Network Augmentation (NetAug) is a recent method used to improve the performance of tiny neural networks on large-scale datasets. This provides additional supervision models from larger augmented models, mitigating issue underfitting. However, capacity not fully utilized, resulting in underutilization resources. In order utilize model without exacerbating underfitting model, we propose new call...

Michael A. Campitelli, MPH; Susan E. Bronskill, PhD; Laura C. Maclagan, MSc; Daniel Harris, Cecilia Cotton, Mina Tadrous, PharmD, Andrea Gruneir, David B. Hogan, MD; Colleen J. Maxwell, PhD

This research is being funded by Ministerio de Ciencia y Tecnología TIC 2003-09557-C02-02.

The statement of the Hanna Neumann Conjecture (HNC) is purely algebraic: for a free group Γ and any nontrivial finitely generated subgroups A and B of Γ, rk (A ∩B)− 1 ≤ (rkA− 1)(rkB − 1). The goal of this paper is to systematically develop machinery that would allow for generalizations of HNC and to exhibit their relations with topology and analysis. On the topological side we define immersions...

Mass gatherings (MGs) occur for many different reasons including religious, social, cultural, political and sporting events. There are two types of spontaneous and organized MGs. The first one takes place when a population displaces due to natural disasters or conflicts, whereas the second one is seen in a preplanned program. Mass gatherings are associated with health risks of infectious diseas...

UNLABELLED Mineral dust-induced gene, mdig has recently been identified and is known to be overexpressed in a majority of human cancers and holds predictive power in the poor prognosis of the disease. Mdig is an environmentally expressed gene that is involved in cell proliferation, neoplastic transformation and immune regulation. With the advancement in deciphering the prognostic role of mdig i...

Let F be a free group. If H and K are subgroups of F , we let H ∨K = 〈H,K〉 denote the join of H and K. We study the relationship between the rank of H ∩K and that of H ∨K for a pair of finitely generated subgroups H and K of F . In particular, we have the following particular case of the Hanna Neumann Conjecture, which has also been obtained by L. Louder [6] using his machinery for folding grap...

and asked if the factor 2 can be dropped. If one translates her approach (which is a slight modification of Howson's) to graph-theoretic terms, it easily shows that the answer is often "yes"in fact, for most U the answer is "yes" for all V. According to Gersten [G], the above problem has come to be known as the "Haana Neumann Conjecture." Using ideas of immersions of graphs originating from Sta...