SI Appendix To accompany “ Clique topology reveals intrinsic geometric structure in neural correlations . ”
نویسنده
چکیده
Selection criteria for cells and recordings. During each of the three behavioral conditions (spatial navigation, wheel running, and REM sleep), only putative pyramidal cells whose average firing rates were in the 0.2-7 Hz range were used. Putative interneurons, defined as having an average firing rate above 7 Hz over an entire recording session, were excluded. Recordings with at least N=60 neurons satisfying these criteria were selected for the analyses. A total of 18 recordings from 5 animals met the selection criteria. These consisted of 9 “open field” spatial navigation data sets from three animals, 5 wheel running data sets from two animals, and 4 REM sleep data sets from two animals. Periods of REM sleep were detected from the local field potential using the ratio of total delta power (0.1-3 Hz) to total theta power (5-10 Hz) in the spectrogram of the EEG. Periods with delta/theta ratio less than 1 were considered REM sleep. The number of cells and length of each recording were: N = 76 (16 min), N=81 (16 min), N=72 (63 min), N=88 (63 min), N=68 (59 min), N=64 (50 min), N=67 (50 min), N=74 (59 min), and N=66 (60 min) for spatial navigation; N=77 (26 runs, 6 min), N=73 (25 runs, 5 min), N=83 (13 runs, 5 min), N=67 (7 runs, 2 min), and N=64 (10 runs, 3 min) for wheel running; and N=67 (30 s), N=69 (4 min), N=60 (2.5 min), and N=61 (3.5 min) for REM sleep. The N=88 spatial navigation data set was used in Figure 3.
منابع مشابه
Clique Topology Reveals Intrinsic Geometric Structure in Neural Correlations: An Overview
Clique topology is a central theme in this paper and is best explained by breaking it down into two terms. A clique is a complete graph, C that is a subgraph of a directed graph G = (V,E). Alternatively, a clique in an undirected graph G is a subset of vertices, C ⊆ V where every pair of distinct vertices are adjacent. Topology in this case refers to the study of the orientation of clique conne...
متن کاملClique topology reveals intrinsic geometric structure in neural correlations.
Detecting meaningful structure in neural activity and connectivity data is challenging in the presence of hidden nonlinearities, where traditional eigenvalue-based methods may be misleading. We introduce a novel approach to matrix analysis, called clique topology, that extracts features of the data invariant under nonlinear monotone transformations. These features can be used to detect both ran...
متن کاملEFFICIENT SIMULATION FOR OPTIMIZATION OF TOPOLOGY, SHAPE AND SIZE OF MODULAR TRUSS STRUCTURES
The prevalent strategy in the topology optimization phase is to select a subset of members existing in an excessively connected truss, called Ground Structure, such that the overall weight or cost is minimized. Although finding a good topology significantly reduces the overall cost, excessive growth of the size of topology space combined with existence of varied types of design variables challe...
متن کاملOrigin of Hyperbolicity in Brain-to-Brain Coordination Networks
Hyperbolicity or negative curvature of complex networks is the intrinsic geometric proximity of nodes in the graph metric space, which implies an improved network function. Here, we investigate hidden combinatorial geometries in brain-to-brain coordination networks arising through social communications. The networks originate from correlations among EEG signals previously recorded during spoken...
متن کاملNetwork Topology influences Synchronization and Intrinsic Read-out
In this note, we want to show (a) how the statistics of synaptic input influences the read-out of stored intrinsic properties for two-dimensional model neurons and (b) the effects of network topology on synchronization, i.e. the correlations of synaptic input generated in the network. This theoretical work relates to the biological properties of neuromodulation by presynaptic and postsynaptic e...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2015