Wavelets are mathematical functions used for analyzing localized variations of power within a time series, offering a versatile tool for signal processing and data compression. They allow for the decomposition of a signal into different frequency components, each with a resolution matched to its scale, making them ideal for applications like image compression and noise reduction.