diff --git a/examples/example_ress.ipynb b/examples/example_ress.ipynb index dafcadef..b26eab6f 100644 --- a/examples/example_ress.ipynb +++ b/examples/example_ress.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "collapsed": false }, @@ -20,22 +20,13 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import scipy.signal as ss\n", - "\n", - "from meegkit import ress\n", - "from meegkit.utils import unfold, rms, fold, snr_spectrum\n", - "\n", - "# import config\n", - "\n", - "np.random.seed(1)" + "import matplotlib.pyplot as plt\nimport numpy as np\nimport scipy.signal as ss\nfrom meegkit import ress\nfrom meegkit.utils import fold, matmul3d, rms, snr_spectrum, unfold\n\n# import config\n\nnp.random.seed(1)" ] }, { @@ -47,7 +38,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 2, "metadata": { "collapsed": false }, @@ -56,21 +47,21 @@ "output_type": "execute_result", "data": { "text/plain": [ - "" + "" ] }, "metadata": {}, - "execution_count": 15 + "execution_count": 2 }, { "output_type": "display_data", "data": { "text/plain": "
", - "image/png": 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\n" 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\n" }, "metadata": { "image/png": { - "width": 380, + "width": 386, "height": 248 }, "needs_background": "light" @@ -78,7 +69,7 @@ } ], "source": [ - "n_times = 1000\nn_chans = 10\nn_trials = 50\ntarget = 12\nsfreq = 250\nnoise_dim = 8\nSNR = 1.\nt0 = 100\n\n# source\nsource = np.sin(2 * np.pi * target * np.arange(n_times - t0) / sfreq)[None].T\ns = source * np.random.randn(1, n_chans)\ns = s[:, :, np.newaxis]\ns = np.tile(s, (1, 1, n_trials))\nsignal = np.zeros((n_times, n_chans, n_trials))\nsignal[t0:, :, :] = s\n\n# noise\nnoise = np.dot(\n unfold(np.random.randn(n_times, noise_dim, n_trials)),\n np.random.randn(noise_dim, n_chans))\nnoise = fold(noise, n_times)\n\n# mix signal and noise\nsignal = SNR * signal / rms(signal.flatten())\nnoise = noise / rms(noise.flatten())\ndata = signal + noise\n\n# Plot\nf, ax = plt.subplots(3)\nax[0].plot(signal[:, 0, 0], c='C0', label='source')\nax[1].plot(noise[:, 1, 0], c='C1', label='noise')\nax[2].plot(data[:, 1, 0], c='C2', label='mixture')\nax[0].legend()\nax[1].legend()\nax[2].legend()" + "n_times = 1000\nn_chans = 10\nn_trials = 30\ntarget = 12\nsfreq = 250\nnoise_dim = 8\nSNR = .2\nt0 = 100\n\n# source\nsource = np.sin(2 * np.pi * target * np.arange(n_times - t0) / sfreq)[None].T\ns = source * np.random.randn(1, n_chans)\ns = s[:, :, np.newaxis]\ns = np.tile(s, (1, 1, n_trials))\nsignal = np.zeros((n_times, n_chans, n_trials))\nsignal[t0:, :, :] = s\n\n# noise\nnoise = np.dot(\n unfold(np.random.randn(n_times, noise_dim, n_trials)),\n np.random.randn(noise_dim, n_chans))\nnoise = fold(noise, n_times)\n\n# mix signal and noise\nsignal = SNR * signal / rms(signal.flatten())\nnoise = noise / rms(noise.flatten())\ndata = signal + noise\n\n# Plot\nf, ax = plt.subplots(3)\nax[0].plot(signal[:, 0, 0], c='C0', label='source')\nax[1].plot(noise[:, 1, 0], c='C1', label='noise')\nax[2].plot(data[:, 1, 0], c='C2', label='mixture')\nax[0].legend()\nax[1].legend()\nax[2].legend()" ] }, { @@ -90,20 +81,30 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(0.0, 40.0)" + ] + }, + "metadata": {}, + "execution_count": 3 + }, { "output_type": "display_data", "data": { "text/plain": "
