Literature DB >> 25856482

The mutual inspirations of machine learning and neuroscience.

Moritz Helmstaedter1.   

Abstract

Neuroscientists are generating data sets of enormous size, which are matching the complexity of real-world classification tasks. Machine learning has helped data analysis enormously but is often not as accurate as human data analysis. Here, Helmstaedter discusses the challenges and promises of neuroscience-inspired machine learning that lie ahead.
Copyright © 2015 Elsevier Inc. All rights reserved.

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Year:  2015        PMID: 25856482     DOI: 10.1016/j.neuron.2015.03.031

Source DB:  PubMed          Journal:  Neuron        ISSN: 0896-6273            Impact factor:   17.173


  8 in total

Review 1.  Clustered structural and functional plasticity of dendritic spines.

Authors:  Ju Lu; Yi Zuo
Journal:  Brain Res Bull       Date:  2016-09-13       Impact factor: 4.077

2.  Edge-colored directed subgraph enumeration on the connectome.

Authors:  Brian Matejek; Donglai Wei; Tianyi Chen; Charalampos E Tsourakakis; Michael Mitzenmacher; Hanspeter Pfister
Journal:  Sci Rep       Date:  2022-07-05       Impact factor: 4.996

3.  Fixed Point Attractor Theory Bridges Structure and Function in C. elegans Neuronal Network.

Authors:  Jian Liu; Wenbo Lu; Ye Yuan; Kuankuan Xin; Peng Zhao; Xiao Gu; Asif Raza; Hong Huo; Zhaoyu Li; Tao Fang
Journal:  Front Neurosci       Date:  2022-04-25       Impact factor: 5.152

Review 4.  Toward a multiscale modeling framework for understanding serotonergic function.

Authors:  KongFatt Wong-Lin; Da-Hui Wang; Ahmed A Moustafa; Jeremiah Y Cohen; Kae Nakamura
Journal:  J Psychopharmacol       Date:  2017-04-18       Impact factor: 4.153

5.  Discriminating Suicide Attempters and Predicting Suicide Risk Using Altered Frontolimbic Resting-State Functional Connectivity in Patients With Bipolar II Disorder.

Authors:  Rongxin Zhu; Shui Tian; Huan Wang; Haiteng Jiang; Xinyi Wang; Junneng Shao; Qiang Wang; Rui Yan; Shiwan Tao; Haiyan Liu; Zhijian Yao; Qing Lu
Journal:  Front Psychiatry       Date:  2020-11-26       Impact factor: 4.157

Review 6.  Upscaling X-ray nanoimaging to macroscopic specimens.

Authors:  Ming Du; Zichao Wendy Di; Doǧa Gürsoy; R Patrick Xian; Yevgenia Kozorovitskiy; Chris Jacobsen
Journal:  J Appl Crystallogr       Date:  2021-02-19       Impact factor: 4.868

Review 7.  Neural architectures in the light of comparative connectomics.

Authors:  Elizabeth Barsotti; Ana Correia; Albert Cardona
Journal:  Curr Opin Neurobiol       Date:  2021-11-24       Impact factor: 6.627

8.  Genetically targeted 3D visualisation of Drosophila neurons under Electron Microscopy and X-Ray Microscopy using miniSOG.

Authors:  Julian Ng; Alyssa Browning; Lorenz Lechner; Masako Terada; Gillian Howard; Gregory S X E Jefferis
Journal:  Sci Rep       Date:  2016-12-13       Impact factor: 4.379

  8 in total

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