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Volumn , Issue , 2011, Pages 557-562

Sparse multi-task regression and feature selection to identify brain imaging predictors for memory performance

Author keywords

[No Author keywords available]

Indexed keywords

ALZHEIMER'S DISEASE; BRAIN IMAGING; CLINICAL DATA; COGNITIVE FUNCTIONS; COMPACT SETS; EMPIRICAL TEST; IMAGING DATA; INTERCONNECTED STRUCTURES; MEMORY PERFORMANCE; MULTITASK LEARNING; NEURODEGENERATIVE DISORDERS; PREDICTION PERFORMANCE; PREDICTIVE CAPABILITIES; SPARSE REPRESENTATION;

EID: 84863059819     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICCV.2011.6126288     Document Type: Conference Paper
Times cited : (143)

References (23)
  • 1
    • 77955480521 scopus 로고    scopus 로고
    • Clinical core of the alzheimer's disease neuroimaging initiative: Progress and plans
    • P. S. Aisen, R. C. Petersen, and et al. Clinical core of the alzheimer's disease neuroimaging initiative: progress and plans. Alzheimers Dement, 6(3):239-46, 2010.
    • (2010) Alzheimers Dement , vol.6 , Issue.3 , pp. 239-46
    • Aisen, P.S.1    Petersen, R.C.2
  • 2
    • 84864063089 scopus 로고    scopus 로고
    • Multi-task feature learning
    • A. Argyriou, T. Evgeniou, and M. Pontil. Multi-task feature learning. NIPS, pages 41-48, 2007.
    • (2007) NIPS , pp. 41-48
    • Argyriou, A.1    Evgeniou, T.2    Pontil, M.3
  • 4
    • 44949101390 scopus 로고    scopus 로고
    • Increased hippocampal atrophy rates in AD over 6 months using serial MR imaging
    • J. Barnes, R. Scahill, and et al. Increased hippocampal atrophy rates in AD over 6 months using serial MR imaging. Neurobiol Aging, 29(8):1199-1203, 2008.
    • (2008) Neurobiol Aging , vol.29 , Issue.8 , pp. 1199-1203
    • Barnes, J.1    Scahill, R.2
  • 5
    • 70349336340 scopus 로고    scopus 로고
    • A general and unifying framework for feature construction, in image-based pattern classification
    • N. Batmanghelich, B. Taskar, and C. Davatzikos. A general and unifying framework for feature construction, in image-based pattern classification. Inf Process Med Imaging, 21:423-34, 2009.
    • (2009) Inf Process Med Imaging , vol.21 , pp. 423-34
    • Batmanghelich, N.1    Taskar, B.2    Davatzikos, C.3
  • 6
    • 33846607753 scopus 로고    scopus 로고
    • Self-projection and the brain
    • R. Buckner and D. Carroll. Self-projection and the brain. Trends Cogn. Sci., 11(2):49-57, 2007.
    • (2007) Trends Cogn. Sci. , vol.11 , Issue.2 , pp. 49-57
    • Buckner, R.1    Carroll, D.2
  • 8
    • 0034974107 scopus 로고    scopus 로고
    • Hippocampal formation glucose metabolism and volume losses in MCI and AD
    • S. De Santi, M. de Leon, and et al. Hippocampal formation glucose metabolism and volume losses in MCI and AD. Neurobiol of aging, 22(4):529-539, 2001.
    • (2001) Neurobiol of aging , vol.22 , Issue.4 , pp. 529-539
    • De Santi, S.1    De Leon, M.2
  • 9
    • 18244406829 scopus 로고    scopus 로고
    • Whole brain segmentation: Automated labeling of neuroanatomical structures in the human brain
    • B. Fischl, D. H. Salat, and et al. Whole brain segmentation: Automated labeling of neuroanatomical structures in the human brain. Neuron, 33(3):341-55, 2002.
    • (2002) Neuron , vol.33 , Issue.3 , pp. 341-55
    • Fischl, B.1    Salat, D.H.2
  • 10
    • 34250706782 scopus 로고    scopus 로고
    • Deconstructing episodic memory with construction
    • D. Hassabis and E. Maguire. Deconstructing episodic memory with construction. Trends Cogn. Sci., 11(7):299-306, 2007.
    • (2007) Trends Cogn. Sci. , vol.11 , Issue.7 , pp. 299-306
    • Hassabis, D.1    Maguire, E.2
  • 11
    • 67949103436 scopus 로고    scopus 로고
    • Spatially augmented LPboosting for AD classification with evaluations on the ADNI dataset
    • C. Hinrichs, V. Singh, et al. Spatially augmented LPboosting for AD classification with evaluations on the ADNI dataset. Neuroimage, 48(1):138-49, 2009.
    • (2009) Neuroimage , vol.48 , Issue.1 , pp. 138-49
    • Hinrichs, C.1    Singh, V.2
  • 12
    • 85162048536 scopus 로고    scopus 로고
    • Adaptive multi-task Lasso: with application to eQTL detection
    • J. Lafferty, C. K. I. Williams, J. Shawe-Taylor, R. Zemel, and A. Culotta, editors
    • S. Lee, J. Zhu, and E. Xing. Adaptive Multi-Task Lasso: with Application to eQTL Detection. In J. Lafferty, C. K. I. Williams, J. Shawe-Taylor, R. Zemel, and A. Culotta, editors, NIPS, 2010.
