory capacity of the network. The general aim of the present work is to show how the repertoire of possible stored patterns is determined by the underlying network topology.Two topological probability rules for pattern selection in recurrent network are introduced. The first one selects patterns according to a...
On a non-equilibrium statistical mechanics of graph homomorphisms
, Article Advanced Studies in Theoretical Physics ; Volume 6, Issue 17-20 , 2012 , Pages 815-821 ; 1313311 (ISSN) ; Sharif University of Technology
HIKARI
2012
Abstract
Inspired by the paper [1] we develop a non-equilibrium statistical mechanics for graph homomorphisms, which can be considered as a generalization of several other Markov processes including Ising and parallel Hopfield models. We then apply the theory for the special case of homo-morphisms between rings with N nodes and derive the associated classical Lagrangian in the large N limit
Asymptotic eigenvectors, topological patterns and recurrent networks
, Article Proceedings of the Romanian Academy Series A - Mathematics Physics Technical Sciences Information Science ; Volume 14, Issue 2 , 2013 , Pages 95-100 ; 14549069 (ISSN) ; Sharif University of Technology
2013
Abstract
The notions of asymptotic eigenvectors and asymptotic eigenvalues are defined. Based on these notions a special probability rule for pattern selection in a Hopfield type dynamics is introduced. The underlying network is considered to be a d-regular graph, where d is an integer denoting the number of nodes connected to each neuron. It is shown that as far as the degree d is less than a critical value dc, the number of stored patterns with m μ = O(1) can be much larger than that in a standard recurrent network with Bernouill random patterns. As observed in [4] the probability rule we study here turns out to be related to the spontaneous activity of the network. So our result might be an...
Special Lagrangian sub-manifolds and super-symmetry
, Article International Journal of Geometric Methods in Modern Physics ; Volume 10, Issue 7 , 2013 ; 02198878 (ISSN) ; Sharif University of Technology
2013
Abstract
Special Lagrangian sub-manifolds of Calabi-Yau (CY) 3-folds are used to describe membrane instanton solutions of N = 1, 11-dimensional super-gravity theories. Super-symmetry is the essential ingredient that relates super-gravity branes to special Lagrangian sub-manifolds [K. Becker, M. Becker and A. Strominger, Fivebranes, membranes and non-perturbative string theory, Nucl. Phys. B 456(1-2) (1995) 135-152]. In this note we would like to explain this relation, more explicitly and with more details than in the current literature
A remark on super-isometries in eleven dimensional supergravity
, Article Advanced Studies in Theoretical Physics ; Volume 4, Issue 1-4 , 2010 , Pages 31-37 ; 1313311 (ISSN) ; Sharif University of Technology
2010
Abstract
We use the presentation of D=11 supergravity theories introduced in [11] for solving a special class of Cauchy type super-symmetric differential equations in all orders in superspace. We then show that Killing spinors are generators of an isometric action of the one dimensional super-Poincaré group on the total superspace
On the deformation theory of Calabi-Yau structures in strongly pseudo-convex manifolds
, Article Bulletin of the Brazilian Mathematical Society ; Volume 41, Issue 3 , September , 2010 , Pages 409-420 ; 16787544 (ISSN) ; Sharif University of Technology
2010
Abstract
We study the deformation theory of Calabi-Yau structures in strongly pseudo-convex manifolds with trivial canonical bundles. Our approach could be considered as an alternative proof for a theorem of H. Laufer on the deformation of strongly pseudo-convex surfaces
On a class of degenerate complex manifolds
, Article Comptes Rendus Mathematique ; Volume 344, Issue 6 , 2007 , Pages 373-376 ; 1631073X (ISSN) ; Sharif University of Technology
2007
Abstract
We study a class of compactifications of open complex analytic surfaces which appear naturally in the study of the singularities of Calabi-Yau metrics. We obtain a new degenerate Hodge theory as well as a degenerate Dolbeault lemma for these surfaces. To cite this article: A. Bahraini, C. R. Acad. Sci. Paris, Ser. I 344 (2007). © 2007 Académie des sciences
A note on complex Monge-Ampère equation in Stein manifolds
, Article Asian Journal of Mathematics ; Volume 12, Issue 1 , 2008 , Pages 73-82 ; 10936106 (ISSN) ; Sharif University of Technology
International Press
2008
Abstract
We study in this note the Dirichlet problem for complex Monge-Ampère equation in compact Stein manifolds with boundary. As far as we know among the global results for Monge-Ampère equations, compact manifolds with boundary have been less discussed. © 2008 International Press
Variational bayesian approximation. A rigorous approach
, Article Proceedings of the Romanian Academy Series A - Mathematics Physics Technical Sciences Information Science ; Volume 23, Issue 2 , 2022 , Pages 107-112 ; 14549069 (ISSN) ; Sharif University of Technology
Publishing House of the Romanian Academy
2022
Abstract
We apply the theory of optimal transport to study mathematical properties of mean field variational Bayesian approximation. It turns out that if K +C > 0 where C is the convexity coefficient of −log p and K is a lower bound for the Ricci curvature of the underlying parameter space, then the corresponding system of equations of variational Bayesian approximation admits a unique solution. The uniqueness property in presence of symmetry leads to preservation of mode. As an explicit application we correct Bayesian Gaussian Mixture model in such a way that it turns into a convex model while its (unique) maximum likelihood solution coincides asymptotically with the true solution. Using convexity...
