Update README.md

README.md

@@ -55,7 +55,7 @@ plot(profile, mot)
 - `th` is a threshold on how nearby in time two motifs are allowed to be.
 ![motif_plot](figures/motifs.svg)
 
-Also see the function `anomalies(profile)` to find anomalies in the data, sometimes called *discords*.
+Also see the function `anomalies(profile)` to find anomalies (or outliers) in the data, sometimes called *discords*.
 
 
 ## Arbitrary metrics and input types
@@ -93,4 +93,4 @@ This function can take a while to run for long time-series, for `length(T) = 15k
 - The STOMP algorithm used in `matrix_profile` is detailed in the paper [Matrix profile II](https://www.cs.ucr.edu/~eamonn/STOMP_GPU_final_submission_camera_ready.pdf).
 - The algorithm used in `segment` and `segment_profile` comes from [Matrix Profile VIII](https://www.cs.ucr.edu/~eamonn/Segmentation_ICDM.pdf)
 - The MP distance is described in [Matrix profile XII](https://www.cs.ucr.edu/~eamonn/MPdist_Expanded.pdf)
-- The algorithm for extraction of time-series snippets comes from [Matrix profile XIII](https://www.cs.ucr.edu/~eamonn/Time_Series_Snippets_10pages.pdf)
+- The algorithm for extraction of time-series snippets comes from [Matrix profile XIII](https://www.cs.ucr.edu/~eamonn/Time_Series_Snippets_10pages.pdf)