    • (2010) NIPS
    • Lee, S.1    Zhu, J.2    Xing, E.3
  • 13
    • 33144484244 scopus 로고    scopus 로고
    • Ways toward an early diagnosis in alzheimer's disease: The alzheimer's disease neuroimaging initiative (adni)
    • S. G. Mueller, M.W.Weiner, and et al. Ways toward an early diagnosis in alzheimer's disease: The alzheimer's disease neuroimaging initiative (adni). Alzheimers Dement, 1(1):55-66, 2005.
    • (2005) Alzheimers Dement , vol.1 , Issue.1 , pp. 55-66
    • Mueller, S.G.1    Weiner, M.W.2
  • 14
    • 85135939782 scopus 로고    scopus 로고
    • Efficient and robust feature selection via joint l2,1-norms minimization
    • F. Nie, H. Huang, X. Cai, and C. Ding. Efficient and Robust Feature Selection via Joint l2,1-Norms Minimization. In NIPS, 2010.
    • (2010) NIPS
    • Nie, F.1    Huang, H.2    Cai, X.3    Ding, C.4
  • 15
    • 34948865158 scopus 로고    scopus 로고
    • Technical report, Department of Statistics, University of California, Berkeley
    • G. Obozinski, B. Taskar, and M. Jordan. Multi-task feature selection. Technical report, Department of Statistics, University of California, Berkeley, 2006.
    • (2006) Multi-task Feature Selection
    • Obozinski, G.1    Taskar, B.2    Jordan, M.3
  • 16
    • 0034620566 scopus 로고    scopus 로고
    • Memory and MRIbased hippocampal volumes in aging and AD
    • R. Petersen, C. Jack Jr, and et al. Memory and MRIbased hippocampal volumes in aging and AD. Neurology, 54(3):581, 2000.
    • (2000) Neurology , vol.54 , Issue.3 , pp. 581
    • Petersen, R.1    Jack, Jr.C.2
  • 17
    • 77954034488 scopus 로고    scopus 로고
    • Whole genome association study of brain-wide imaging phenotypes for identifying quantitative trait loci in MCI and AD: A study of the ADNI cohort
    • L. Shen, S. Kim, and et al. Whole genome association study of brain-wide imaging phenotypes for identifying quantitative trait loci in MCI and AD: A study of the ADNI cohort. NeuroImage, 53(3):1051-1063, 2010.
    • (2010) NeuroImage , vol.53 , Issue.3 , pp. 1051-1063
    • Shen, L.1    Kim, S.2
  • 18
    • 84856412012 scopus 로고    scopus 로고
    • Sparse bayesian learning for identifying imaging biomarkers in AD prediction
    • L. Shen, Y. Qi, and et al. Sparse bayesian learning for identifying imaging biomarkers in AD prediction. In MICCAI, 2010.
    • (2010) MICCAI
    • Shen, L.1    Qi, Y.2
  • 19
    • 77952888499 scopus 로고    scopus 로고
    • Predicting clinical scores from magnetic resonance scans in alzheimer's disease
    • C. M. Stonnington, C. Chu, and et al. Predicting clinical scores from magnetic resonance scans in alzheimer's disease. Neuroimage, 51(4):1405-13, 2010.
    • (2010) Neuroimage , vol.51 , Issue.4 , pp. 1405-1413
    • Stonnington, C.M.1    Chu, C.2
  • 20
    • 0001287271 scopus 로고    scopus 로고
    • Regression shrinkage and selection via the LASSO
    • R. Tibshirani. Regression shrinkage and selection via the LASSO. J. Royal. Statist. Soc B., 58:267-288, 1996.
    • (1996) J. Royal. Statist. Soc B. , vol.58 , pp. 267-288
    • Tibshirani, R.1
  • 21
    • 2942572946 scopus 로고    scopus 로고
    • Relationship between hippocampal volume and memory ability in healthy individuals across the lifespan: Review and meta-analysis
    • C. Van Petten. Relationship between hippocampal volume and memory ability in healthy individuals across the lifespan: review and meta-analysis. Neuropsychologia, 42(10):1394-1413, 2004.
    • (2004) Neuropsychologia , vol.42 , Issue.10 , pp. 1394-1413
    • Van Petten, C.1
  • 22
    • 77952879134 scopus 로고    scopus 로고
    • Multi-modal imaging predicts memory performance in normal aging and cognitive decline
    • K. Walhovd, A. Fjell, and et al. Multi-modal imaging predicts memory performance in normal aging and cognitive decline. Neurobiol Aging, 31(7):1107-1121, 2010.
    • (2010) Neurobiol Aging , vol.31 , Issue.7 , pp. 1107-1121
    • Walhovd, K.1    Fjell, A.2
  • 23
    • 77955474351 scopus 로고    scopus 로고
    • The alzheimer's disease neuroimaging initiative: Progress report and future plans
    • e7
    • M.W.Weiner, P. S. Aisen, and et al. The alzheimer's disease neuroimaging initiative: progress report and future plans. Alzheimers Dement, 6(3):202-11 e7, 2010.
    • (2010) Alzheimers Dement , vol.6 , Issue.3 , pp. 202-211
    • Weiner, M.W.1    Aisen, P.S.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.