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Towards Alzheimer's Disease Classification through Transfer Learning
[article]
2017
arXiv
pre-print
Detection of Alzheimer's Disease (AD) from neuroimaging data such as MRI through machine learning have been a subject of intense research in recent years. Recent success of deep learning in computer vision have progressed such research further. However, common limitations with such algorithms are reliance on a large number of training images, and requirement of careful optimization of the architecture of deep networks. In this paper, we attempt solving these issues with transfer learning, where
arXiv:1711.11117v1
fatcat:lxhc2ymkqvgjvidhk3fh2dx5mu
more »
... state-of-the-art architectures such as VGG and Inception are initialized with pre-trained weights from large benchmark datasets consisting of natural images, and the fully-connected layer is re-trained with only a small number of MRI images. We employ image entropy to select the most informative slices for training. Through experimentation on the OASIS MRI dataset, we show that with training size almost 10 times smaller than the state-of-the-art, we reach comparable or even better performance than current deep-learning based methods.
A Cavalier in Virginia--The Right Hon. Sir Wm. Berkeley, His Majesty's Governor
1909
The William and Mary quarterly
Transfer Learning with intelligent training data selection for prediction of Alzheimer's Disease
2019
IEEE Access
MARCIA HON is currently pursuing the master's degree in data science and analytics from Ryerson University. She has presented the master's work at the IEEE BIBM Conference, in 2017. ...
doi:10.1109/access.2019.2920448
fatcat:w5i3mlggvfgkbmyg5dmxhi2z3m
The CAMH Neuroinformatics Platform: A Hospital-Focused Brain-CODE Implementation
2018
Frontiers in Neuroinformatics
Investigations of mental illness have been enriched by the advent and maturation of neuroimaging technologies and the rapid pace and increased affordability of molecular sequencing techniques, however, the increased volume, variety and velocity of research data, presents a considerable technical and analytic challenge to curate, federate and interpret. Aggregation of high-dimensional datasets across brain disorders can increase sample sizes and may help identify underlying causes of brain
doi:10.3389/fninf.2018.00077
pmid:30459587
pmcid:PMC6232622
fatcat:ecbxaeuqtjhjlcqylhlkjb5qae
more »
... ction, however, additional barriers exist for effective data harmonization and integration for their combined use in research. To help realize the potential of multi-modal data integration for the study of mental illness, the Centre for Addiction and Mental Health (CAMH) constructed a centralized data capture, visualization and analytics environment-the CAMH Neuroinformatics Platform-based on the Ontario Brain Institute (OBI) Brain-CODE architecture, towards the curation of a standardized, consolidated psychiatric hospital-wide research dataset, directly coupled to high performance computing resources.
Page 1963 of Cornell Law Forum Vol. 27, Issue 2
[page]
2000
Cornell Law Forum
Goldman
Hon. John W. Grow
James P. Heffernan lerbert J. Heimer! Jr.
Hon. S. Barrett Hickman
Peter J. Kenny
George H. Kleinberger
M. Milo Mandel
Thomas Meier
Hon. John F. Mulcahy Jr
John M. ...
Martin
Marcia H. Wishengrad
Robert S. Stevens Associates ($1 ,000-$4 ,999) Frederick W. Rose Prof. Faust F. Rossi
Charter Society ($500-$999) Lloyd K. Chanin Edward S. Cogen Robert S. Evans
Henry M. ...
Page 28 of Cornell Law Forum Vol. 22, Issue 2
[page]
1995
Cornell Law Forum
Elizabeth Bradley ’75 Hon. Arnold I. Burns 753 Jack G. Clarke ’52
Hon. Stephen G. Crane 63 Hon. Howard H. Dana Jr. 66 Freddy Dressen ’72
Gerard K. Drummond ’63 Hon. Marvin R. Dye ’17 Karl J. ...
Gould ’33 Margaret Gaffney Graf ’73 Hon. Stewart F. Hancock Jr. 50 Joel M. Hartstone ’70
Hon. Carol E. Heckman ’77 John A. Hetherington ’52 Arnold S. Jacobs 64
Hon. Debra A. James ’78 Klaus H. ...
Page 49 of Cornell Law Forum Vol. 23, Issue 2
[page]
1996
Cornell Law Forum
Quinn ’78 Marcia H. Wishengrad ’60
November 1996 49 ...
Graf ’73
Hon. Stewart F. Hancock Jr. 50 Yvette G. Harmon ’69
Joel M. Hartstone ’70
Hon. Carol E. Heckman ’77 Arnold S. Jacobs ’64
Hon. Debra A. James ’78 Klaus H. Jander ’64 Ruthanne Kurtyka ’73
Hon. ...
