List of works - Tülay Adalı

A CCA+ICA based model for multi-task brain imaging data fusion and its application to schizophrenia

scientific article

A New Riemannian Averaged Fixed-Point Algorithm for MGGD Parameter Estimation

scientific article published in 2015

A Scalable Approach to Independent Vector Analysis by Shared Subspace Separation for Multi-Subject fMRI Analysis

scientific article published in 2023

A Shared Vision for Machine Learning in Neuroscience

scientific article published on 26 January 2018

A class of complex ICA algorithms based on the kurtosis cost function

scientific article published in March 2008

A constrained coefficient ica algorithm for group difference enhancement

article by Jing Sui et al published March 2008 in Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing

A feature-selective independent component analysis method for functional MRI.

scientific article published on January 2007

A method for accurate group difference detection by constraining the mixing coefficients in an ICA framework

scientific article published on September 2009

A method for comparing group fMRI data using independent component analysis: application to visual, motor and visuomotor tasks

scientific article

A method for multitask fMRI data fusion applied to schizophrenia

scientific article

A method to compare the discriminatory power of data-driven methods: Application to ICA and IVA

scientific article published on 30 October 2018

A new blind source separation framework for signal analysis and artifact rejection in functional Near-Infrared Spectroscopy

scientific article published on 14 June 2019

A review of group ICA for fMRI data and ICA for joint inference of imaging, genetic, and ERP data

scientific article

A review of multivariate methods for multimodal fusion of brain imaging data

scientific article

A review of multivariate methods in brain imaging data fusion

article

A statistically motivated framework for simulation of stochastic data fusion models applied to multimodal neuroimaging

scientific article

A window-less approach for capturing time-varying connectivity in fMRI data reveals the presence of states with variable rates of change

scientific article published on 9 January 2018

Adaptive constrained independent vector analysis: An effective solution for analysis of large-scale medical imaging data

scientific article published on 22 June 2020

An ICA based approach for steady-state and transient analysis of task fMRI data: Application to study of thermal pain response

scientific article published on 13 July 2019

An ICA-based method for the identification of optimal FMRI features and components using combined group-discriminative techniques

scientific article

Application of Graph Theory to Assess Static and Dynamic Brain Connectivity: Approaches for Building Brain Graphs

scientific article published on 25 April 2018

Application of independent component analysis with adaptive density model to complex-valued fMRI data

scientific article

Approximation by fully complex multilayer perceptrons

scientific article

Automatic Bayesian classification of healthy controls, bipolar disorder, and schizophrenia using intrinsic connectivity maps from FMRI data

scientific article

Automatic identification of functional clusters in FMRI data using spatial dependence

scientific article

Blind Source Separation for Unimodal and Multimodal Brain Networks: A Unifying Framework for Subspace Modeling

scientific article published on 27 July 2016

Canonical Correlation Analysis for Data Fusion and Group Inferences: Examining applications of medical imaging data

scientific article

Canonical Correlation Analysis for Feature-Based Fusion of Biomedical Imaging Modalities and Its Application to Detection of Associative Networks in Schizophrenia

scientific article

Capturing subject variability in fMRI data: A graph-theoretical analysis of GICA vs. IVA.

scientific article

Changes in fMRI magnitude data and phase data observed in block-design and event-related tasks

scientific article

Comparison of IVA and GIG-ICA in Brain Functional Network Estimation Using fMRI Data

scientific article

Comparison of PCA approaches for very large group ICA.

scientific article

Comparison of multi-subject ICA methods for analysis of fMRI data

scientific article

Complex-Valued Adaptive Signal Processing Using Nonlinear Functions

scholarly article by Hualiang Li & Tülay Adalı published 25 February 2008 in EURASIP Journal on Advances in Signal Processing

Constrained source-based morphometry identifies structural networks associated with default mode network

scientific article published on January 2012

Correction: Independent Component Analysis for Brain fMRI Does Indeed Select for Maximal Independence

