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The customized multiple arrays are becoming vastly used in microarray experiments for varies purposes, mainly for its ability to handle a large quantity of data and output high quality results. However, experimenters who use customized…

离散数学 · 计算机科学 2010-05-03 Kang Ning

A genetic algorithm is suitable for exploring large search spaces as it finds an approximate solution. Because of this advantage, genetic algorithm is effective in exploring vast and unknown space such as molecular search space. Though the…

神经与进化计算 · 计算机科学 2021-12-24 Yurim Lee , Gydam Choi , Minsung Yoon , Cheongwon Kim

We show how combinatorial optimisation algorithms can be applied to the problem of identifying c-optimal experimental designs when there may be correlation between and within experimental units and evaluate the performance of relevant…

统计计算 · 统计学 2023-02-24 Samuel I Watson , Yi Pan

A popular approach in combinatorial optimization is to model problems as integer linear programs. Ideally, the relaxed linear program would have only integer solutions, which happens for instance when the constraint matrix is totally…

数据结构与算法 · 计算机科学 2009-09-29 Christoph Durr , Mathilde Hurand

\noindent Hyper-parameter selection is a central practical problem in modern machine learning, governing regularization strength, model capacity, and robustness choices. Cross-validation is often computationally prohibitive at scale, while…

机器学习 · 统计学 2025-12-24 Hedibert Lopes , Nick Polson , Vadim Sokolov

A Genome rearrangement problem studies large-scale mutations on a set of DNAs in living organisms. Various rearrangements like reversals, transpositions, translocations, fissions, fusions, and combinations and different variations have been…

离散数学 · 计算机科学 2022-05-11 Pramod P Nair

This paper addresses the optimization of human-robot collaborative work-cells before their physical deployment. Most of the times, such environments are designed based on the experience of the system integrators, often leading to…

机器人学 · 计算机科学 2025-03-05 Christian Cella , Matteo Bruce Robin , Marco Faroni , Andrea Maria Zanchettin , Paolo Rocco

Maximum weight matching is one of the most fundamental combinatorial optimization problems with a wide range of applications in data mining and bioinformatics. Developing distributed weighted matching algorithms is challenging due to the…

分布式、并行与集群计算 · 计算机科学 2019-06-06 Sepehr Assadi , MohammadHossein Bateni , Vahab Mirrokni

Computerized Tomography assembly and system configuration are optimized for enhanced invertibility in sparse data reconstruction. Assembly generating maximum principal components/condition number of weight matrix is designated as best…

仪器与探测器 · 物理学 2023-10-02 Mayank Goswami

Multigrid methods are asymptotically optimal algorithms ideal for large-scale simulations. But, they require making numerous algorithmic choices that significantly influence their efficiency. Unlike recent approaches that learn optimal…

计算工程、金融与科学 · 计算机科学 2024-12-12 Dinesh Parthasarathy , Tommaso Bevilacqua , Martin Lanser , Axel Klawonn , Harald Köstler

We propose a new method for constructing elimination templates for efficient polynomial system solving of minimal problems in structure from motion, image matching, and camera tracking. We first construct a particular affine…

计算机视觉与模式识别 · 计算机科学 2022-03-29 Evgeniy Martyushev , Jana Vrablikova , Tomas Pajdla

The idea of using deep-learning-based molecular generation to accelerate discovery of drug candidates has attracted extraordinary attention, and many deep generative models have been developed for automated drug design, termed molecular…

Data quality on categorical attribute is a difficult problem that has not received as much attention as numerical counterpart. Our basic idea is to employ association rule for the purpose of data quality measurement. Strong rule generation…

数据库 · 计算机科学 2012-02-16 J. Malar Vizhi , T. Bhuvaneswari

Testing provides means pertaining to assuring software performance. The total aim of software industry is actually to make a certain start associated with high quality software for the end user. However, associated with software testing has…

软件工程 · 计算机科学 2016-12-30 Ahmed Mateen , Marriam Nazir , Salman Afsar Awan

Superomniphobic textures are at the frontier of surface design for vast arrays of applications. Despite recent significant advances in fabrication methods for reentrant and doubly reentrant microstructures, design optimisation remains a…

软凝聚态物质 · 物理学 2019-10-16 Jack Panter , Yonas Gizaw , Halim Kusumaatmaja

In early-stage architectural design, optimization algorithms are essential for efficiently exploring large and complex design spaces under tight computational constraints. While prior research has benchmarked various optimization methods,…

神经与进化计算 · 计算机科学 2025-04-14 Farnaz Nazari , Wei Yan

This paper studies a two-stage model of experimentation, where the researcher first samples representative units from an eligible pool, then assigns each sampled unit to treatment or control. To implement balanced sampling and assignment,…

计量经济学 · 经济学 2023-08-22 Max Cytrynbaum

Various approaches to gene selection for cancer classification based on microarray data can be found in the literature and they may be grouped into two categories: univariate methods and multivariate methods. Univariate methods look at each…

定量方法 · 定量生物学 2015-06-18 Min Xu , Rudy Setiono

In dictionary selection, several atoms are selected from finite candidates that successfully approximate given data points in the sparse representation. We propose a novel efficient greedy algorithm for dictionary selection. Not only does…

机器学习 · 计算机科学 2018-09-10 Kaito Fujii , Tasuku Soma

In this article we provide a comprehensive review of the different evolutionary algorithm techniques used to address multimodal optimization problems, classifying them according to the nature of their approach. On the one hand there are…

神经与进化计算 · 计算机科学 2015-08-24 Noe Casas