", - "image/png": 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\n" + "image/png": 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\n" }, "metadata": { "image/png": { - "width": 388, + "width": 395, "height": 263 }, "needs_background": "light" @@ -111,27 +112,40 @@ } ], "source": [ - "# Apply RESS\n", - "out = ress.RESS(data, sfreq=sfreq, peak_freq=target)\n", - "\n", - "# Compute PSD\n", - "nfft = 250\n", - "df = sfreq / nfft # frequency resolution\n", - "bins, psd = ss.welch(out, sfreq, window=\"hamming\", nperseg=nfft,\n", - " noverlap=125, axis=0)\n", - "psd = psd.mean(axis=1, keepdims=True) # average over trials\n", - "snr = snr_spectrum(psd, bins, skipbins=2, n_avg=2)\n", - "\n", - "f, ax = plt.subplots(1)\n", - "ax.plot(bins, snr, 'o', label='SNR')\n", - "ax.plot(bins[bins == target], snr[bins == target], 'ro', label='Target SNR')\n", - "ax.axhline(1, ls=':', c='grey', zorder=0)\n", - "ax.axvline(target, ls=':', c='grey', zorder=0)\n", - "ax.set_ylabel('SNR (a.u.)')\n", - "ax.set_xlabel('Frequency (Hz)')\n", - "ax.set_xlim([0, 40])\n", - "ax.legend()\n", - "plt.show()" + "# Apply RESS\nout, maps = ress.RESS(data, sfreq=sfreq, peak_freq=target, return_maps=True)\n\n# Compute PSD\nnfft = 250\ndf = sfreq / nfft # frequency resolution\nbins, psd = ss.welch(out.squeeze(1), sfreq, window=\"hamming\", nperseg=nfft,\n noverlap=125, axis=0)\npsd = psd.mean(axis=1, keepdims=True) # average over trials\nsnr = snr_spectrum(psd, bins, skipbins=2, n_avg=2)\n\nf, ax = plt.subplots(1)\nax.plot(bins, snr, 'o', label='SNR')\nax.plot(bins[bins == target], snr[bins == target], 'ro', label='Target SNR')\nax.axhline(1, ls=':', c='grey', zorder=0)\nax.axvline(target, ls=':', c='grey', zorder=0)\nax.set_ylabel('SNR (a.u.)')\nax.set_xlabel('Frequency (Hz)')\nax.set_xlim([0, 40])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Project components back into sensor space to see the effects of RESS on the\naverage SSVEP.\n\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": "
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\n" + }, + "metadata": { + "image/png": { + "width": 384, + "height": 251 + }, + "needs_background": "light" + } + } + ], + "source": [ + "proj = matmul3d(out, maps.T)\nf, ax = plt.subplots(n_chans, 2, sharey='col')\nfor c in range(n_chans):\n ax[c, 0].plot(data[:, c].mean(-1), lw=.5)\n ax[c, 1].plot(proj[:, c].mean(-1), lw=.5)\n ax[c, 0].set_ylabel(f'ch{c}')\n if c < n_chans:\n ax[c, 0].set_xticks([])\n ax[c, 1].set_xticks([])\n\nax[0, 0].set_title('Trial average (before)')\nax[0, 1].set_title('Trial average (after)')\nplt.show()" ] }, { diff --git a/examples/example_ress.py b/examples/example_ress.py index c7c1b720..ff80fcf8 100644 --- a/examples/example_ress.py +++ b/examples/example_ress.py @@ -12,9 +12,8 @@ import matplotlib.pyplot as plt import numpy as np import scipy.signal as ss - from meegkit import ress -from meegkit.utils import unfold, rms, fold, snr_spectrum +from meegkit.utils import fold, matmul3d, rms, snr_spectrum, unfold # import config @@ -26,11 +25,11 @@ # Create synthetic data containing a single oscillatory component at 12 hz. n_times = 1000 n_chans = 10 -n_trials = 50 +n_trials = 30 target = 12 sfreq = 250 noise_dim = 8 -SNR = 1. +SNR = .2 t0 = 100 # source @@ -66,13 +65,13 @@ # ----------------------------------------------------------------------------- # Apply RESS -out = ress.RESS(data, sfreq=sfreq, peak_freq=target) +out, maps = ress.RESS(data, sfreq=sfreq, peak_freq=target, return_maps=True) # Compute PSD nfft = 250 df = sfreq / nfft # frequency resolution -bins, psd = ss.welch(out, sfreq, window="hamming", nperseg=nfft, - noverlap=125, axis=0) +bins, psd = ss.welch(out.squeeze(1), sfreq, window="hamming", nperseg=nfft, + noverlap=125, axis=0) psd = psd.mean(axis=1, keepdims=True) # average over trials