Birch

By W. Uhl, A. Kyriatsoulis. 2020

How researchers see this paper

The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.

Accelerating Protein Design Using Autoregressive Generative Models (2019, methodology): “We then used BIRCH clustering (Zhang et al., 1996) to ﬁnd diverse members of the dataset in O(n) time.”
Jointly Discovering Visual Objects and Spoken Words from Raw Sensory Input (2018, methodology): “We concatenate the image and speech vectors for each component, and finally perform hierarchical clustering using the Birch algorithm (Zhang et al. 1996) which resulted in 423 final clusters.”
Density‐based clustering (2019, background): “…idea of a landmark model (all objects arriving after a given time slot or landmark are considered to be equally important — for example, employed by Zhang et al. (1996) and Ntoutsi et al. (2012)), a sliding window model (all objects within a given time frame are equally important — see e.g., the…”
The APOGEE-2 Survey of the Orion Star-forming Complex. II. Six-dimensional Structure (2018, methodology): “There may be a few clustering algorithms that might have an improved performance when confronted with such vast differences in scale through a mixture of several techniques (e.g., Zhang et al. 1996; Karypis et al. 1999).”