Predicting individual traits from models of brain dynamics accurately ...

This valuable study combines the use of Fisher Kernels with Hidden Markov models aiming to improve brain-behaviour prediction. The evidence ...

In order to then use this description of all subjects' individual brain dynamics, we map each subject into a feature space (4). This mapping can ...

Predicting individual traits from models of brain dynamics accurately ...

Share this TRiP tab (click to copy link)Copied! ... This valuable study combines the use of Fisher Kernels with Hidden Markov models aiming to ...

Predicting individual traits from models of brain dynamics accurately ...

Brain dynamics can be described by models of varying complexity, but what is the best way to use these models of brain dynamics for ...

(PDF) Predicting individual traits from models of brain dynamics ...

Brain dynamics can be described by models of varying complexity, but what is the best way to use these models of brain dynamics for ...

Learning brain dynamics for decoding and predicting individual ...

The model was also able to learn individual differences in measures of fluid intelligence and verbal IQ at levels comparable to that of existing techniques. We ...

[PDF] Predicting individual traits from models of brain dynamics ...

The Fisher kernel is proposed, a mathematically principled approach to predict phenotypes from subject-specific HMMs that results in benefits in terms of ...

Predicting individual traits from models of brain dynamics accurately ...

Predicting an individual's cognitive traits or clinical condition using brain signals is a central goal in modern neuroscience.

Predicting individual traits from models of brain dynamics accurately ...

Using the Hidden Markov model (HMM) as a model of brain dynamics, we here propose the use of the Fisher kernel, a mathematically principled approach to predict ...

(PDF) Predicting individual traits from models of brain dynamics ...

The Fisher kernel is computed in a way that preserves the mathematical structure of the HMM. This results in benefits in terms of both accuracy and reliability ...

: Publication 12739 - UK Biobank

... models of brain network dynamics to predict individual traits. ... accuracy and robustness of cognitive trait predictions. By comparing ...

Predicting individual traits from models of brain dynamics accurately ...

The author proposes a method using the Fisher kernel to accurately and reliably predict individual traits from brain dynamics, outperforming other methods ...

Predicting individual traits from models of brain dynamics accurately ...

In summary, our approach makes it possible to leverage information about an individual's brain dynamics for prediction in cognitive neuroscience and ...

Stacking models of brain dynamics to improve prediction of subject ...

One approach to leveraging this information is to extract features from models of brain network dynamics to predict individual traits. However, these ...

Enhancing Prediction of Human Traits and Behaviors through ...

We applied both traditional and our novel RSFC estimation methods to a large-scale dataset from the Human Connectome Project and the Brain ...

Using connectome-based predictive modeling to predict individual ...

Technical advances and large-scale datasets have allowed for the development of models capable of predicting individual differences in traits and behavior using ...

Reliability and robustness in static and dynamic FC predictions

Predicting individual traits from brain measures is a major goal in modern neuroscience. ... These models also have a higher prediction accuracy than the time- ...

Predicting individual traits from models of brain dynamics accurately ...

Fingerprint. Dive into the research topics of 'Predicting individual traits from models of brain dynamics accurately and reliably using the Fisher kernel'.

Stacking models of brain dynamics to improve prediction of subject ...

extract features that can predict individual subject traits. One ... individual traits from models of brain dynamics accurately and ...

Stacking models of brain dynamics improves prediction of ... - OHBM

Beyond structural and static brain measures, brain dynamics can add important information when investigating individual cognitive traits [1].