The problem of identifying voice commands has always been a challenge due to the presence of noise and variability in speed, pitch, etc. We will compare the efficacies of several neural network architectures for the speech recognition problem. In particular, we will build a model to determine whether a one second audio clip contains a particular word (out of a set of 10), an unknown word, or si...

Fifty-five word stories are brief pieces of creative writing that use elements of poetry, prose, or both to encapsulate key experiences in health care. These stories have appeared in Family Medicine and JAMA and have been used to teach family medicine faculty development fellows. Writers and readers of 55-word stories gain insight into key moments of the healing arts; the brevity of the pieces ...

This paper focuses on a key aspect of Statistical Machine Translation: word alignment. Various word alignment models are presented, first differentiating between methods and then highlighting the preferred method. A partially detailed mathematical explanation is provided for each model as well as a brief implementation of the Expectation Maximization Algorithm (EM Algorithm) for later models. F...

ABSTRACT Stachys is one of the largest genera in the flowering plant family. It is in the subfamily Lamioideae (Labiatae), spreading and growing in different parts of Iran. The purpose of this study was to investigate the chemical properties of Stachyslavandulifolia as well as the essence, ethanol and methanol extracts of this plant. It was collected from Chulus located in the West of Mazandara...

In this paper, we analyze the relationship between performance and use of brand terms in the key phrases that link advertisements to searcher queries. We use data that consist of more than 2.5 million daily records from a key word advertising campaign of a major U.S. retailer. The campaign spanned nearly four years, involved approximately $8 million in advertising cost, and generated more than ...