Hodge Theory on Metric Spaces
, M.Sc. Thesis Sharif University of Technology ; Bahraini, Alireza (Supervisor)
Abstract
Hodge theory is a beautiful synthesis of geometry, topology, and anal- ysis, which has been developed in the setting of Riemannian manifolds. On the other hand, spaces of images, which are important in the math- ematical foundations of vision and pattern recognition, do not fit this framework. This motivates us to develop a version of Hodge theory on metric spaces with a probability measure. We believe that this constitutes a step towards understanding the geometry of vision. We extend the theory of the Laplacian on domains of Euclidean space or on a manifold and next to metric space. Finally we give a beautiful application in web researcher engin.
Harmonic Maps and Constant Mean Curvature Surfaces
, M.Sc. Thesis Sharif University of Technology ; Bahraini, Alireza (Supervisor)
Abstract
This set is an introduction to a method for studying Constant Mean Curvature Surfaces (CMC) and Minimal Surfaces with harmonic maps . In recent years , integrable systems approaches for the construction of CMC surfaces in R3 have been developed . One of them , using finite type solutions of the sinh-Gordon equation .Another approach to CMC surfaces was developed by J. Dorfmeister, F. Pedit, and H. Wu in 2006 . It is commonly called the DPW method. The Gauss map of a CMC surface is a harmonic map , and in the DPW method every such harmonic map can be obtained from some holomorphic potential in a loop algebra . This method gives a description of all immersed CMC surfaces in R3 . in this paper...
Cerf Theory and Trisections of Four Manifolds
, M.Sc. Thesis Sharif University of Technology ; Bahraini, Alireza (Supervisor)
Abstract
Morse 2-functions are higher-dimensional analogs to morse functions. A morse 2-function is a mapping to 2-dimensional disk with its critical points satisfying certain generality conditions. The goal of defining morse 2-functions and trisections is to generalize methods of 3-dimensional manifolds to dimension 4. A morse function on a 3-dimensional manifold leads to a decomposition of that manifold to two manifolds with boundary with common boundary. This decomposition is called Heegaard splitting. This decomposition is unique up to stabilization. Trisections are 4-dimensional analogs of Heegaard splittings and decompose manifold into three parts. The intersection of each pair is a solid genus...
Causal Discovery and Generative Neural Networks to Identify the Functional Causal Model
, M.Sc. Thesis Sharif University of Technology ; Bahraini, Alireza (Supervisor)
Abstract
Causal discovery is of utmost importance for agents who must plan and decide based on observations. Since mistaking correlation with causation might lead to un- wanted consequences. The gold standard to discover causal relation is to perform experiments. However, experiments are in many cases expensive, unethical or impossible to perform. In these situations, there is a need for observational causal discovery. Causal discovery in the observational data setting involves making significant assumptions on the data and on the underlying causal model. This thesis aims to alleviate some of the assumptions and tries to identify the causal relationships and causal mechanisms using generative neural...
