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DNA sequences encode critical genetic information, yet their variable length and discrete nature impede direct utilization in deep learning models. Existing DNA representation schemes convert sequences into numerical vectors but fail to…

基因组学 · 定量生物学 2025-12-16 Zhiyuan Peng , Naifan Zhang , Yuanbo Tang , Yang Li

Literature-based knowledge discovery process identifies the important but implicit relations among information embedded in published literature. Existing techniques from Information Retrieval and Natural Language Processing attempt to…

社会与信息网络 · 计算机科学 2019-11-12 Nazim Choudhury , Fahim Faisal , Matloob Khushi

Identifying the genes and mutations that drive the emergence of tumors is a major step to improve understanding of cancer and identify new directions for disease diagnosis and treatment. Despite the large volume of genomics data, the…

机器学习 · 计算机科学 2022-04-05 Renan Andrades , Mariana Recamonde-Mendoza

Evolution of gene regulation is crucial for our understanding of the phenotypic differences between species, populations and individuals. Sequence-specific binding of transcription factors to the regulatory regions on the DNA is a key…

种群与进化 · 定量生物学 2015-11-09 Murat Tuğrul , Tiago Paixão , Nicholas H. Barton , Gašper Tkačik

Evolutionary graph theory studies the evolutionary dynamics in a population structure given as a connected graph. Each node of the graph represents an individual of the population, and edges determine how offspring are placed. We consider…

神经与进化计算 · 计算机科学 2017-06-22 Krishnendu Chatterjee , Rasmus Ibsen-Jensen , Martin A. Nowak

While the theoretical analysis of evolutionary algorithms (EAs) has made significant progress for pseudo-Boolean optimization problems in the last 25 years, only sporadic theoretical results exist on how EAs solve permutation-based…

神经与进化计算 · 计算机科学 2024-04-23 Benjamin Doerr , Yassine Ghannane , Marouane Ibn Brahim

Synthesis of DNA molecules offers unprecedented advances in storage technology. Yet, the microscopic world in which these molecules reside induces error patterns that are fundamentally different from their digital counterparts. Hence, to…

信息论 · 计算机科学 2017-08-08 Netanel Raviv , Moshe Schwartz , Eitan Yaakobi

Designing short DNA words is a problem of constructing a set (i.e., code) of n DNA strings (i.e., words) with the minimum length such that the Hamming distance between each pair of words is at least k and the n words satisfy a set of…

数据结构与算法 · 计算机科学 2012-02-01 Ming-Yang Kao , Henry C. M. Leung , He Sun , Yong Zhang

A key barrier to making phonetic studies scalable and replicable is the need to rely on subjective, manual annotation. To help meet this challenge, a machine learning algorithm was developed for automatic measurement of a widely used…

机器学习 · 统计学 2017-03-08 Yossi Adi , Joseph Keshet , Emily Cibelli , Erin Gustafson , Cynthia Clopper , Matthew Goldrick

The study of gene regulation and expression is often discussed in quantitative terms. In particular, the expression of genes is regularly characterized with respect to how much, how fast, when and where. Whether discussing the level of gene…

The advent of new experimental genomic technologies and the massive increase of DNA sequence information is helping researchers better understand how our genes work. Recently, experiments on mRNA abundance (gene expression) have revealed…

生物大分子 · 定量生物学 2009-11-10 T. Ochiai , J. C. Nacher , T. Akutsu

Several processes in the cell, such as gene regulation, start when key proteins recognise and bind to short DNA sequences. However, as these sequences can be hundreds of million times shorter than the genome, they are hard to find by simple…

亚细胞过程 · 定量生物学 2021-01-27 Markus Nyberg , Tobias Ambjörnsson , Per Stenberg , and Ludvig Lizana

Word order evolution has been hypothesized to be constrained by a word order permutation ring: transitions involving orders that are closer in the permutation ring are more likely. The hypothesis can be seen as a particular case of…

计算与语言 · 计算机科学 2020-09-24 Ramon Ferrer-i-Cancho

Finding the best configuration of algorithms' hyperparameters for a given optimization problem is an important task in evolutionary computation. We compare in this work the results of four different hyperparameter tuning approaches for a…

神经与进化计算 · 计算机科学 2022-03-18 Furong Ye , Carola Doerr , Hao Wang , Thomas Bäck

In response to the evolving landscape of data storage, researchers have increasingly explored non-traditional platforms, with DNA-based storage emerging as a cutting-edge solution. Our work is motivated by the potential of in-vivo DNA…

信息论 · 计算机科学 2024-01-09 Ohad Elishco

It is known that the $(1+(\lambda,\lambda))$~Genetic Algorithm (GA) with self-adjusting parameter choices achieves a linear expected optimization time on OneMax if its hyper-parameters are suitably chosen. However, it is not very well…

神经与进化计算 · 计算机科学 2019-04-10 Nguyen Dang , Carola Doerr

In this paper, we develop an explicit formula allowing to compute the first k moments of the random count of a pattern in a multi-states sequence generated by a Markov source. We derive efficient algorithms allowing to deal both with low or…

概率论 · 数学 2012-01-24 Grégory Nuel

Objections to Darwinian evolution are often based on the time required to carry out the necessary mutations. Seemingly, exponential numbers of mutations are needed. We show that such estimates ignore the effects of natural selection, and…

概率论 · 数学 2015-05-20 Herbert S. Wilf , Warren J. Ewens

The word position automaton was introduced by Glushkov and McNaughton in the early 1960. This automaton is homogeneous and has (||\E||+1) states for a word expression of alphabetic width ||\E||. This kind of automata is extended to regular…

形式语言与自动机理论 · 计算机科学 2015-02-24 Nadia Ouali Sebti , Djelloul Ziadi

At macroevolutionary time scales, and for a constant mutation rate, there is an expected linear relationship between time and the number of inferred neutral mutations (the "molecular clock"). However, at shorter time scales a number of…

种群与进化 · 定量生物学 2021-10-11 Christopher Tuffley , Timothy White , Michael D. Hendy , David Penny