Consistency Conditions of the Faddeev-Niemi-Periwal Ansatz for the SU(N) Gauge Field

The consistency condition of the Faddeev-Niemi ansatz for the gauge-fixed massless SU(2) gauge field is discussed. The generality of the ansatz is demonstrated by obtaining a sufficient condition for the existence of the three-component field introduced by Faddeev and Niemi. It is also shown that the consistency conditions determine this three-component field as a functional of two arbitrary functions. The consistency conditions corresponding to the Periwal ansatz for the SU(N) gauge field with N larger than 2 are also obtained. It is shown that the gauge field obeying the Periwal ansatz must satisfy extra (N-1)(N-2)/2 conditions.Comment: PTP Tex, 15 pages, Eq.(3.18) inserte

Non-Abelian Stokes Theorem for Loop Variables Associated with Nontrivial Loops

The non-Abelian Stokes theorem for loop variables associated with nontrivial loops (knots and links) is derived. It is shown that a loop variable is in general different from unity even if the field strength vanishes everywhere on the surface surrounded by the loop.Comment: 18 pages,10 Postscript figures, PTP Tex, Journal-ref adde

Topic Clustering of Data Science and Analytics Job Descriptions

Since the rise of data science and analytics, the definitions of data scientists and analysts have been obscure. Various perceptions of those positions originate from companies, which have been attempting to gain competitive advantages over their competitors by using data in their business. However, the data science and analytics job markets are suffering from a high turnover rate as well as long times to fill job openings. This research conducts a hierarchical clustering and topic modeling in order to demonstrate how data scientist positions and data analyst positions can be distinguished from each other by finding hidden correlations among words used in job descriptions