snr = snr_spectrum(psd, bins, skipbins=2, n_avg=2) @@ -84,4 +83,21 @@ ax.set_ylabel('SNR (a.u.)') ax.set_xlabel('Frequency (Hz)') ax.set_xlim([0, 40]) + +############################################################################### +# Project components back into sensor space to see the effects of RESS on the +# average SSVEP. + +proj = matmul3d(out, maps.T) +f, ax = plt.subplots(n_chans, 2, sharey='col') +for c in range(n_chans): + ax[c, 0].plot(data[:, c].mean(-1), lw=.5) + ax[c, 1].plot(proj[:, c].mean(-1), lw=.5) + ax[c, 0].set_ylabel(f'ch{c}') + if c < n_chans: + ax[c, 0].set_xticks([]) + ax[c, 1].set_xticks([]) + +ax[0, 0].set_title('Trial average (before)') +ax[0, 1].set_title('Trial average (after)') plt.show() diff --git a/meegkit/ress.py b/meegkit/ress.py index 97444160..56b468d8 100644 --- a/meegkit/ress.py +++ b/meegkit/ress.py @@ -6,7 +6,7 @@ def RESS(X, sfreq: int, peak_freq: float, neig_freq: float = 1, - neig_width: float = 1, n_keep: int = 1, + neig_width: float = 1, n_keep: int = 1, return_maps: bool = False, show: bool = False): """Rhythmic entrainment source separation [1]_. @@ -23,7 +23,26 @@ def RESS(X, sfreq: int, peak_freq: float, neig_freq: float = 1, neig_width : float FWHM of the neighboring frequencies (default=1). n_keep : int - Number of components to keep. + Number of components to keep (default=1). -1 keeps all components. + return_maps : bool + If True, also output maps (mixing matrix). + + Returns + ------- + out : array, shape=(n_samples, n_keep, n_trials) + RESS time series. + maps : array, shape=(n_channels, n_keep) + If return_maps is True, also output mixing matrix. + + Notes + ----- + To project the RESS components back into sensor space, one can proceed as + follows. First apply RESS: + >> out, maps = ress.RESS(data, sfreq, peak_freq, return_maps=True) + + Then multiply each trial by the mixing matrix: + >> from meegkit.utils import matmul3d + >> proj = matmul3d(out, maps.T) References ---------- @@ -35,6 +54,9 @@ def RESS(X, sfreq: int, peak_freq: float, neig_freq: float = 1, n_samples, n_chans, n_trials = theshapeof(X) X = demean(X) + if n_keep == -1: + n_keep = n_chans + # Covariance of signal and covariance of noise c01, _ = tscov(gaussfilt(X, sfreq, peak_freq + neig_freq, fwhm=neig_width, n_harm=1)) @@ -58,25 +80,21 @@ def RESS(X, sfreq: int, peak_freq: float, neig_freq: float = 1, # d = d[idx] # V = V[:, idx] - # Keep a fixed number of components - # max_comps = np.min((n_keep, V.shape[1])) - # V = V[:, np.arange(max_comps)] - # d = d[np.arange(max_comps)] - # Normalize components V /= np.sqrt(np.sum(V, axis=0) ** 2) - # extract components and force sign + # extract components maps = mrdivide(c1 @ V, V.T @ c1 @ V) - idx = np.argmax(np.abs(maps[:, 0])) # find biggest component - maps = maps * np.sign(maps[idx, 0]) # force to positive sign + maps = maps[:, :n_keep] + # idx = np.argmax(np.abs(maps[:, 0])) # find biggest component + # maps = maps * np.sign(maps[idx, 0]) # force to positive sign # reconstruct RESS component time series out = np.zeros((n_samples, n_keep, n_trials)) for t in range(n_trials): out[..., t] = X[:, :, t] @ V[:, np.arange(n_keep)] - if n_keep == 1: - out = out.squeeze(1) - - return out + if return_maps: + return out, maps + else: + return out diff --git a/meegkit/utils/__init__.py b/meegkit/utils/__init__.py index a6819181..cfca680e 100644 --- a/meegkit/utils/__init__.py +++ b/meegkit/utils/__init__.py @@ -6,8 +6,9 @@ nonlinear_eigenspace, pca, regcov, tscov, tsxcov) from .denoise import (demean, find_outlier_samples, find_outlier_trials, mean_over_trials, wpwr) -from .matrix import (fold, multishift, multismooth, normcol, relshift, shift, - shiftnd, theshapeof, unfold, unsqueeze, widen_mask) +from .matrix import (fold, matmul3d, multishift, multismooth, normcol, + relshift, shift, shiftnd, theshapeof, unfold, unsqueeze, + widen_mask) from .sig import (gaussfilt, hilbert_envelope, slope_sum, smooth, spectral_envelope, teager_kaiser) from .stats import (bootstrap_ci, bootstrap_snr, cronbach, rms, robust_mean, diff --git a/meegkit/utils/matrix.py b/meegkit/utils/matrix.py index af36976c..1501eb59 100644 --- a/meegkit/utils/matrix.py +++ b/meegkit/utils/matrix.py @@ -606,6 +606,27 @@ def normcol(X, weights=None, return_norm=False): return X_norm +def matmul3d(X, mixin): + """Apply mixing matrix to each trial of X. + + This is a simple wrapper or np.einsum. + + Parameters + ---------- + X : array, shape=(n_samples, n_chans, n_trials) + mixing : array, shape=(n_chans, n_components) + + Returns + ------- + proj : array, shape=(n_samples, n_components, n_trials) + Projection. + + """ + assert X.ndim == 3, 'data must be of shape (n_samples, n_chans, n_trials)' + assert mixin.ndim == 2, 'mixing matrix must be 2D' + return np.einsum('sct,ck->skt', X, mixin) + + def _check_shifts(shifts, allow_floats=False): """Check shifts.""" types = (int, np.int_) diff --git a/tests/test_ress.py b/tests/test_ress.py index ba770100..aedb43f2 100644 --- a/tests/test_ress.py +++ b/tests/test_ress.py @@ -4,11 +4,11 @@ import pytest import scipy.signal as ss from meegkit import ress -from meegkit.utils import fold, rms, unfold, snr_spectrum +from meegkit.utils import fold, rms, unfold, snr_spectrum, matmul3d def create_data(n_times, n_chans=10, n_trials=20, freq=12, sfreq=250, - noise_dim=8, SNR=1, t0=100, show=False): + noise_dim=8, SNR=.8, t0=100, show=False): """Create synthetic data. Returns @@ -50,7 +50,7 @@ def create_data(n_times, n_chans=10, n_trials=20, freq=12, sfreq=250, @pytest.mark.parametrize('target', [12, 15, 20]) -@pytest.mark.parametrize('n_trials', [10, 20]) +@pytest.mark.parametrize('n_trials', [16, 20]) def test_ress(target, n_trials, show=False): """Test RESS.""" sfreq = 250 @@ -60,7 +60,7 @@ def test_ress(target, n_trials, show=False): out = ress.RESS(data, sfreq=sfreq, peak_freq=target) nfft = 500 - bins, psd = ss.welch(out, sfreq, window="boxcar", nperseg=nfft, + bins, psd = ss.welch(out.squeeze(1), sfreq, window="boxcar", nperseg=nfft, noverlap=0, axis=0, average='mean') # psd = np.abs(np.fft.fft(out, nfft, axis=0)) # psd = psd[0:psd.shape[0] // 2 + 1] @@ -85,11 +85,33 @@ def test_ress(target, n_trials, show=False): ax[1].set_ylabel('PSD') ax[1].set_xlabel('Frequency (Hz)') ax[1].set_xlim([0, 40]) - plt.show() + # plt.show() assert snr[bins == target] > 10 assert (snr[(bins <= target - 2) | (bins >= target + 2)] < 2).all() + # test multiple components + out, maps = ress.RESS(data, sfreq=sfreq, peak_freq=target, n_keep=1, + return_maps=True) + _ = ress.RESS(data, sfreq=sfreq, peak_freq=target, n_keep=2) + _ = ress.RESS(data, sfreq=sfreq, peak_freq=target, n_keep=-1) + + proj = matmul3d(out, maps.T) + assert proj.shape == data.shape + + if show: + f, ax = plt.subplots(data.shape[1], 2, sharey='col') + for c in range(data.shape[1]): + ax[c, 0].plot(data[:, c].mean(-1), lw=.5, label='data') + ax[c, 1].plot(proj[:, c].mean(-1), lw=.5, label='projection') + if c < data.shape[1]: + ax[c, 0].set_xticks([]) + ax[c, 1].set_xticks([]) + + ax[0, 0].set_title('Before') + ax[0, 1].set_title('After') + plt.legend() + plt.show() if __name__ == '__main__': import pytest