Search. Existing User. Deep learning allows data representations that have multiple levels of abstraction; however, it does not explicitly provide any insights into the internal operations of DNNs. Frontiers in Computational Neuroscience, 8 (MAY). Access the latest research on COVID-19, including preprints, on Scilit. A correlation map was constructed to characterize the spatial structure and temporal evolution of pairwise correlations which underlie the emergent patterns found in the population activity. Please check back frequently for updates. In order to identify these network collaborative activities, we analyze the underlying spike correlation in the synchronous spike event. Di Ao, Mohammad S. Shourijeh, Carolynn Patten, Frontiers in Computational Neuroscience, Volume 14; doi:10.3389/fncom.2020.588943. Comput. Total Articles. More information will be made available shortly. Frontiers in Computational Neuroscience publishes rigorously peer-reviewed research that promotes theoretical modeling of brain function and fosters multidisciplinary interactions between theoretical and experimental neuroscience. However, despite its transparent definition, careless use of the Fano factor can easily lead to distorted or even wrong results. Gewaltig, M. and Cannon, R.C. Specialty Chief Editors Misha Tsodyks at the Weizmann Institute of Science and Si Wu at the Beijing Normal University are supported by an outstanding Editorial Board of … Qing Qin, Ya-Jiao Liu, Bo-Nan Shan, Yan-Qiu Che, Chun-Xiao Han, Ying-Mei Qin, Frontiers in Computational Neuroscience, Volume 14; doi:10.3389/fncom.2020.532193. Frontiers in Computational Neuroscience publishes rigorously peer-reviewed research that promotes theoretical modeling of brain function and fosters multidisciplinary interactions between theoretical and experimental neuroscience. Previous studies have linked tumor lobar presence and laterality to GBM outcomes, suggesting that disease etiology and progression in GBM may be impacted by tumor location. Statistically significant clusters were finally mapped to a structural atlas to provide anatomic localization of their location. Frontiers in Computational Neuroscience. One fine wire EMG channel (either iliopsoas or adductor longus) was then treated as unmeasured. Journal ISSN: 1662-5188. In parallel, the same question has been extensively studied in primates' brain, and three types of coding schemes have been found: one object is coded by the entire neuronal population (distributed coding), or by one single neuron (local coding), or by a subset of neuronal population (sparse coding). ISSN 1662-5188 Multiple Sclerosis Journal. These preliminary results suggest that lateralization of pre-treatment lesions toward certain anatomical areas of the brain may allow to provide early cues regarding assessing likelihood of occurrence of pseudo-progression from tumor recurrence on MRI scans. Click on a pathway for a more detailed view. Author; Title; Issue year; Journal title; Type; References of "Frontiers in computational neuroscience" Frontiers in Computational Neuroscience (NOVEMB). The evaluation process started with full calibration of a lower-body EMG-driven model using 16 measured EMG channels (collected using surface and fine wire electrodes) per leg. Cognitive Computation. Publisher country is Switzerland. Another way to prevent getting this page in the future is to use Privacy Pass. Neural Regeneration Research Neural response activities, especially synchronous spike events, evoked by different acupuncture manipulations have remarkable differences. Issues per year n/a Articles published last year n/a Journal Abbreviation: FRONT COMPUT NEUROSC. Results show that reinforcing manipulations (twirling reinforcing and lifting-thrusting reinforcing) can evoke the third-order spike correlation but reducing manipulations (twirling reducing and lifting-thrusting reducing) does not. Specifically, we used the population sparseness index, which is widely-used in neurophysiological studies on primates' brain, to characterize the degree of sparseness at each layer in representative DCNNs pretrained for object categorization. Reitsma, P and Doiron, B and Rubin, J (2011) Correlation transfer from basal ganglia to thalamus in Parkinson's disease. Recently, deep convolutional neural networks (DCNNs) have attained human-level performances on challenging object recognition tasks owing to their complex internal representation. An International Standard Serial Number (ISSN) is a unique code of 8 digits. Frontiers in Neuroanatomy. PLUS: Download citation style files for your favorite reference manager. Frontiers in Computational Neuroscience publishes rigorously peer-reviewed research that promotes theoretical modeling of brain function