Regularization methods are often employed to reduce overfitting of machine learning models.Nonconvex penalty functions are often considered for regularization because of their near-unbiasedness Intimates properties.In this paper, we consider two relatively new penalty functions: Laplace and arctan, and show how they fit into certain recently introd
Conceptualizing psychiatric disorders as idiosyncratic networks of mutually reinforcing behaviors and emotions has a long history in the form Girls Sweater of psychotherapy case conceptualizations created collaboratively by therapist and patient.However, such methods are typically unsystematic and biased by therapist assumptions.An alternative is P
The zero-shot classification algorithm has been widely concerned in recent years, in which the labeling of samples of a new category is unnecessary and the cost of annotations can be reduced in applications.This Quartz Watch paper presents a zero-shot method for image classification based on word vectors enhancement and distance metric learning.Spe
Conservation of grape genetic resources in the system in vitro can be a contribution to ampelographic collections, and a source of their replenishment with healthy planting material.The goal of the study is to create a vegetative in vitro collection of plants of promising grape varieties and clones, optimize the conditions for maintaining samples.T
As a copyright of cultural characteristics of historic districts, the soundscape has unique advantages in shaping regional cultural personality, and mastering its spatiotemporal characteristics is crucial for preserving soundscape heritage with natural and humanistic environments as its kernel.Focusing on the Three Square and Seven Alleys historic