Title: New Approach to Periodicity Detection Abstract: Periodicity is pervasive in all fields of Astronomy: from rotation of asteroids, through transiting exoplanets and pulsating stars, to stellar orbits around the Galactic Center. Thus, detecting periodicity in astronomical data, which are often sparse and unevenly sampled, has always been a staple of astronomical research. Astronomers use an arsenal of methods to perform the task, none of them is perfect, and most of them rely on some arbitrary assumptions or parameters. The most popular one is the Lomb-Scargle periodogram which essentially searches for sinusoidal periodicities. This talk will present a novel approach to periodicity detection – the Phase Distance Correlation periodogram (PDC) - which is nonparametric, model independent and computationally elegant. PDC is an application of some very recent developments in statistics, and it opens up new horizons in the field. It can easily be extended to detect periodicities of new and unknown types, in various modalities of data - photometry, spectroscopy, astrometry and even polarimetry. It can also be applied to the problem of radial-velocity detection of exoplanets in the presence of interference by stellar activity. The talk will introduce the basic ideas of PDC, highlight its novelty, and demonstrate its advantages in some types of data.