and fosters multidisciplinary interactions between theoretical and experimental neuroscience. Two sets of simulation data are used to test the effectiveness of the estimation algorithm and the model goodness-of-fit. The Fano factor, defined as the variance-to-mean ratio of spike counts in a time window, is often used to measure the variability of neuronal spike trains. Journal of mathematical neuroscience Published: (2011) Frontiers in evolutionary neuroscience ; Network neuroscience. Papers that combine theoretical and experimental work are especially encouraged. Muscle synergy analysis (MSA) is a dimensionality reduction approach that decomposes a large number of muscle excitations into a small number of time-varying synergy excitations along with time-invariant synergy weights that define the contribution of each synergy excitation to all muscle excitations. Frontiers in Computational Neuroscience citation style guide with bibliography and in-text referencing examples: Journal articles Books Book chapters Reports Web pages. Please enable Cookies and reload the page. Di Ao, Mohammad S. Shourijeh, Carolynn Patten, Benjamin J. Fregly, Frontiers in Computational Neuroscience, Volume 14; doi:10.3389/fncom.2020.588943.s001. Journal info (provided by editor) The editor of Frontiers in Computational Neuroscience has not yet provided information for this page. Marwa Ismail, Virginia Hill, Volodymyr Statsevych, Evan Mason, Ramon Correa, Prateek Prasanna, Gagandeep Singh, Kaustav Bera, Rajat Thawani, Manmeet Ahluwalia, et al. Title. Although general deep learning frameworks, such as PyTorch and TensorFlow, could be used to allow such cross-disciplinary investigations, the use of these frameworks typically requires high-level programming expertise and comprehensive mathematical knowledge. ... Open Access pathways permitted by this journal's policy are listed below by article version. Frontiers in Behavioral Neuroscience. Can Tumor Location on Pre-treatment MRI Predict Likelihood of Pseudo-Progression vs. Tumor Recurrence in Glioblastoma?—A Feasibility Study, Hierarchical Sparse Coding of Objects in Deep Convolutional Neural Networks, Evaluation of Synergy Extrapolation for Predicting Unmeasured Muscle Excitations from Measured Muscle Synergies, DNNBrain: A Unifying Toolbox for Mapping Deep Neural Networks and Brains, Topographic Organization of Correlation Along the Longitudinal and Transverse Axes in Rat Hippocampal CA3 Due to Excitatory Afferents, Fano Factor: A Potentially Useful Information, Spiking Correlation Analysis of Synchronous Spikes Evoked by Acupuncture Mechanical Stimulus. • Cloudflare Ray ID: 605e4ac708e62875 We expect that our toolbox will accelerate scientific research by both applying DNNs to model biological neural systems and utilizing paradigms of cognitive neuroscience to unveil the black box of DNNs. Furthermore, the associated joint moment matching accuracy was comparable to that produced by initial EMG-driven model calibration using all 16 EMG channels per leg. IF. The deadline for abstract submissions has been extended to the end of April. Guest Edited by: Robert E. Kass. I like Frontiers Computational Neuroscience a lot, but I won’t pretend they have an impressive impact factor (if that matters). Our results demonstrate that patients with tumor recurrence showed prominence of their initial tumor in the parietal lobe, while patients with PsP showed a multi-focal distribution of the initial tumor in the frontal and temporal lobes, insula, and putamen. Use Read by QxMD to access full text via your institution or open access sources. News • OCNS is now a member of the INCF. This situation may arise due to either the inability to measure deep muscles with surface electrodes or the lack of a sufficient number of EMG channels. Epub 2014 Jan 23. Journal of Computational Neuroscience special issue on Analysis of Neural Data (Volume 29, Numbers 1-2, August 2010) Published by Springer. Comprehending how the brain functions requires an understanding of the dynamics of neuronal assemblies. Performance & security by Cloudflare, Please complete the security check to access. For questions or feedback, please reach us at. Xiayu Chen, Ming Zhou, Zhengxin Gong, Wei Xu, Xingyu Liu, Taicheng Huang, Frontiers in Computational Neuroscience, Volume 14; doi:10.3389/fncom.2020.580632. Frontiers in Computational Neuroscience, Volume 14; doi:10.3389/fncom.2020.569049. 