Microclustering: When the Cluster Sizes Grow Sublinearly with the Size of the Data Set

arXiv.org Machine Learning

Most generative models for clustering implicitly assume that the number of data points in each cluster grows linearly with the total number of data points. Finite mixture models, Dirichlet process mixture models, and Pitman--Yor process mixture models make this assumption, as do all other infinitely exchangeable clustering models. However, for some tasks, this assumption is undesirable. For example, when performing entity resolution, the size of each cluster is often unrelated to the size of the data set. Consequently, each cluster contains a negligible fraction of the total number of data points. Such tasks therefore require models that yield clusters whose sizes grow sublinearly with the size of the data set. We address this requirement by defining the \emph{microclustering property} and introducing a new model that exhibits this property. We compare this model to several commonly used clustering models by checking model fit using real and simulated data sets.


Mason cautions young models

FOX News

NEW YORK – Model Claudia Mason didn't have a guide to the glamorous and sometimes difficult life of modeling. So, she decided to write one: "Finding the Supermodel in You." For one, Mason says young models never go to castings or shoots without a chaperone. "My mother always insisted that there was a chaperone present if she couldn't - she was a single mother, working raising me – to go off and accompany me to Europe or certain jobs, or wherever that there was a chaperone," Mason told FOX411. "So, it is so important to have some adult figure."


Specialized chaperones required

Science

Although some proteins can reach a properly folded state without assistance, many require help to adopt the correct topology and avoid kinetic trapping in nonnative states. Chaperones encapsulate guest proteins and use adenosine triphosphate (ATP)–driven conformational changes to help them fold, but not all chaperones work for all substrates. Balchin et al. compared the folding pathway of the cytoskeleton protein actin with its proper chaperone, TRiC, to the incorrect folding that occurs with the bacterial chaperone GroEL. TRiC functions by stabilizing an extended form of actin with the proper secondary structure and topology. ATP binding and hydrolysis drives release of this partially folded intermediate into the chaperone where it can successfully fold.


Report: Chaperones Didn't See Student Struggling in Water

U.S. News

The Sun Journal reports the preliminary findings by a law firm hired by the superintendent indicate adult chaperones felt that the lifeguard was slow to respond. The body of 13-year-old Rayan Lewis was ultimately found a half-hour after he went missing.


Introducing Chaperone: How Uber Engineering Audits Kafka End-to-End - Uber Engineering Blog

@machinelearnbot

Operating Kafka at Uber's scale almost instantaneously for many downstream consumers is difficult. We use batching aggressively and rely on asynchronous processing wherever possible for high throughput. Services use in-house client libraries to publish messages to Kafka proxies, which batch and forward them to regional Kafka clusters. Some Kafka topics are directly consumed from regional clusters, while many others are combined with data from other data centers into an aggregate Kafka cluster using uReplicator for scalable stream or batch processing.