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IL-Net: Using Expert Knowledge to Guide the Design of Furcated Neural Networks [article]

Khushmeen Sakloth, Wesley Beckner, Jim Pfaendtner, Garrett B. Goh
2018 arXiv   pre-print
Deep neural networks (DNN) excel at extracting patterns. Through representation learning and automated feature engineering on large datasets, such models have been highly successful in computer vision and natural language applications. Designing optimal network architectures from a principled or rational approach however has been less than successful, with the best successful approaches utilizing an additional machine learning algorithm to tune the network hyperparameters. However, in many
more » ... ical fields, there exist established domain knowledge and understanding about the subject matter. In this work, we develop a novel furcated neural network architecture that utilizes domain knowledge as high-level design principles of the network. We demonstrate proof-of-concept by developing IL-Net, a furcated network for predicting the properties of ionic liquids, which is a class of complex multi-chemicals entities. Compared to existing state-of-the-art approaches, we show that furcated networks can improve model accuracy by approximately 20-35%, without using additional labeled data. Lastly, we distill two key design principles for furcated networks that can be adapted to other domains.
arXiv:1809.05127v1 fatcat:uawtdzef2zekfipkoghc5kh45u

Page 445 of Virginia Medical Quarterly : VMQ Vol. 67, Issue 7 [page]

1940 Virginia Medical Quarterly : VMQ  
WESLEY C. Bowers, New York City, N. Y. Discussion: Dr. Francis H. McGovern, Danville, Va. Dr. William F. Beckner, Huntington, W. Va. “The Female Bladder.”’ Dr. A. I.  ... 

Page 296 of Kansas Medicine Vol. 12, Issue 7 [page]

1912 Kansas Medicine  
“CYRUS WESLEY, Secretary. Ce) 6th District, Arch D. Jones, councillor, Wichita.—No report. 7th District, W. F.  ...  Beckner, councillor, Seldon.—No report 11th District, J. A. Dillon, councillor, Larned.—No report. 12th District, W. F. Fee, councillor, Meade.—No report.  ... 

Page 113 of Kansas Bar Association. The Journal of the Kansas Bar Association Vol. 16, Issue 1 [page]

1947 Kansas Bar Association. The Journal of the Kansas Bar Association  
Beckner E. C. Flood Wayne McCaslin Elmer E. Euwer Paul Applegate C. O. Lutz J. F. Bell J. F.  ...  Wesley Ulysses Steve W. Church Greensburg Oscar F. Perkins Roscoe E. Peterson C. E. Beymer B. V. Hampton Frank S. Sullivan John A. Etling R. H. Thompson O. M. Wheat. D. B. Lang O. A. Wilson Don A.  ... 

Page 105 of Kansas Bar Association. The Journal of the Kansas Bar Association Vol. 13, Issue 1 [page]

1944 Kansas Bar Association. The Journal of the Kansas Bar Association  
Beckner Colby H. Hampton Gove E. C. Flood Hays J. F. Bennett Norton Wayne McCaslin Elmer E.  ...  Wesley. Steve W. Church Robert C. Mayse Oscar F. Perkins. Coldwater Hugoton Greensburg Ashland Elkhart Roscoe E. Peterson C. E. Beymer. Cc. J. Dennis Sublette B. V. Hampton Pratt Frank S.  ... 

Page 107 of Kansas Bar Association. The Journal of the Kansas Bar Association Vol. 15, Issue 1 [page]

1946 Kansas Bar Association. The Journal of the Kansas Bar Association  
Beckner H. Hampton E. C. Flood J. F. Bennett... Wayne McCaslin Elmer E. Euwer Paul Applegate Harold W.  ...  Wesley Steve W. Church Robert C. Mayse Oscar F. Perkins Roscoe E. Peterson Richard A. Floyd C. J. Dennis Frank S. Sullivan John A. Etling R. H. Thompson Bruce Mack... Harry Brice O. M.  ... 

Page 293 of The Journal of Southern History Vol. 13, Issue 2 [page]

1947 The Journal of Southern History  
Hill has been named to succeed Lucien Beckner as editor of the Filson Club History Quarterly.  ...  Younger, of the University of Virginia, to teach at George Wash- ington University; Wesley M. Gewehr, of the University of Maryland, to teach at the University of New Mexico; Henry H.  ... 

Page 107 of Kansas Bar Association. The Journal of the Kansas Bar Association Vol. 15, Issue 1 [page]

1946 Kansas Bar Association. The Journal of the Kansas Bar Association  
Beckner Colby H. Hampton Gove E. C. Flood Hays J. F. Bennett Norton Stockton Wayne McCaslin Elmer E. Euwer Goodland Wakeen Paul Applegate. Harold W. McCombs.  ...  Wesley Ulysses Steve W. Church Greensburg Robert C. Mayse Ashland Oscar F. Perkins Elkhart D. B. Lang. Scott City Roscoe E. Peterson Lakin Tribune Sublette Pratt Richard A. Floyd C. J. Dennis B. V.  ... 

