Learn the concept of backward elimination in machine learning, a feature selection technique that helps improve model performance by removing irrelevant features.
If you want to use functions that do not supportdlarrayobjects, or want to use a specific algorithm to compute the gradients, then you can define a custom deep learning operation as a differentiable function object. To define a custom deep learning operation as a differentiable function, you ca...
learning by association is a very important alternative algorithm for learning. Designing a neural network that learns by association to solve a particular problem might be more difficult that desgining an alternative neural network that learns by backward error propagation, but ...
This means that no modification of the algorithm implementing the numerical scheme is necessary—such a step often poses a significant obstacle in the wider adoption of novel numerical schemes that do require the implementation of new algorithms. We plan to further investigate the possibility of ...
As the min-sum algorithm is only an approximation to the full belief-propagation expression, numerous attempts have been made to improve the performance of the min-sum algorithm. Two notable improvements are the normalized min-sum algorithm and the offset min-sum algorithm [50], where the latter...
Solution procedure for implementing back-propagation The solution algorithm for finding estimation results through BTCG includes the following three main steps iteratively: The forward passing step sequentially implements trip generation, trip distribution estimation, and a route-based traffic assignment which...
the backward-forward algorithm is conducted. The remainder of this paper is organized as follows. Section 2 describes the mathematical formulation of the BHCPs and GPS. In Section 3, the LGSM is illustrated to address multi-dimensional BHCPs. In Section 4, several numerical examples are conducte...
Roberts, Larry, “Rate Based Algorithm for Point-to-Multipoint ABR Service,” ATM Forum/94-0772(R1) (Nov. 10, 1994). Hunt, Doug, “Open Issues for ABR Point-Multipoint Connections,” ATM Forum/95-1034 (Aug. 7-11, 1995). The ATM Forum Technical Committee, “Traffic Management Specific...
To validate the efficiency of the proposed algorithm, a complex analytical function with Gaussian distribution inputs and two challenging aerodynamic applications including a sonic boom propagation analysis considering atmospheric uncertainty and a natural-laminar-flow (NLF) airfoil computation under both ...
Menon et al., “SCRIPT: A Critical Path Tracing Algorithm for Synchronous Sequential Circuits,” IEEE Transactions on Computer-Aided Design, IEEE, 1991. Mukherjee et al., “A Systematic Methodology to Compute the Architectural Vulnerability Factors for a High-Performance Microprocessor,” Proceeding of...