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Iterative Regularization via Dual Diagonal Descent
Published 2018“…The algorithm we propose is based on a primal-dual diagonal descent method. Our analysis establishes convergence as well as stability results. …”
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Complexity control by gradient descent in deep networks
Published 2021“…For exponential-type loss functions, we solve this puzzle by showing an effective regularization effect of gradient descent in terms of the normalized weights that are relevant for classification.…”
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Complexity control by gradient descent in deep networks
Published 2022“…For exponential-type loss functions, we solve this puzzle by showing an effective regularization effect of gradient descent in terms of the normalized weights that are relevant for classification.…”
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Numerical applications of the generalized method of steepest descents
Published 2012Get full text
Thesis -
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The healthy airway mycobiome in individuals of Asian descent
Published 2022“…Here, for the first time, we characterize the airway mycobiome in healthy subject pairs (first-degree relatives) of Asian descent.…”
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Journal Article -
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Continuous descent operations in high throughput environment
Published 2014“…This report attempted to simulate the fuel-minimal descent and approach trajectory of a single B747-400 aircraft under ISA conditions. …”
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Final Year Project (FYP) -
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Mirror descent for high-dimensional statistical models
Published 2021“…On the theoretical side, we adopt the mirror descent framework and consider the more general setting of noisy sparse phase retrieval, where early stopping becomes necessary to prevent the estimates of mirror descent from deteriorating after a certain number of iterations. …”
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The statistical complexity of early-stopped mirror descent
Published 2020“…In this paper, we study the statistical guarantees on the excess risk achieved by early-stopped unconstrained mirror descent algorithms applied to the unregularized empirical risk with the squared loss for linear models and kernel methods. …”
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The statistical complexity of early-stopped mirror descent
Published 2023“…In this paper, we study the statistical guarantees on the excess risk achieved by early-stopped unconstrained mirror descent algorithms applied to the unregularized empirical risk. …”
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The complexity of gradient descent: CLS = PPAD∩PLS
Published 2022“…We study search problems that can be solved by performing Gradient Descent on a bounded convex polytopal domain and show that this class is equal to the intersection of two well-known classes: PPAD and PLS. …”
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Mirror Descent view for Neural Network quantization
Published 2021“…It is usually formulated as a constrained optimization problem and optimized via a modified version of gradient descent. In this work, by interpreting the continuous parameters (unconstrained) as the dual of the quantized ones, we introduce a Mirror Descent (MD) framework for NN quantization. …”
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The Improved Stochastic Fractional Order Gradient Descent Algorithm
Published 2023-08-01Subjects: Get full text
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Diethylstilbestrol Action on Leydig Cell Function and Testicular Descent
Published 2008-05-01“…While Insl3 is required for transabdominal descent by stimulating the contraction and growth of the gubernaculum, testosterone contributes to the involution of the suspensory ligament and mediates the inguinoscrotal phase of the descent. …”
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Phenotypic Presentations of Cystic Fibrosis in Children of African Descent
Published 2021-03-01“…Between 2000 and 2019, the proportion of children of African descent in this centre increased from 2% to 10%. We report the clinical features of 17 children of African descent diagnosed with CF: 4 (23%) were diagnosed after a meconium ileus, 14 (83%) had exocrine pancreatic insufficiency, and 7 (41%) had early <i>Pseudomonas aeruginosa</i> infection before the age of two. …”
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Irena Birsa: An Australian poet and scholar of Slovene descent
Published 1999-01-01Get full text
Article