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One of the basic tasks for Bayesian networks (BNs) is that of learning a network structure from data. The BN-learning problem is NP-hard, so the standard solution is heuristic search. Many approaches have been proposed for this task, but…

机器学习 · 计算机科学 2012-07-09 Marc Teyssier , Daphne Koller

Technological advances in genotyping have given rise to hypothesis-based association studies of increasing scope. As a result, the scientific hypotheses addressed by these studies have become more complex and more difficult to address using…

Optimization tasks over relational data, such as clustering, often suffer from the prohibitive cost of join operations, which are necessary to access the full dataset. While geometric data structures like BBD trees yield fast approximation…

数据库 · 计算机科学 2026-03-13 Aryan Esmailpour , Stavros Sintos

Multivariate regression models are widely used in various fields such as biology and finance. In this paper, we focus on two key challenges: (a) When should we favor a multivariate model over a series of univariate models; (b) If the…

统计方法学 · 统计学 2020-03-25 Yuehan Yang , Siwei Xia , Hu Yang

Genetic Algorithms are introduced as a search method for finding string vacua with viable phenomenological properties. It is shown, by testing them against a class of Free Fermionic models, that they are orders of magnitude more efficient…

高能物理 - 理论 · 物理学 2015-06-19 Steven Abel , John Rizos

Genetic data are often used to infer demographic history and changes or detect genes under selection. Inferential methods are commonly based on models making various strong assumptions: demography and population structures are supposed…

种群与进化 · 定量生物学 2020-07-28 Clotilde Lepers , Sylvain Billiard , Matthieu Porte , Sylvie Méléard , Viet Chi Tran

Neural network models of real-world systems, such as industrial processes, made from sensor data must often rely on incomplete data. System states may not all be known, sensor data may be biased or noisy, and it is not often known which…

神经与进化计算 · 计算机科学 2007-06-08 Donald A. Sofge , David L. Elliott

Identifying causal relations from purely observational data typically requires additional assumptions on relations and/or noise. Most current methods restrict their analysis to datasets that are assumed to have pure linear or nonlinear…

机器学习 · 计算机科学 2024-10-10 Zhuopeng Xu , Yujie Li , Cheng Liu , Ning Gui

Phylogenetic trees in genetics and biology in general are all binary. We make an attempt to answer one fundamental question: Is such binary branching from the coarsest to the finest scales sustained by data? We convert this question into an…

统计方法学 · 统计学 2018-01-29 Tania Roy , Hsieh Fushing , Xunde Li , Brenda McCowan , Rob Atwill

Relationship-based access control (ReBAC) provides a high level of expressiveness and flexibility that promotes security and information sharing. We formulate ReBAC as an object-oriented extension of attribute-based access control (ABAC) in…

密码学与安全 · 计算机科学 2018-08-23 Thang Bui , Scott D. Stoller , Jiajie Li

Kinship verification is a well-explored task: identifying whether or not two persons are kin. In contrast, kinship identification has been largely ignored so far. Kinship identification aims to further identify the particular type of…

计算机视觉与模式识别 · 计算机科学 2020-08-25 Wei Wang , Shaodi You , Sezer Karaoglu , Theo Gevers

Phylogenetic networks generalise phylogenetic trees and allow for the accurate representation of the evolutionary history of a set of present-day species whose past includes reticulate events such as hybridisation and lateral gene transfer.…

种群与进化 · 定量生物学 2018-09-05 Joan Carles Pons , Charles Semple , Mike Steel

To fully exploit the potential of computational phylogenetic methods for cognate data one needs to leverage specific (complex) models an machine learning-based techniques. However, both approaches require datasets that are substantially…

计算与语言 · 计算机科学 2025-07-02 Luise Häuser , Alexandros Stamatakis

The information describing the conditions of a system or a person is constantly evolving and may become obsolete and contradict other information. A database, therefore, must be consistently updated upon the acquisition of new valid…

人工智能 · 计算机科学 2022-05-05 Salma Chaieb , Brahim Hnich , Ali Ben Mrad

Many research works have been carried out recently to find the optimal path in network routing. Among them the evolutionary algorithms is an area where work is carried out extensively. We in this paper, have used PSO for finding the optimal…

网络与互联网体系结构 · 计算机科学 2012-06-05 Dr. T. R. Gopalakrishnan Nair , Ms. Kavitha Sooda , Ms. Deepthi D Shetty , Ms. Prapthi Hegde , Ms. Anusha Hegde

Parent selection methods are widely used in evolutionary computation to accelerate the optimization process, yet their theoretical benefits are still poorly understood. In this paper, we address this gap by proposing a parent selection…

神经与进化计算 · 计算机科学 2026-04-10 Andre Opris , Denis Antipov

The assessment of bidirectional heuristic search has been incorrect since it was first published more than a quarter of a century ago. For quite a long time, this search strategy did not achieve the expected results, and there was a major…

人工智能 · 计算机科学 2014-11-17 H. Kaindl , G. Kainz

In computational biology and bioinformatics, the manner to understand evolution processes within various related organisms paid a lot of attention these last decades. However, accurate methodologies are still needed to discover genes…

神经与进化计算 · 计算机科学 2016-11-15 Bassam AlKindy , Christophe Guyeux , Jean-François Couchot , Michel Salomon , Jacques M. Bahi

In the past several years, the problem of genome assembly has received considerable attention from both biologists and computer scientists. An important component of current assembly methods is the scaffolding process. This process involves…

基因组学 · 定量生物学 2013-07-03 Karl R. B. Schmitt , Aleksey V. Zimin , Guillaume Marcaçs , James A. Yorke , Michelle Girvan

In practical data integration systems, it is common for the data sources being integrated to provide conflicting information about the same entity. Consequently, a major challenge for data integration is to derive the most complete and…

数据库 · 计算机科学 2012-03-05 Bo Zhao , Benjamin I. P. Rubinstein , Jim Gemmell , Jiawei Han
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