Structural risk minimization is a machine-learning framework that addresses the issue of over-fitting by providing a backbone for analysis as well as an impetus for the design of better learning algorithms.
The GIs can also be defined over a smoothed backbone, rather than the original backbone.
Weekly EEPFL treatment consisted of a concomitant boost of etoposide 40 mg m -2) i.v. over 30 m -2 epirubicin 10 mg m(-2) i.v. over 5 min to a backbone regimen, weekly PFL chemotherapy with cisplatin 25 mg m(-2), 5-FU 2200 mg m(-2), leucovorin 120 mg m(-2) given simultaneously by 24-h i.v. infusion.
In the future, we plan to extend the LANS approach to dynamic networks that evolve in time and to a probabilistic framework in which we learn posterior distributions over edges belonging to a backbone network.
In human immunodeficiency virus hepatitis C-coinfected, both protease inhibitor- and nonnucleoside reverse transcriptase inhibitor-based regimens were associated with progression of liver fibrosis over time when paired with a backbone of abacavir/lamivudine but not tenofovir/emtricitabine.
Both PI and NNRTI use was associated with increases in APRI over time when paired with a backbone of ABC/3TC: 16% per 5 years (95% confidence interval [CI], 4%, 29%) and 11% per 5 years (95% CI, 2%, 20%), respectively.
In this solution initially a backbone network is established which constructed from a set of strong backbone nodes (BBNs) over the ad hoc network.
Lindorff-Larsen et al. (2005) and Røgen (2005) discussed the effect of defining SGM vector over smoothed backbone versus that over original backbone.
Indeed, infrastructure-less mobile communication environments, such as mobile ad hoc networks (MANETs), present a paradigm shift from back-boned networks in that data are transferred from node to node via peer-to-peer interactions and not over an underlying backbone of routers.
Motivated by this issue, in this paper, we investigate the traffic matrix estimation problem in an IP-over-WDM backbone network.