Page 507 of National Register of Prominent Americans and International Notables Vol. , Issue
[page]
1974
National Register of Prominent Americans and International Notables
LECTURERS/SPEAKERS
Larson, Marcia L.
Macklin, Dr. Anderson
Mapp, Jr., Alf J.
Meade, Dr. Richard A. Meiselman, Dr. David I. Michael, Jr., The Hon. James Moffett, Anderson G. ...
GOVERNMENT Michael, Jr., The Hon. James H. Pate, Dr. John R.
LAW
Black, Barron F. Coffman, Penelope D. Rawalt, Dr. Marguerite
MEDICAL AND HEALTH SERVICES Clark, Walter D. Ehardt, Col. ...
Page 27 of Cornell Law Forum Vol. 21, Issue 2
[page]
1994
Cornell Law Forum
Marcia Wishengrad Metzger ’60 James C. Moore ’64*
Duncan W. O’Dwyer 63 Deborah M. Quinn ’78
PITTSBURGH, PENNSYLVANIA Richard V. Sica ’72* Jacques M. Wood ’73*
WASHINGTON, D.C. Dana M. ...
Franzino Jr. ’70 Marcia L. Goldstein ’75 Sheppard Guryan ’67* Marian F. Kadlubowski 76 Ruthanne Kurtyka ’73 Mitchell A. Lowenthal ’81 Charles Matays ’71
Jon C. Minikes ’62
Risa M. Mish ’88 Anthony F. ...
Page 29 of The Los Angeles Bar Journal Vol. 19, Issue 1
[page]
1943
The Los Angeles Bar Journal
Danielson Marcia Davenport
H. A. Decker
G. R. Dexter
Roy W. Dowds Robert M. Dulin Ralph W. Evans
Hon. Eugene P. Fay Nathan O. Freedman Hon. Leo Freund Hon. Lucius P. Green Louis Greenbaum Herbert L. ...
Blalock George Bouchard Gerald Bridges
Hon. Ray Brockmann Clemmence Brown Henry Brown
Loris V. Cady
Hon. Joseph L. Call William D. Campbell Adele O. Carver Charles Chorna
Hon. ...
Page 87 of The Gentleman's Magazine Vol. 28, Issue
[page]
1847
The Gentleman's Magazine
Marcia, married in 1835 to William Constable Maxwell, esq. of Everingham Park, Yorkshire; 3. Charles, who died in 1846, aged 29; 4. Mary; 5. William Vavasour, esq. who married in 1846 the Hon. ...
Hon. Sir Epw. Vavasour, Bart.
March 15. Suddenly, near Dijon, on his road to Rome, aged 60, the Hon. ...
Page 33 of Cornell Law Forum Vol. 18, Issue 2
[page]
1991
Cornell Law Forum
Gilman °49
Marcia L. Goldstein '75
Milton S. Gould "33
Prof. William B. Gould '61
Margaret Gaffney Graf 73
Hon. Stewart F. Hancock, Jr., 50
Richard M. Hays °52
Hon. Harry Hazelwood, Jr., 45
Prof. ...
Sabin#
Irma Ulrich Wiseman*
1927
Hon. Mariano H. Ramirez
1928
Tower Club Alfred Appel
Charter Society H. Sol Tunick
Donors
Ernest J. Besig
David R. Bookstaver Hon. Loran L. ...
Page 352 of The Los Angeles Bar Journal Vol. 20, Issue 11
[page]
1945
The Los Angeles Bar Journal
Conley Bernard Brennan Hon. May Lahey
(Board Member) Bruno Newman Miss Anna Brockow Hon. Bert P. ...
Allen Davis (Board Member) Hon. John J. Ford
OFFICERS OF WoMEN’s JuNIOR COMMITTEE
“ . . ...
Page 93 of Notes and Queries Vol. 175, Issue 6
[page]
1938
Notes and Queries
AMPFYLDE, Hon. Sheila Margaret Warwick (C), gggged. (Mrs, Denis Stuckley).
Bampry.LpE, Hon. Violet Marcia Catherine
Warwick (C), ggggd; now Countess of Onslow.
Barinc, Anne (C), gggged. ...
See Lonc, Hon. ...
Page 473 of American Ladies' Magazine Vol. 5, Issue 10
[page]
1832
American Ladies' Magazine
Moulder, Esq. was called to the chair, and the following among other resolutions was adopted :—
Whereas, by the death of MARCIA VAN NESS, lady of the Hon. John P. ...
to be placed upon the coffin of the deceased, bearing the following inscription :
THE CITIZENS OF WASHINGTON, IN TESTIMONY OF THEIR VENERATION FOR DEPARTED WORTH, DEDICATE THIS PLATB TO THE MEMORY OF
MARCIA ...
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