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Neurons in the brain represent external stimuli via neural codes. These codes often arise from stereotyped stimulus-response maps, associating to each neuron a convex receptive field. An important problem confronted by the brain is to infer…

Neurons and Cognition · Quantitative Biology 2015-02-25 Carina Curto , Vladimir Itskov , Alan Veliz-Cuba , Nora Youngs

A major area in neuroscience research is the study of how the brain processes spatial information. Neurons in the brain represent external stimuli via neural codes. These codes often arise from stereotyped stimulus-response maps,…

Neurons and Cognition · Quantitative Biology 2016-10-03 Ethan Petersen , Nora Youngs , Ryan Kruse , Dane Miyata , Rebecca Garcia , Luis David Garcia Puente

Neural codes are binary codes that are used for information processing and representation in the brain. In previous work, we have shown how an algebraic structure, called the {\it neural ring}, can be used to efficiently encode geometric…

Neurons and Cognition · Quantitative Biology 2019-02-14 Carina Curto , Nora Youngs

The "neural code" is the way the brain characterizes, stores, and processes information. Unraveling the neural code is a key goal of mathematical neuroscience. Topology, coding theory, and, recently, commutative algebra are some the…

Commutative Algebra · Mathematics 2017-06-28 Sema Gunturkun , Jack Jeffries , Jeffrey Sun

A neural code $\mathcal{C}$ is a collection of binary vectors of a given length n that record the co-firing patterns of a set of neurons. Our focus is on neural codes arising from place cells, neurons that respond to geographic stimulus. In…

Neurons and Cognition · Quantitative Biology 2016-07-05 Elizabeth Gross , Nida Kazi Obatake , Nora Youngs

Neural codes form an algebraic framework to study the nervous system, and understanding neural codes is a key goal of mathematical neuroscience. Neural rings and ideals are the tools connecting neuroscience and commutative algebra. In this…

Commutative Algebra · Mathematics 2025-11-25 Trung Chau

Neural coding is a field of study that concerns how sensory information is represented in the brain by networks of neurons. The link between external stimulus and neural response can be studied from two parallel points of view. The first,…

Neurons and Cognition · Quantitative Biology 2012-03-07 Shinsuke Koyama

A convex code is a binary code generated by the pattern of intersections of a collection of open convex sets in some Euclidean space. Convex codes are relevant to neuroscience as they arise from the activity of neurons that have convex…

Neurons and Cognition · Quantitative Biology 2018-07-10 Carina Curto , Elizabeth Gross , Jack Jeffries , Katherine Morrison , Zvi Rosen , Anne Shiu , Nora Youngs

The neural ideal of a binary code $\mathbb{C} \subseteq \mathbb{F}_2^n$ is an ideal in $\mathbb{F}_2[x_1,\ldots, x_n]$ closely related to the vanishing ideal of $\mathbb{C}$. The neural ideal, first introduced by Curto et al, provides an…

Commutative Algebra · Mathematics 2019-08-26 R. Amzi Jeffs , Mohamed Omar , Nora Youngs

The brain processes information about the environment via neural codes. The neural ideal was introduced recently as an algebraic object that can be used to better understand the combinatorial structure of neural codes. Every neural ideal…

Neurons and Cognition · Quantitative Biology 2018-04-24 Rebecca Garcia , Luis David García Puente , Ryan Kruse , Jessica Liu , Dane Miyata , Ethan Petersen , Kaitlyn Phillipson , Anne Shiu

To study information processing in the brain, neuroscientists manipulate experimental stimuli while recording participant brain activity. They can then use encoding models to find out which brain "zone" (e.g. which region of interest,…

Neurons and Cognition · Quantitative Biology 2022-02-22 Mariya Toneva , Jennifer Williams , Anand Bollu , Christoph Dann , Leila Wehbe

Neural codes allow the brain to represent, process, and store information about the world. Combinatorial codes, comprised of binary patterns of neural activity, encode information via the collective behavior of populations of neurons. A…

Neurons and Cognition · Quantitative Biology 2016-12-22 Carina Curto , Elizabeth Gross , Jack Jeffries , Katherine Morrison , Mohamed Omar , Zvi Rosen , Anne Shiu , Nora Youngs

The neural rings and ideals as an algebraic tool for analyzing the intrinsic structure of neural codes were introduced by C.~Curto et al. in 2013. Since then they were investigated in several papers, including the 2017 paper by…

Commutative Algebra · Mathematics 2018-04-04 Katie Christensen , Hamid Kulosman

A central goal of neuroscience is to understand the representations formed by brain activity patterns and their connection to behavior. The classical approach is to investigate how individual neurons encode the stimuli and how their tuning…

Neurons and Cognition · Quantitative Biology 2021-04-21 Nikolaus Kriegeskorte , Xue-Xin Wei

A neural code on $ n $ neurons is a collection of subsets of the set $ [n]=\{1,2,\dots,n\} $. Curto et al. \cite{curto2013neural} associated a ring $\mathcal{R}_{\mathcal{C}}$ (neural ring) to a neural code $\mathcal{C}$. A special class of…

Category Theory · Mathematics 2024-03-27 Neha Gupta , Suhith K N

The central problem with understanding brain and mind is the neural code issue: understanding the matter of our brain as basis for the phenomena of our mind. The richness with which our mind represents our environment, the parsimony of…

Neurons and Cognition · Quantitative Biology 2018-11-06 Christoph von der Malsburg

This note is a brief survey of some results of the recent collaboration of neurobiologists and mathematicians dedicated to stimulus reconstruction from neuronal spiking activity. This collaboration, in particular, led to the consideration…

History and Overview · Mathematics 2015-01-06 Yuri I. Manin

Neural ideals, originally defined in arXiv:1212.4201, give a way of translating information about the firing pattern of a set of neurons into a pseudomonomial ideal in a polynomial ring. We give a simple criterion for determining whether a…

Commutative Algebra · Mathematics 2022-09-22 Hugh Geller , R. G. Rebecca

We give intrinsic characterizations of neural rings and homomorphisms between them. Also we introduce the notion of a basic monomial code map and characterize monomial code maps as compositions of basic monomial code maps. Finally, we…

Commutative Algebra · Mathematics 2020-01-03 Katie Christensen , Hamid Kulosman

The traditional view of neural computation in the cerebral cortex holds that sensory neurons are specialized, i.e., selective for certain dimensions of sensory stimuli. This view was challenged by evidence of contextual interactions between…

Neurons and Cognition · Quantitative Biology 2022-04-26 Sergei Gepshtein , Ambarish Pawar , Sunwoo Kwon , Sergey Savel'ev , Thomas D. Albright
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