K-Stabilty of Kahler Manifolds
, M.Sc. Thesis Sharif University of Technology ; Bahraini, Alireza (Supervisor)
Abstract
The Yau-Tian-Donaldson conjecture is a challenging problem in complex geometry which currently caught the attention of some birational geometers. This conjecture is about a formulation of the problem of finding the best metric over a Kahler manifold in terms of an asymptotic GIT stability condition. The first stability condition was proposed by Mumford in ICM 1962 which surprisingly just needs the vector bundle to be“more ample” among its subbundles. Another important theorem by Narasimhan and seshadri provides a connection between the slope stability and the existence constant curvature connections for the flat holomorphic vector bundles over compact Rieman surfaces. In 1983, Donaldson...
Statistical Mechanics of The Neocortex
, M.Sc. Thesis Sharif University of Technology ; Bahraini, Alireza (Supervisor)
Abstract
In this paper, the field theory tools will be used to study none-equilibrium statistical processes and eventually analyze the dynamic of the neocortex. Assuming the neocortex is Markovian, a model is proposed which contains fluctuations of the neuron activities as well as response to the stimulations. The experimental data shows that the fluctuation and correlation have a vital impact on the dynamics of the cortex, and many of its characteristics can only be justified by it.The paper will study the model that considers correlations and fluctuations to reach a more accurate evaluation of the cortex than the mean field approximation
KAM Theorem and Integrable Systems on b-symplectic Manifolds
, M.Sc. Thesis Sharif University of Technology ; Bahraini, Alireza (Supervisor)
Abstract
The manifolds that will play the central role in this thesis are b-Poisson manifolds. These manifolds are a special sub-class of Poisson manifolds which are in many ways close to being symplectic: For π the Poisson structure dual to a symplectic form, the top wedge π^nnever meets the zero section of Λ^2n TM (non-degeneracy of the symplectic form). We define a b-Poisson manifold to be a Poisson manifold (M,π)such that π^n vanishes transversally to the zero section in Λ^2n TM. A pivotal result about the dynamics of integrable systems is the Liouville-Arnold-Mineur theorem (or action-angle coordinate theorem), which states that the compact common level sets of the integrals f_iare tori that...
Optimal Transport, Convexity and Mean Field Variational Bayesian Approximation
, Ph.D. Dissertation Sharif University of Technology ; Bahraini, Alireza (Supervisor)
Abstract
We intend to find conditions that lead to a posterior probability distribution becoming convex in terms of $-\log$. To achieve this, we will leverage modern optimal transport tools and their geometric results. Then, in relevant examples related to the theory of Bayesian mean field approximation, we aim to enhance convex models, enabling more precise and improved results. We do this task in the case of Gaussian mixture models. Also, we introduce a new definition of convexity on discrete spaces and strive to utilize this definition for the aforementioned estimation. Additionally, the presented definition can be studied independently
A Hierarchy of Plate Models Derived from Nonliinear Elasticity by T-Convergence
, M.Sc. Thesis Sharif University of Technology ; Bahraini, Alireza (Supervisor)
Abstract
In this thesis the elastic energy of plates is computed. Primarily, some physical related concepts such as stress, strain and strain energy density are defined. Then based on rigidity estimate theorem, the gradient map on bounded Lipschitz domains is approximated by a constant rotation map R.Thanks to this approximation theorem,we prove the precompactness of sequences of finite bending energy, and the limiting energy of two dimensional thin plates is shown to be an elastic energy. This limit innovation is called Γ –convergence introduced in 1993. It will indeed be revealed that the induced elastic energy of a deformable body is the limit of the sequence of stored energy of body under...
A Special Stokes’s Theorem For Some Incomplete Riemannian Manifolds
, M.Sc. Thesis Sharif University of Technology ; Bahraini, Alireza (Supervisor)
Abstract
Let (M; g) be a Riemannian manifold. Using classical Stokes’ theorem one can show that the equality (dω; η)L2 = (ω; δη)L2 holds for smooth forms ! and η with compact supports, where δ is the formal adjoint of d . There are some examples of Riemannian manifolds for which the above equality does not hold for general forms ! and η i:e: smooth square-integrable forms such taht d! and δη are also squareintegrable. In the case that the above equality holds for such general forms on a Riemannian manifold (M; g) , we say that the L2 - Stokes theorem holds for (M; g) . In 1952, Gaffney showed that the L2 - Stokes theorem holds for complete Riemannian manifolds. But at that time, there was no powerful...