Decomposing the brain: components and modes, networks and nodes

scientific article published on 7 April 2012

Different activation dynamics in multiple neural systems during simulated driving

scientific article published in July 2002

Discriminating schizophrenia and bipolar disorder by fusing fMRI and DTI in a multimodal CCA+ joint ICA model

scientific article

Dynamic changes of spatial functional network connectivity in healthy individuals and schizophrenia patients using independent vector analysis

scientific article published on 10 January 2014

Estimating the number of independent components for functional magnetic resonance imaging data

scientific article

Evaluating models of dynamic functional connectivity using predictive classification accuracy ⬇️

scientific article published in 2018

Extraction of Time-Varying Spatiotemporal Networks Using Parameter-Tuned Constrained IVA

scientific article published on 23 January 2019

Feature-based fusion of medical imaging data

scientific article

Fusion of fMRI, sMRI, and EEG data using canonical correlation analysis

General nonunitary constrained ICA and its application to complex-valued fMRI data

scientific article

Graph-theoretical analysis identifies transient spatial states of resting-state dynamic functional network connectivity and reveals dysconnectivity in schizophrenia

scientific article published on 25 December 2020

Guest Editorial for Special Section on Multimodal Biomedical Imaging: Algorithms and Applications

Guest Editorial: Machine Learning for Signal Processing

scholarly article by Shigeru Katagiri et al published 6 February 2014 in Journal of Signal Processing Systems

High classification accuracy for schizophrenia with rest and task FMRI data

scientific article

Higher Dimensional Meta-State Analysis Reveals Reduced Resting fMRI Connectivity Dynamism in Schizophrenia Patients

scientific article

ICA and IVA for Data Fusion: An Overview and a New Approach Based on Disjoint Subspaces

scientific article published on 03 December 2018

Identification of Subgroup Differences Using IVA: Application to fMRI Data Fusion

scientific article published on 01 July 2020

Impact of autocorrelation on functional connectivity

scientific article published on 27 July 2014

Independent Vector Analysis for Gradient Artifact Removal in Concurrent EEG-fMRI Data

scientific article published on 13 February 2015

Independent Vector Analysis for SSVEP Signal Enhancement, Detection, and Topographical Mapping

scientific article

Independent component analysis for brain FMRI does indeed select for maximal independence

scientific article

Independent component analysis of 2-D electrophoresis gels

scientific article published in October 2008

Independent vector analysis for common subspace analysis: Application to multi-subject fMRI data yields meaningful subgroups of schizophrenia

scientific article published on 27 April 2020

Introduction to the Issue on fMRI Analysis for Human Brain Mapping

scientific article

Joint Blind Source Separation by Multi-set Canonical Correlation Analysis

scientific article published on October 2009

Kernel-based tensor partial least squares for reconstruction of limb movements

scholarly article published May 2013

Kernelization of Tensor-Based Models for Multiway Data Analysis: Processing of Multidimensional Structured Data

article by Qibin Zhao et al published July 2013 in IEEE: Signal Processing Magazine

Linked Component Analysis From Matrices to High-Order Tensors: Applications to Biomedical Data ⬇️

Modeling nuclear reactor core dynamics with recurrent neural networks

article

Modulations of functional connectivity in the healthy and schizophrenia groups during task and rest

scientific article

Multi-modal data fusion using source separation: Two effective models based on ICA and IVA and their properties

scientific article

Multi-set canonical correlation analysis for the fusion of concurrent single trial ERP and functional MRI.

scientific article

Multidataset Independent Subspace Analysis with Application to Multimodal Fusion

scientific article published on 08 October 2020

Multidataset independent subspace analysis extends independent vector analysis

Multisubject independent component analysis of fMRI: a decade of intrinsic networks, default mode, and neurodiagnostic discovery

scientific article

Nonrigid Medical Image Registration by Finite‐Element Deformable Sheet‐Curve Models ⬇️

scientific article published on August 13, 2006

On entropy rate for the complex domain

scientific article published on April 2010

Order Selection of the Linear Mixing Model for Complex-valued FMRI Data

scientific article

Parallel group ICA+ICA: Joint estimation of linked functional network variability and structural covariation with application to schizophrenia

scientific article published on 16 May 2019

Performance of blind source separation algorithms for fMRI analysis using a group ICA method

scientific article published on 8 December 2006

Phase Ambiguity Correction and Visualization Techniques for Complex-Valued ICA of Group fMRI Data

scientific article

Preserving subject variability in group fMRI analysis: performance evaluation of GICA vs. IVA.

scientific article published on 26 June 2014

Quality Map Thresholding for De-noising of Complex-Valued fMRI Data and Its Application to ICA of fMRI.

