The state-specific and frequency-band specific beta pdfs corresponding to a 5-state beta-HMM were estimated from L = 5 sessions of LFP recording from NHP LM. For each state (viewed row-wise) and a frequency band (viewed column-wise), the corresponding subplot presents (1) the empirical pdf plotted as a histogram based on the observations that correspond to the optimal segmentation (Viterbi algorithm) across the L = 5 sessions, and (2) the continuous beta pdf with parameters estimated by the EM algorithm. Each color distinguishes a state as in Fig 4. (TIF)</p
<p><b>A</b>) Example of an LFP (blue trace) recorded simultaneously with the MP (black trace) of a n...
<p><b>A</b>) The sliding-window density estimate of the LF-amplitude is shown for an example LFP rec...
<p>Inferred behavioural states from the MCMC fitting are shown for each location (red is ‘slow-area-...
The state-specific and frequency-band specific beta pdfs corresponding to a 5-state beta-HMM were es...
The state-specific and frequency-band specific beta pdfs corresponding to a 6-state beta-HMM were es...
(A,B) Multitaper spectrograms of LFP and corresponding estimated latent state trajectories from 2 of...
(A) Duration statistics corresponding to gamma and slow-delta activities in NHP MJ and NHP LM. For e...
Neural recordings from primate LFP (A) or human EEG (B) serve as inputs to the algorithm. Electrical...
Panels A and B present analysis from NHP MJ sessions 1–4, panels C and D present analysis from NHP L...
(A) One realization of simulated spectrogram. (B) Markov path corresponding to the simulated spectro...
(A) Multitaper spectrogram of LFP where time 0 marks the time-point of administration of 20 mg/kg ke...
Multitaper spectrograms of LFP and corresponding estimated latent state trajectories from 4 sessions...
A typical 20 second epoch (following a high-dose ketamine bolus) of LFP from a single electrode of a...
<p><b>A</b>) The distribution of DOWN state durations inferred by the HMM algorithm for an example L...
In each state plot, one dot represents the mean scaled power in a specific frequency band for one pa...
<p><b>A</b>) Example of an LFP (blue trace) recorded simultaneously with the MP (black trace) of a n...
<p><b>A</b>) The sliding-window density estimate of the LF-amplitude is shown for an example LFP rec...
<p>Inferred behavioural states from the MCMC fitting are shown for each location (red is ‘slow-area-...
The state-specific and frequency-band specific beta pdfs corresponding to a 5-state beta-HMM were es...
The state-specific and frequency-band specific beta pdfs corresponding to a 6-state beta-HMM were es...
(A,B) Multitaper spectrograms of LFP and corresponding estimated latent state trajectories from 2 of...
(A) Duration statistics corresponding to gamma and slow-delta activities in NHP MJ and NHP LM. For e...
Neural recordings from primate LFP (A) or human EEG (B) serve as inputs to the algorithm. Electrical...
Panels A and B present analysis from NHP MJ sessions 1–4, panels C and D present analysis from NHP L...
(A) One realization of simulated spectrogram. (B) Markov path corresponding to the simulated spectro...
(A) Multitaper spectrogram of LFP where time 0 marks the time-point of administration of 20 mg/kg ke...
Multitaper spectrograms of LFP and corresponding estimated latent state trajectories from 4 sessions...
A typical 20 second epoch (following a high-dose ketamine bolus) of LFP from a single electrode of a...
<p><b>A</b>) The distribution of DOWN state durations inferred by the HMM algorithm for an example L...
In each state plot, one dot represents the mean scaled power in a specific frequency band for one pa...
<p><b>A</b>) Example of an LFP (blue trace) recorded simultaneously with the MP (black trace) of a n...
<p><b>A</b>) The sliding-window density estimate of the LF-amplitude is shown for an example LFP rec...
<p>Inferred behavioural states from the MCMC fitting are shown for each location (red is ‘slow-area-...