E-resources
Open access
-
Akbar, F; Ghosh, A; Young, S; Akhter, S; Z Ahmad Dar; Ansari, V; Ascencio, M V; M Sajjad Athar; Bodek, A; Bonilla, J L; Bravar, A; Budd, H; Caceres, G; Cai, T; Carneiro, M F; Díaz, G A; Felix, J; Fields, L; Filkins, A; Fine, R; Gaura, P K; Gran, R; Harris, D A; Jena, D; Jena, S; Kleykamp, J; Klustová, A; Last, D; Lozano, A; Lu, X G; Maher, E; Manly, S; Mann, W A; McFarland, K S; Messerly, B; Miller, J; Moreno, O; Morfín, J G; Nelson, J K; Nguyen, C; Olivier, A; Paolone, V; Perdue, G N; Plows, K J; Ramírez, M A; Ruterbories, D; H Su; Syrotenko, V S; Waldron, A V; Yaeggy, B; Zazueta, L; The MINERvA Collaboration
arXiv.org, 01/2022Paper, Journal Article
We compare different neural network architectures for Machine Learning (ML) algorithms designed to identify the neutrino interaction vertex position in the MINERvA detector. The architectures developed and optimized by hand are compared with the architectures developed in an automated way using the package "Multi-node Evolutionary Neural Networks for Deep Learning" (MENNDL), developed at Oak Ridge National Laboratory (ORNL). The two architectures resulted in a similar performance which suggests that the systematics associated with the optimized network architecture are small. Furthermore, we find that while the domain expert hand-tuned network was the best performer, the differences were negligible and the auto-generated networks performed well. There is always a trade-off between human, and computer resources for network optimization and this work suggests that automated optimization, assuming resources are available, provides a compelling way to save significant expert time.
Author
Shelf entry
Permalink
- URL:
Impact factor
Access to the JCR database is permitted only to users from Slovenia. Your current IP address is not on the list of IP addresses with access permission, and authentication with the relevant AAI accout is required.
Year | Impact factor | Edition | Category | Classification | ||||
---|---|---|---|---|---|---|---|---|
JCR | SNIP | JCR | SNIP | JCR | SNIP | JCR | SNIP |
Select the library membership card:
If the library membership card is not in the list,
add a new one.
DRS, in which the journal is indexed
Database name | Field | Year |
---|
Links to authors' personal bibliographies | Links to information on researchers in the SICRIS system |
---|
Source: Personal bibliographies
and: SICRIS
The material is available in full text. If you wish to order the material anyway, click the Continue button.