7 - ?. Previous work used a mean-field reduction method to determine the collective dynamics of a large heterogeneous network of uniformly and globally coupled theta neurons, which are a canonical formulation of Type I neurons. If you are on a personal connection, like at home, you can run an anti-virus scan on your device to make sure it is not infected with malware. Your IP: 200.111.112.34 The scientific journal Frontiers in Computational Neuroscience is included in the Scopus database. Here, we present DNNBrain, a Python-based toolbox designed for exploring the internal representations of DNNs as well as brains. A toolbox specifically designed as a mechanism for cognitive neuroscientists to map both DNNs and brains is urgently needed. The topographic organization of the associational system gave rise to changes in the spatial correlation structure along the longitudinal and transverse axes of the CA3. See Frontiers in Computational Neuroscience journal impact factor, SJR, SNIP, CiteScore, H-index metrics. The Frontiers in Neuroscience journal series — the #1 most-cited in Neuroscience — continued to grow in 2017. Year. The main subject areas of published articles are Neuroscience (miscellaneous), Cellular and Molecular Neuroscience. Frontiers in Computational Neuroscience, Volume 14; doi:10.3389/fncom.2020.563439. One of the problems is the unclear dependence of the Fano factor on the spiking rate, which is often neglected or handled insufficiently. Hence, in this feasibility study, we seek to investigate the following question: Can tumor location on treatment-naïve MRI provide early cues regarding likelihood of a patient developing pseudo-progression vs. tumor recurrence? In addition, simulation data are also used to analyze the relationship between spike correlations and synchronous spike events. We found that the sparse coding scheme was adopted at all layers of the DCNNs, and the degree of sparseness increased along the hierarchy. doi: 10.1371/journal.pcbi.1003376. The scope of Frontiers in Computational Neuroscience covers Neuroscience (miscellaneous) (Q2), Cellular and Molecular Neuroscience (Q3). However, it remains unclear how objects are represented in DCNNs with an overwhelming number of features and non-linear operations. Analysis of differential involvement was then performed to compute voxel-wise significant differences (p-value < 0.05) across the atlases. Frontiers in Computational Neuroscience. Journal Information. ISSN: 1662-5188 (Electronic) 1662-5188 (Linking) The best quartile for this journal is Q2. ISSN: 2354-5011 ORBi lu is a project developed by. ... 2019: Frontiers in Computational Neuroscience. Frontiers in Computational Neuroscience Publication Information. Acupuncturing the ST36 acupoint can evoke the response of the sensory nervous system, which is translated into output electrical signals in the spinal dorsal root. Electromyography (EMG)-driven musculoskeletal modeling relies on high-quality measurements of muscle electrical activity to estimate muscle forces. Journal list; Help; Journal List; Front Comput Neurosci; Frontiers in Computational Neuroscience Vols. These include extracting DNN activation, probing and visualizing DNN representations, and mapping DNN representations onto the brain. First, enhancing lesion on Gd-T1w MRI and peri-lesional hyperintensities on T2w/FLAIR were segmented by experts and then registered to a brain atlas. Finally, we use this method to identify network spike correlations evoked by four different acupuncture manipulations. Published Version Deep neural networks (DNNs) have attained human-level performance on dozens of challenging tasks via an end-to-end deep learning strategy. Frontiers in Computational Neuroscience, Volume 14; doi:10.3389/fncom.2020.578158. (2016) Parasuram et al. In sum, our study provides direct evidence that DCNNs adopted a hierarchically-evolved sparse coding scheme as the biological brain does, suggesting the possibility of an implementation-independent principle underling object recognition. BibTeX @MISC{Yuan13journalname:, author = {Wujie Yuan and Olaf Dimigen and Werner Sommer and Changsong Zhou and Citation Yuan W and Dimigen O and Sommer W and Wu-jie Yuan and Olaf Dimigen and Werner Sommer and Changsong Zhou}, title = {Journal Name: Frontiers in Computational Neuroscience}, year = {2013}} SynX may facilitate the assessment of human neuromuscular control and biomechanics when important EMG signals are missing. SynX performance was most influenced by the choice of synergy analysis algorithm and number of synergies. It is used for the recognition of journals, newspapers, periodicals, and magazines … In this paper we aim to explore this problem in more detail and to study the possible solution, which is to evaluate the Fano factor in the operational time. The synergy weights associated with the unmeasured muscle excitation were predicted by solving a nonlinear optimization problem where the errors between inverse dynamics and EMG-driven joint moments were minimized. Local Field Potentials (LFPs) are population signals generated by complex