Certain aspects of the present disclosure relate to methods and systems for noise reduction in analyte data. Raw analyte data is input into a partitioning algorithm to generate partitioned data. An adaptive filter generates rough filtered partitions reducing a noise component in each partition of the partitioned data. A smoothing algorithm smooths the rough filtered partitions to generate smooth filtered data with reduced noise.