Summary

• Page properties (1 modified, 0 added, 0 removed)

Details

Page properties

Content

...	...	@@ -1,35 +1,21 @@
1		-(% class="jumbotron" %)
2		-(((
3		-(% class="container" %)
4		-(((
5		-= My Collab's Extended Title =
	1	+{{{The integration of an individual’s brain
	2	+imaging data in VBMs has improved patient-specific predictivity, although Bayesian
	3	+estimation of spatially distributed parameters remains challenging even with state-
	4	+of-the-art Monte Carlo sampling. VBMs imply latent nonlinear state space models
	5	+driven by noise and network input, necessitating advanced probabilistic machine
	6	+learning techniques for widely applicable Bayesian estimation. Here we present
	7	+Simulation-based Inference on Virtual Brain Models (SBI-VBMs), and demonstrate
	8	+that training deep neural networks on both spatio-temporal and functional fea-
	9	+tures allows for accurate estimation of generative parameters in brain disorders.
	10	+The systematic use of brain stimulation provides an effective remedy for the non-
	11	+identifiability issue in estimating the degradation limited to smaller subset of con-
	12	+nections. By prioritizing model structure over data, we show that the hierarchical
	13	+structure in SBI-VBMs renders the inference more effective, precise and biologically
	14	+plausible. This approach could broadly advance precision medicine by enabling fast
	15	+and reliable prediction of patient-specific brain disorders.
6	6
7		-My collab's subtitle
8		-)))
9		-)))
	17	+Code:
	18	+}}}
10	10
11		-(% class="row" %)
12		-(((
13		-(% class="col-xs-12 col-sm-8" %)
14		-(((
15		-= What can I find here? =
16	16
17		-* Notice how the table of contents on the right
18		-* is automatically updated
19		-* to hold this page's headers
20		-
21		-= Who has access? =
22		-
23		-Describe the audience of this collab.
24		-)))
25		-
26		-
27		-(% class="col-xs-12 col-sm-4" %)
28		-(((
29		-{{box title="**Contents**"}}
30		-{{toc/}}
31		-{{/box}}
32		-
33		-
34		-)))
35		-)))
	21	+Ref: [[https:~~/~~/iopscience.iop.org/article/10.1088/2632-2153/ad6230>>https://iopscience.iop.org/article/10.1088/2632-2153/ad6230]]