scientific article

Quantifying motor recovery after stroke using independent vector analysis and graph-theoretical analysis

scientific article

Quantifying the Interaction and Contribution of Multiple Datasets in Fusion: Application to the Detection of Schizophrenia

scientific article

Reproducibility in Matrix and Tensor Decompositions: Focus on model match, interpretability, and uniqueness

scientific article published in 2022

Resting-State fMRI Dynamics and Null Models: Perspectives, Sampling Variability, and Simulations

article

Restricted Boltzmann machines for neuroimaging: an application in identifying intrinsic networks

scientific article

Role of diversity in ICA and IVA: theory and applications

Sample-poor estimation of order and common signal subspace with application to fusion of medical imaging data

scientific article

Shared and Subject-Specific Dictionary Learning (ShSSDL) Algorithm for Multisubject fMRI Data Analysis

scientific article published on 16 February 2018

Source Separation and Applications [From the Guest Editors]

Source based morphometry using structural MRI phase images to identify sources of gray matter and white matter relative differences in schizophrenia versus controls

article by Lai Xu et al published March 2008 in Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing

Space: A Missing Piece of the Dynamic Puzzle

scientific article published on 23 January 2020

Spatial Dynamic Functional Connectivity Analysis Identifies Distinctive Biomarkers in Schizophrenia

scientific article published on 24 September 2019

Spatial Variance in Resting fMRI Networks of Schizophrenia Patients: An Independent Vector Analysis

scientific article

Structural angle and power images reveal interrelated gray and white matter abnormalities in schizophrenia

scientific article

Structured sparse multiset canonical correlation analysis of simultaneous fNIRS and EEG provides new insights into the human action-observation network

The role of diversity in complex ICA algorithms for fMRI analysis

scientific article

The role of diversity in data-driven analysis of multi-subject fMRI data: Comparison of approaches based on independence and sparsity using global performance metrics

scientific article published on 21 September 2018

Three-way (N-way) fusion of brain imaging data based on mCCA+jICA and its application to discriminating schizophrenia

scientific article

Three-way FMRI-DTI-methylation data fusion based on mCCA+jICA and its application to schizophrenia

scientific article

Trends in Machine Learning for Signal Processing [In the Spotlight]

scholarly article by Tülay Adalı et al published November 2011 in IEEE: Signal Processing Magazine

Unmixing fMRI with independent component analysis

scientific article

Unraveling Diagnostic Biomarkers of Schizophrenia Through Structure-Revealing Fusion of Multi-Modal Neuroimaging Data

scientific article published on 03 May 2019

Wavelet-based fMRI analysis: 3-D denoising, signal separation, and validation metrics

scientific article published on 26 October 2010

List of works by Tülay Adalı

A CCA+ICA based model for multi-task brain imaging data fusion and its application to schizophrenia

A New Riemannian Averaged Fixed-Point Algorithm for MGGD Parameter Estimation

A Scalable Approach to Independent Vector Analysis by Shared Subspace Separation for Multi-Subject fMRI Analysis

A Shared Vision for Machine Learning in Neuroscience

A class of complex ICA algorithms based on the kurtosis cost function

A constrained coefficient ica algorithm for group difference enhancement

A feature-selective independent component analysis method for functional MRI.

A method for accurate group difference detection by constraining the mixing coefficients in an ICA framework

A method for comparing group fMRI data using independent component analysis: application to visual, motor and visuomotor tasks

A method for multitask fMRI data fusion applied to schizophrenia

A method to compare the discriminatory power of data-driven methods: Application to ICA and IVA

A new blind source separation framework for signal analysis and artifact rejection in functional Near-Infrared Spectroscopy

A review of group ICA for fMRI data and ICA for joint inference of imaging, genetic, and ERP data

A review of multivariate methods for multimodal fusion of brain imaging data

A review of multivariate methods in brain imaging data fusion

A statistically motivated framework for simulation of stochastic data fusion models applied to multimodal neuroimaging

A window-less approach for capturing time-varying connectivity in fMRI data reveals the presence of states with variable rates of change

Adaptive constrained independent vector analysis: An effective solution for analysis of large-scale medical imaging data

An ICA based approach for steady-state and transient analysis of task fMRI data: Application to study of thermal pain response

An ICA-based method for the identification of optimal FMRI features and components using combined group-discriminative techniques

Application of Graph Theory to Assess Static and Dynamic Brain Connectivity: Approaches for Building Brain Graphs

Application of independent component analysis with adaptive density model to complex-valued fMRI data

Approximation by fully complex multilayer perceptrons

Automatic Bayesian classification of healthy controls, bipolar disorder, and schizophrenia using intrinsic connectivity maps from FMRI data

Automatic identification of functional clusters in FMRI data using spatial dependence

Blind Source Separation for Unimodal and Multimodal Brain Networks: A Unifying Framework for Subspace Modeling

Canonical Correlation Analysis for Data Fusion and Group Inferences: Examining applications of medical imaging data

Canonical Correlation Analysis for Feature-Based Fusion of Biomedical Imaging Modalities and Its Application to Detection of Associative Networks in Schizophrenia

Capturing subject variability in fMRI data: A graph-theoretical analysis of GICA vs. IVA.

