We describe L-SR1, a new second order method to train deep neural networks. Second order methods hold great promise for distributed training of deep networks. Unfortunately, they have not proven practical. Two significant barriers to their success are inappropriate handling of saddle points, and poor conditioning of the Hessian. L-SR1 is a practical second order method that addresses these conc...

The primary goals of the appraisal are to document problems in question design and identify possible revisions. The review criteria are standard and so, the appraisal offers the promise of increased consistency in questionnaire review and revision. We have found that the household appraisal is a quick and inexpensive source of feedback when more extensive cognitive laboratory testing activities...

High-order accurate methods for convection-dominated problems have the potential to reduce the computational effort required for a given order of solution accuracy. The state of the art in this field is more advanced for Eulerian methods than for semi-Lagrangian (SLAG) methods. In this paper, we introduce a new SLAG method that is based on combining the modified method of characteristics with a...

Sebek, Oldrich K. (The Upjohn Company, Kalamazoo, Mich.). Microbiological method for the determination of l-tryptophan. J. Bacteriol. 90:1026-1031. 1965.-The ability of Chrombacterium violaceum to utilize l-tryptophan for the synthesis of a purple pigment, violacein, served as a basis for the development of a quantitative estimation of this amino acid. The method consists of suspending washed c...

Voltammetric techniques have been considered as important methods among the analytical techniques used for the identification and determination of trace concentrations of many biological molecules such as L-ascorbic acid (AA). L-ascorbic acid is an electro-active molecule, though it is difficult to determine its value directly with a majority of electrodes made of carbon and transition metals, ...

A method is described for estimating plasma and urinary hemoglobin concentrations as low as 3 mg/L. The assay measures at 528 nm the rate of peroxidation of chlorpromazine by hemoglobin and is not affected by ascorbate and bilirubin concentrations up to 500 mumol/L. Results by this method (mean +/- SD: 54.4 +/- 41.6 mg/L; n = 19) correlated well with those by a scanning spectrophotometric metho...

Phenomenological Studies Cross Sources: Qualitative, Critical ethnography, Grounded theory, Case study Definition: The examination of human experiences through detailed descriptions of the people being studied. The procedure involves studying a small number of subjects through extensive and prolonged engagement to develop patterns/relationships of meaning. Reference: Dukes; Oiler (as cited in C...

The question of how to parallelize the stochastic gradient descent (SGD) method has received much attention in the literature. In this paper, we focus instead on batch methods that use a sizeable fraction of the training set at each iteration to facilitate parallelism, and that employ second-order information. In order to improve the learning process, we follow a multi-batch approach in which t...

Elastic ray theory is a high frequency asymptotic approximation of solution of elastodynamic equation, and is widely used in seismology. In this paper, the form invariance under a general spatial mapping and high frequency wave control have been examined by transformation method. It is showed that with the constraint of major and minor symmetry of the transformed elastic tensor, the eikonal equ...