Sequential Learning of Principal Curves: Summarizing Data Streams on the Fly

Benjamin Guedj, Le Li

When confronted with massive data streams, summarizing data with dimension reduction methods such as PCA raises theoretical and algorithmic pitfalls. Principal curves act as a nonl…