Changes in fMRI magnitude data and phase data observed in block-design and event-related tasks

Comparison of IVA and GIG-ICA in Brain Functional Network Estimation Using fMRI Data

Comparison of PCA approaches for very large group ICA.

Comparison of multi-subject ICA methods for analysis of fMRI data

Complex-Valued Adaptive Signal Processing Using Nonlinear Functions

Constrained source-based morphometry identifies structural networks associated with default mode network

Correction: Independent Component Analysis for Brain fMRI Does Indeed Select for Maximal Independence

Decomposing the brain: components and modes, networks and nodes

Different activation dynamics in multiple neural systems during simulated driving

Discriminating schizophrenia and bipolar disorder by fusing fMRI and DTI in a multimodal CCA+ joint ICA model

Dynamic changes of spatial functional network connectivity in healthy individuals and schizophrenia patients using independent vector analysis

Estimating the number of independent components for functional magnetic resonance imaging data

Evaluating models of dynamic functional connectivity using predictive classification accuracy ⬇️

Extraction of Time-Varying Spatiotemporal Networks Using Parameter-Tuned Constrained IVA

Feature-based fusion of medical imaging data

Fusion of fMRI, sMRI, and EEG data using canonical correlation analysis

General nonunitary constrained ICA and its application to complex-valued fMRI data

Graph-theoretical analysis identifies transient spatial states of resting-state dynamic functional network connectivity and reveals dysconnectivity in schizophrenia

Guest Editorial for Special Section on Multimodal Biomedical Imaging: Algorithms and Applications

Guest Editorial: Machine Learning for Signal Processing

High classification accuracy for schizophrenia with rest and task FMRI data

Higher Dimensional Meta-State Analysis Reveals Reduced Resting fMRI Connectivity Dynamism in Schizophrenia Patients

ICA and IVA for Data Fusion: An Overview and a New Approach Based on Disjoint Subspaces

Identification of Subgroup Differences Using IVA: Application to fMRI Data Fusion

Impact of autocorrelation on functional connectivity

Independent Vector Analysis for Gradient Artifact Removal in Concurrent EEG-fMRI Data

Independent Vector Analysis for SSVEP Signal Enhancement, Detection, and Topographical Mapping

Independent component analysis for brain FMRI does indeed select for maximal independence

Independent component analysis of 2-D electrophoresis gels

Independent vector analysis for common subspace analysis: Application to multi-subject fMRI data yields meaningful subgroups of schizophrenia

Introduction to the Issue on fMRI Analysis for Human Brain Mapping

Joint Blind Source Separation by Multi-set Canonical Correlation Analysis

Kernel-based tensor partial least squares for reconstruction of limb movements

Kernelization of Tensor-Based Models for Multiway Data Analysis: Processing of Multidimensional Structured Data

Linked Component Analysis From Matrices to High-Order Tensors: Applications to Biomedical Data ⬇️

Modeling nuclear reactor core dynamics with recurrent neural networks

Modulations of functional connectivity in the healthy and schizophrenia groups during task and rest

Multi-modal data fusion using source separation: Two effective models based on ICA and IVA and their properties

Multi-set canonical correlation analysis for the fusion of concurrent single trial ERP and functional MRI.

Multidataset Independent Subspace Analysis with Application to Multimodal Fusion

Multidataset independent subspace analysis extends independent vector analysis

Multisubject independent component analysis of fMRI: a decade of intrinsic networks, default mode, and neurodiagnostic discovery

Nonrigid Medical Image Registration by Finite‐Element Deformable Sheet‐Curve Models ⬇️

On entropy rate for the complex domain

Order Selection of the Linear Mixing Model for Complex-valued FMRI Data

Parallel group ICA+ICA: Joint estimation of linked functional network variability and structural covariation with application to schizophrenia

Performance of blind source separation algorithms for fMRI analysis using a group ICA method

Phase Ambiguity Correction and Visualization Techniques for Complex-Valued ICA of Group fMRI Data

Preserving subject variability in group fMRI analysis: performance evaluation of GICA vs. IVA.

Quality Map Thresholding for De-noising of Complex-Valued fMRI Data and Its Application to ICA of fMRI.