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In this paper, we prove that convergence of a new iteration and S-iteration can be used to approximate to the fixed points of contractive-like operators. We also prove some data dependence results of this new iteration and S-iteration…

泛函分析 · 数学 2012-12-19 Faik Gursoy , Vatan Karakaya , Billy E. Rhoades

In this paper, we introduce a new iteration method and show that this iteration method can be used to approximate fixed point of almost contraction mappings. Furthermore, we prove that the new iteration method is equivalent to both Mann…

泛函分析 · 数学 2019-11-05 Vatan Karakaya , Yunus Atalan , Kadri Dogan , Nour El Houda Bouzara

This paper is a continuation to the study of generalized quasi contractive operators, essentially due to Akhtar et al. [A multi-step implicit iterative process for common fixed points of generalized C^{q}-operators in convex metric spaces,…

泛函分析 · 数学 2018-02-28 Zahid Akhtar , Muhammad Aqeel Ahmad Khan

In this paper, we establish $\Delta$-convergence results for Ishikawa iterations in complete CAT(K) spaces.

度量几何 · 数学 2013-03-28 Chanyoung Jun

We introduce a new iteration method called Picard-S iteration. We show that the Picard-S iteration method can be used to approximate fixed point of contraction mappings. Also, we show that our new iteration method is equivalent and…

泛函分析 · 数学 2014-04-29 Faik Gürsoy , Vatan Karakaya

In this paper, the Mean value iterative process is modified with the Mann iterative process for mean nonexpansive mapping in a hyperbolic metric space that satisfy the symmetry criteria and in uniformly convex hyperbolic spaces to validate…

泛函分析 · 数学 2025-05-12 Mohd Tariq , Mayank Sharma

By using the Ishikawa iterative algorithm, we approximate the fixed points and the best proximity points of a relatively non expansive mapping. Also, we use the von Neumann sequence to prove the convergence result in a Hilbert space…

泛函分析 · 数学 2020-05-13 V. Pragadeeswarar , R. Gopi , Choonkil Park , Dong Yun Shin

In this paper we apply methods of proof mining to obtain a uniform effective rate of asymptotic regularity for the Mann iteration associated to $\kappa$-strict pseudo-contractions on convex subsets of Hilbert spaces.

泛函分析 · 数学 2014-11-27 Daniel Ivan , Laurentiu Leustean

Gaussian process regression is widely used because of its ability to provide well-calibrated uncertainty estimates and handle small or sparse datasets. However, it struggles with high-dimensional data. One possible way to scale this…

机器学习 · 统计学 2024-02-02 Bernardo Fichera , Viacheslav Borovitskiy , Andreas Krause , Aude Billard

We propose the class of uniformly convex $W$-hyperbolic spaces with monotone modulus of uniform convexity ($UCW$-hyperbolic spaces for short) as an appropriate setting for the study of nonexpansive iterations. $UCW$-hyperbolic spaces are a…

泛函分析 · 数学 2008-10-23 Laurentiu Leustean

We study the convergence analysis of a Picard-S iteration method for a particular class of weak-contraction mappings. Furthermore, we prove a data dependence result for fixed point of the class of weak-contraction mappings with the help of…

泛函分析 · 数学 2014-04-02 Faik Gürsoy

In this paper we extend to $UCW$-hyperbolic spaces the quantitative asymptotic regularity results for the alternating Halpern-Mann iteration obtained by Dinis and the second author for CAT(0) spaces. These results are new even for uniformly…

最优化与控制 · 数学 2023-02-28 Laurentiu Leustean , Pedro Pinto

We introduce novel convergence results for asynchronous iterations that appear in the analysis of parallel and distributed optimization algorithms. The results are simple to apply and give explicit estimates for how the degree of asynchrony…

最优化与控制 · 数学 2023-04-04 Hamid Reza Feyzmahdavian , Mikael Johansson

A class of extended Ishikowa Iterative processes is proposed and studied, which involves many kinds of Mann and Ishikawa iterative processes. The main conclusion of the present work extends and generalizes some recent results of this…

泛函分析 · 数学 2011-06-30 Congdian Cheng , Hongyan Guan

Iterative hard thresholding (IHT) has gained in popularity over the past decades in large-scale optimization. However, convergence properties of this method have only been explored recently in non-convex settings. In matrix completion,…

最优化与控制 · 数学 2023-01-11 Trung Vu , Evgenia Chunikhina , Raviv Raich

In this paper we apply methods of proof mining to obtain a highly uniform effective rate of asymptotic regularity for the Ishikawa iteration associated to nonexpansive self-mappings of convex subsets of a class of uniformly convex geodesic…

逻辑 · 数学 2014-03-06 Laurentiu Leustean

Implicit models, an emerging model class, compute outputs by iterating a single parameter block to a fixed point. This architecture realizes an infinite-depth, weight-tied network that trains with constant memory, significantly reducing…

机器学习 · 计算机科学 2026-04-01 Jialin Liu , Lisang Ding , Stanley Osher , Wotao Yin

This article aims to present the $AT$ algorithm, a novel two-step iterative approach for approximating fixed points of weak contractions within complete normed linear spaces. The article demonstrates the convergence of $AT$ algorithm…

经典分析与常微分方程 · 数学 2024-07-08 Akansha Tyagi , Sachin Vashistha

We study the fundamental optimization principles of self-attention, the defining mechanism of transformers, by analyzing the implicit bias of gradient-based optimizers in training a self-attention layer with a linear decoder in binary…

机器学习 · 计算机科学 2025-04-01 Bhavya Vasudeva , Puneesh Deora , Christos Thrampoulidis

An implicit association test is a human psychological test used to measure subconscious associations. While widely recognized by psychologists as an effective tool in measuring attitudes and biases, the validity of the results can be…

人机交互 · 计算机科学 2019-09-04 Brendon Boldt , Zack While , Eric Breimer
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