Physiologically Oriented Models of the Hemodynamic Response in Functional MRI

نویسندگان

  • Frithjof Kruggel
  • D. Yves von Cramon
چکیده

Today, most studies of cognitive processes using functional MRI (fMRI) experiments adopt highly flexible stimulation designs, where not only the activation amount but also the time course of the measured hemodynamic response is of interest. The measured signal only indirectly reflects the underlying neuronal activation, and is understood as being convolved with a hemodynamic modulation function. An approach to better allow inferences about the neuronal activation is given by modeling this convolution process. In this study, we investigate this approach and discuss computational models for the hemodynamic response. An analysis of a recent fMRI experiment underlines the usefulness of this approach.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Receptive Field Encoding Model for Dynamic Natural Vision

Introduction: Encoding models are used to predict human brain activity in response to sensory stimuli. The purpose of these models is to explain how sensory information represent in the brain. Convolutional neural networks trained by images are capable of encoding magnetic resonance imaging data of humans viewing natural images. Considering the hemodynamic response function, these networks are ...

متن کامل

Locally regularized spatiotemporal modeling and model comparison for functional MRI.

In this work we treat fMRI data analysis as a spatiotemporal system identification problem and address issues of model formulation, estimation, and model comparison. We present a new model that includes a physiologically based hemodynamic response and an empirically derived low-frequency noise model. We introduce an estimation method employing spatial regularization that improves the precision ...

متن کامل

Analysis II : Magnetic Resonance Imaging

Cognitive processes are widely distributed across the whole brain, involving interacting and overlapping brain regions. Magnetic resonance imaging (MRI) provides a non-invasive, in vivo, quantitative measurement of psycho-physiologically relevant parameters that are related to cognitive operations in the normal and abnormal brain. The combination of sophisticated experimental designs and powerf...

متن کامل

Analysis II : Magnetic Resonance Imaging Este la Camara , Josep Marco - Pal larés , Thomas F . Münte and Antoni Rodr íguez - Fornel ls

Cognitive processes are widely distributed across the whole brain, involving interacting and overlapping brain regions. Magnetic resonance imaging (MRI) provides a non-invasive, in vivo, quantitative measurement of psycho-physiologically relevant parameters that are related to cognitive operations in the normal and abnormal brain. The combination of sophisticated experimental designs and powerf...

متن کامل

Modeling the hemodynamic response in single-trial functional MRI experiments.

Today, most studies of cognitive processes using functional MRI (fMRI) experiments adopt a single-trial design. Highly flexible stimulation paradigms require new statistical models in which not only the activation amount but also the time course of the measured hemodynamic response is analyzed. Most previous approaches have been based on a linear regression context and have introduced hemodynam...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 1999