Page 60 of Kansas Medicine Vol. 25, Issue 2 [page]

1925 Kansas Medicine  
Cyrus Wesley of Fort Dodge died in December at the age of 61, at Miami, Flor- ida, of chronic nephritis. Dr.  ...  Beckner, Goodland; dele- gates, I. L. Parker, Hill City, and F. D. Kennedy, Norton. Dr. Walter Stephenson of Edmond, and I. L. Parker of Hill City, were voted into membership.  ... 

Page 147 of Kansas Bar Association. The Journal of the Kansas Bar Association Vol. 26, Issue 1 [page]

1957 Kansas Bar Association. The Journal of the Kansas Bar Association  
Bond, Wesley Moore Bldg. Robert Bond, Wesley Moore Bldg. W.N. Calkins, Judge 13th District O. J. Connell, Jr., 218 W. Central W. H. Coutts, Jr., Citizens State Bank Bldg. Roy B.  ...  Beckner, Connelly Bldg. Sam W. G. Lowe Leon N. Roulier, Box 517 Gerald C. Stover, Thiel Loe. Keith R. Willoughby, 155 a ag (COMANCHE. oth Dist.) ay Frank E. Daily, Jr, 123 S. Central Harold S.  ... 

Page 147 of Kansas Bar Association. The Journal of the Kansas Bar Association Vol. 26, Issue 1 [page]

1957 Kansas Bar Association. The Journal of the Kansas Bar Association  
Bond, Wesley Moore Bldg. Robert Bond, Wesley Moore Bldg. W.N. Calkins, Judge 13th District O. J. Connell, Jr., 218 W. Central W. H. Coutts, Jr., Citizens State Bank Bldg. Roy B.  ...  Beckner, Connelly Bldg. Sam W. G. Lowe Leon N. Roulier, Box 517 Gerald C. Stover, Thiel ag Keith R. Willoughby, Box 155 ati (COMANCH E—9th Dist.) ay T. Frank E. Daily, Jr, 123 S.  ... 

Page 81 of Kansas Bar Association. The Journal of the Kansas Bar Association Vol. 12, Issue 1 [page]

1943 Kansas Bar Association. The Journal of the Kansas Bar Association  
., Coffeyville Beckner, Eurie F., Colby Belt, Raymond, Coffeyville Bennett, Edgar C., Hon., Marysville Bennett, Mark L., Topeka Bennett, R.  ...  H., Wichita Brown, Forest W., Atwood Brown, George Austin, Wichita Brown, Paul, Wichita Brown, Silas S., Wichita Brown, Walter E., New York, New York Brown, Wesley E., Hutchinson Bruce, E.  ... 

Page 81 of Kansas Bar Association. The Journal of the Kansas Bar Association Vol. 12, Issue 1 [page]

1943 Kansas Bar Association. The Journal of the Kansas Bar Association  
., Coffeyville Beckner, Eurie F., Colby Belt, Raymond, Coffeyville Bennett, Edgar C., Hon., Marysville Bennett, Mark L., Topeka Bennett, R.  ...  H., Wichita Brown, Forest W., Atwood Brown, George Austin, Wichita Brown, Paul, Wichita Brown, Silas S., Wichita Brown, Walter E., New York, New York Brown, Wesley E., Hutchinson Bruce, E.  ... 

Page 509 of American Spirit Vol. 84, Issue 6 [page]

1950 American Spirit  
Beckner Jacob Shank 52. 3. 23 Ellenore M. Lytle 70. 9. 12 0. 0. 10  ...  Weisner aged 78 years & 15 days John Wesley King Aged 20 years, 10 mo. and 27 days John E. Reno 8 m. William Mish 69 y. 8 m. 24 d. J. E. H. Long 3d. 10 m. Lourah V. Wiertner 2 m. 21 d. Annie M.  ... 

Page 252 of Virginia Medical Quarterly : VMQ Vol. 87, Issue 5 [page]

1960 Virginia Medical Quarterly : VMQ  
Danville, Va Beatry, Harry B $555 Columbia Pike Arlington, Va Beaven, Charles \W 87 29th Sr Newport Beazle 3400 Parl Richn sad Beazlie, Frank 311 Main St Newport Ni Beck, Reger 1 1809 Park Ave Richmond, Va Beckner  ...  S 227 Midtown Bldg Norfolk 5, Va Berlin, Irving 305 Blair Ave Newport News, Va Berlin, Lewis 6103 Granby St Norfolk, Va Sernart, William | Nassaw adox, \ 1 Bernhart, Wesley ¢ Columbia Pike (Box 163 Annandale  ... 
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