Analyzer · Sparsifire

Analyze how specific documents activate the features of the SAE. Select a dataset, a run and a document to begin.

Dataset

SAE Model

Document

Active Features

1479

MIN ACTIVATION

0.0

Details List

#2734 Feature 2734

#1472 Feature 1472

#2921 Feature 2921

#2972 Sensory-Motor Integration

#1173 Feature 1173

#1258 Feature 1258

#2173 Feature 2173

#2981 Feature 2981

#996 Feature 996

#2969 Feature 2969

#734 Feature 734

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#318 Feature 318

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#239 Feature 239

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#2137 Feature 2137

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#2522 Feature 2522

#2553 Feature 2553

#412 Feature 412

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#2818 Feature 2818

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#1524 Feature 1524

#2278 Feature 2278

#1336 Feature 1336

#2036 Feature 2036

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#992 Feature 992

#414 Feature 414

#137 Feature 137

#685 Feature 685

#939 Feature 939

#2314 Feature 2314

#1344 Feature 1344

#1536 Feature 1536

#2348 Feature 2348

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#2577 Feature 2577

#606 Feature 606

#2683 Feature 2683

#1073 Feature 1073

#2596 Feature 2596

#942 Feature 942

#1438 Feature 1438

#2007 Developmental Disparities & Intervention

#197 Feature 197

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#1623 Feature 1623

#2115 Feature 2115

#2218 Feature 2218

#1778 Feature 1778

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#176 Feature 176

#1230 Feature 1230

#2109 Feature 2109

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#2302 Feature 2302

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#275 Feature 275

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#1624 Feature 1624

#2169 Feature 2169

#23 Neuronal Circuitry and Cellular Processes

#1240 Feature 1240

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#2926 Feature 2926

#2778 Hippocampal Memory and Cognitive Function

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#248 Feature 248

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#488 Feature 488

#1007 Feature 1007

#1364 Feature 1364

#804 Feature 804

#184 Feature 184

#164 Feature 164

#2161 Medical/Scientific Discourse with Ethical/Social Implications

#1059 Feature 1059

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#1403 Feature 1403

#1301 Feature 1301

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#3070 Spiritual and Holistic Care in Healthcare

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#1506 Justification/Rationale for Actions

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Document Content

Shared and Subject-Specific Dictionary Learning (ShSSDL) Algorithm for Multisubject fMRI Data Analysis.
Analysis of functional magnetic resonance imaging (fMRI) data from multiple subjects is at the heart of many medical imaging studies, and approaches based on dictionary learning (DL) are recently noted as promising solutions to the problem. However, the DL-based methods for fMRI analysis proposed to date do not naturally extend to multisubject analysis. In this paper, we propose a DL algorithm for multisubject fMRI data analysis. The proposed algorithm [named shared and subject-specific dictionary learning (ShSSDL)] is derived based on a temporal concatenation, which is particularly attractive for the analysis of multisubject task-related fMRI datasets. It differs from existing DL algorithms in both its sparse coding and dictionary update stages and has the advantage of learning a dictionary shared by all subjects as well as a set of subject-specific dictionaries. The performance of the proposed DL algorithm is illustrated using simulated and real fMRI datasets. The results show that it can successfully extract shared as well as subject-specific latent components. In addition to offering a new DL approach, when applied on multisubject fMRI data analysis, the proposed algorithm generates a group level as well as a set of subject-specific spatial maps. The proposed algorithm has the advantage of learning simultaneously multiple dictionaries providing us with a shared as well discriminative source of information about the analyzed fMRI datasets.

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