spatiotemporal interaction of current sources and dipoles. This study evaluates how well missing muscle excitations can be predicted using synergy excitations extracted from muscles with available EMG data (henceforth called “synergy extrapolation” or SynX). The Frontiers in Neuroscience journal series continues to rank among the world’s top neurosciences journals in terms of influence and quality, as shown by our analysis of the 2017 Journal Citation Reports (JCR-2017; 2018, Clarivate Analytics), 2017 CiteScore edition (2018, Scopus, Elsevier) and other impact metrics.. Frontiers in Computational Neuroscience. Although many observers have advocated the reform of the scholarly publishing system, improvements to functions like peer review have been adopted sluggishly. Want full text access to this journal? Frontiers in Neurology. However, a critical challenge for practical deployment of this approach is missing EMG data from muscles that contribute substantially to joint moments. Find the right academic journal to publish your paper. Activation, probing and visualizing DNN representations, and mapping DNN representations the!, careless use of the problems is the main reason why synchronous spikes evoked different! Madrid, Seattle and Brussels mechanism for cognitive neuroscientists to map both DNNs and brains is urgently needed these. Fastest-Comfortable speeds ; doi:10.3389/fncom.2020.588881 spike correlation in the Scopus database on T2w/FLAIR were segmented by experts and registered! Here we asked whether DCNNs adopted any of these coding schemes to represent objects events, by., improvements to functions like peer review have been adopted sluggishly doi:10.3389/fncom.2020.563439.s001, Frontiers in Computational Neuroscience journal factor... 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See Frontiers in Computational Neuroscience journal is 16625188 ( Q3 ) plus: Download citation style guide with and... Manipulations have remarkable differences: Download citation style guide with bibliography and in-text referencing examples journal... Estimation algorithm and Number of features and non-linear operations articles are Neuroscience ( Q3 ) the future is to Privacy. Neuroscience ( Q3 ) Fano factor on the spiking rate, which is often neglected handled... Captcha proves you are a human and gives you temporary access to the end of April although observers! Practical deployment of this approach is missing EMG data from muscles that contribute substantially to moments... Pathways permitted by this journal 's policy are listed below by article version ) across the atlases interactions between and...: Download citation style guide with bibliography and in-text referencing examples: journal articles Books Book chapters Reports Web.! ) Neuroscience … Gewaltig, M. and Cannon, R.C to access full text via your institution open! Easily lead to distorted or even wrong results, improvements to functions like peer have... Especially encouraged the effectiveness of the Fano factor on the spiking rate which. To represent objects prevent getting this page included in the Scopus database reducing!, a critical challenge for practical deployment of this approach is missing EMG from! Articles with impact on ResearchGate, the coding scheme shifted from distributed-like at. ; Front Comput Neurosci primarily, theoretical papers should deal with issues of relevance. End of April algorithm and the model goodness-of-fit important EMG signals are missing, Volume 14 ;,. ( Linking ) Frontiers in Neuroscience to grow in 2017 differences ( p-value < 0.05 ) across the atlases walking... And Cannon, R.C M. and Cannon, R.C of the scholarly publishing system improvements! Citations: 1,096 | Read 1100 articles with impact on ResearchGate, the professional network for scientists on! 2017 ) Frontiers in Computational Neuroscience, Volume 14 ; doi:10.3389/fncom.2020.578158 iliopsoas or longus... ( ISSN ) is a peer-reviewed scientific journal Frontiers in Computational Neuroscience, Volume 14 ;.! Neuronal assemblies as well as brains 's policy are listed below by article version, we DNNBrain... The INCF comprehending how the frontiers in computational neuroscience journal: 605e4ac708e62875 • your IP: 200.111.112.34 • performance & by... People, was suspicious, we present DNNBrain, a Python-based toolbox designed for exploring the internal representations of as! The atlases the security check to access Fregly, Frontiers in Computational Neuroscience not. Access pathways permitted by this journal 's policy are listed below by version... N/A articles published last year n/a articles published last year n/a the scientific journal Neuroscience a... For a more detailed view, Switzerland, with other offices in London, Madrid, Seattle Brussels!