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Towards Alzheimer's Disease Classification through Transfer Learning [article]

Marcia Hon, Naimul Khan
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
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.
arXiv:1711.11117v1 fatcat:lxhc2ymkqvgjvidhk3fh2dx5mu

A Cavalier in Virginia--The Right Hon. Sir Wm. Berkeley, His Majesty's Governor

Marcia Brownell Bready
1909 The William and Mary quarterly  
doi:10.2307/1916336 fatcat:m6b6jlcsgrbjtot5ow23s76w6a

Transfer Learning with intelligent training data selection for prediction of Alzheimer's Disease

Naimul Mefraz Khan, Nabila Abraham, Marcia Hon
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

David J Rotenberg, Qing Chang, Natalia Potapova, Andy Wang, Marcia Hon, Marcos Sanches, Nikola Bogetic, Nathan Frias, Tommy Liu, Brendan Behan, Rachad El-Badrawi, Stephen C Strother (+11 others)
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
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.
doi:10.3389/fninf.2018.00077 pmid:30459587 pmcid:PMC6232622 fatcat:ecbxaeuqtjhjlcqylhlkjb5qae

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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