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Informative Brain-Mind Feature Space

Published on Dec 03, 20122549 Views

A wide variety of brain-derived signals presently are available to drive brain computer interface devices. These include the popular EEG recordings, magnetoencephalography, functional magnetic resonan

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Chapter list

Informative Brain-Mind Feature Spaces00:00
Roles for Machine Learning in Neuroscience00:47
If neuroimaging ... (1)01:27
If neuroimaging ... (2)01:50
If neuroimaging ... (5)01:51
What Are Roles of Machine Learning in Neuroscience Research?02:02
ADHD-200 Initiative02:19
JB Colby, JD Rudie, JA Brown, PK Douglas, MS Cohen and Z Shehzad. Front Syst Neurosci, 6: p. 59. 2012 (1)03:13
JB Colby, JD Rudie, JA Brown, PK Douglas, MS Cohen and Z Shehzad. Front Syst Neurosci, 6: p. 59. 2012 (2)03:18
JB Colby, JD Rudie, JA Brown, PK Douglas, MS Cohen and Z Shehzad. Front Syst Neurosci, 6: p. 59. 2012 (3)03:23
JB Colby, JD Rudie, JA Brown, PK Douglas, MS Cohen and Z Shehzad. Front Syst Neurosci, 6: p. 59. 2012 (4)03:28
JB Colby, JD Rudie, JA Brown, PK Douglas, MS Cohen and Z Shehzad. Front Syst Neurosci, 6: p. 59. 2012 (5)03:38
JB Colby, et al.. Front Syst Neurosci, 6: p. 59. 2012 (1)03:52
JB Colby, et al.. Front Syst Neurosci, 6: p. 59. 2012 (2)04:10
JB Colby, et al.. Front Syst Neurosci, 6: p. 59. 2012 (3)04:28
JB Colby, et al.. Front Syst Neurosci, 6: p. 59. 2012 (4)04:38
JB Colby, et al.. Front Syst Neurosci, 6: p. 59. 2012 (5)04:54
JB Colby, et al.. Front Syst Neurosci, 6: p. 59. 2012 (6)05:04
NeuroImage (1)05:26
General Findings05:32
Kerr, et al., Epilepsia. 2012, (in press) (1)06:34
Kerr, et al., Epilepsia. 2012, (in press) (2)07:48
Kerr, et al., Epilepsia. 2012, (in press) (3)07:49
Computer Aided Diagnostics -208:01
Computer Aided Diagnostics -308:14
Increasing Pathological Understanding09:07
Goals of Functional Neuroimaging10:16
Science 261:556, 199311:02
Brain Reading11:08
Brain Networks11:14
A Model of Cognition12:00
The functional architecture of the human brain (1)12:46
The functional architecture of the human brain (2)13:18
IC’s as Classifier Dimensions13:41
Making an IC Dictionary13:51
Belief (1)14:35
Belief (2)14:55
Belief (3)15:00
Belief (4)15:07
Belief (5)15:15
Operationalized Belief (1)15:22
Operationalized Belief (2)15:57
Classifying Belief and Disbelief16:44
Belief Detector (1)17:38
Belief Detector (2)18:31
HMM-Based Craving State Modeling and Classification (1)19:18
HMM-Based Craving State Modeling and Classification (2)20:08
IC’s from Craving Task20:34
Translate IC-Correlation Features into HMM Symbols (1)21:10
Translate IC-Correlation Features into HMM Symbols (2)21:56
HMM Performance (1)22:06
HMM Performance (2)23:12
FMRI-EEG23:14
Alpha Rhythm and Bold (1)23:58
Alpha Rhythm and Bold (2)24:35
Alpha Tomograms25:48
Automatic Electrode Location & Identification (1)26:55
Automatic Electrode Location & Identification (2)27:14
Automatic Electrode Location & Identification (3)27:18
Automatic Electrode Location & Identification (4)27:29
Automatic Electrode Location & Identification (5)27:35
Automatic Electrode Location & Identification (6)27:37
Attention (1)28:37
Attention (2)29:10
Attention (3)29:42
Attention (4)30:02
Attention (5)30:23
Attention (5)30:37
Attention (6)31:03
Attention (7)31:04
Auditory Stimuli31:10
Visual Stimuli31:44
Attention (8)31:54
ML & Neuroscience31:56
Thanks34:29