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Focusing on Lone Trees in the Forest:Members' Experience of a Multiple Identity Organization.
Dengue fever is a flu-like illness spread by the bite of an infected mosquito which is fast emerging as a major health problem. Timely and cost effective diagnosis using clinical and laboratory featur...
Inferring phylogenetic trees from multiple sequence alignments often relies upon Markov chain Monte Carlo (MCMC) methods to generate tree samples from a posterior distribution. To give a rigorous appr...
Random Intersection Trees     High-dimensional classication  Interactions  Min-wise hashing  Sparse data       font style='font-size:12px;'> 2013/4/28
Finding interactions between variables in large and high-dimensional datasets is often a serious computational challenge. Most approaches build up interaction sets incrementally, adding variables in a...
Personalized News Recommendation with Context Trees     Personalized News Recommendation  Context Trees       font style='font-size:12px;'> 2013/4/28
The profusion of online news articles makes it difficult to find interesting articles, a problem that can be assuaged by using a recommender system to bring the most relevant news stories to readers. ...
Decision tree learning is a popular approach for classification and regression in machine learning and statistics, and Bayesian formulations---which introduce a prior distribution over decision trees,...
From Fields to Trees     From Fields  Trees       font style='font-size:12px;'> 2012/9/19
We present new MCMC algo rithms for com-puting the posterior distri but ionsandexpec-tations of the unknownvari ables in undi-rected grap hical model swi thre gular struc ture. For demon stration pu r...
In decision problems, often, utilities and probabilities are hard to determine. In such cases, one can resort to so-called choice functions. They provide a means to determine which options in a partic...
A fragmentation of a set $A$ is a graph with vertices labeled by subsets of $A$ which obey a certain parent-child relationship. A random fragmentation tree is a probability distribution on the space o...
Pitman-Yor Diffusion Trees     Pitman-Yor  Diffusion Trees       font style='font-size:12px;'> 2011/7/5
We introduce the Pitman Yor Diffusion Tree (PYDT) for hierarchical clustering, a generalization of the Dirichlet Diffusion Tree (Neal, 2001) which removes the restriction to binary branching structure...
We study the detection error probability associated with a balanced binary relay tree, where the leaves of the tree correspond to N identical and independent detectors. The root of the tree represent...
Pruning nearest neighbor cluster trees     cluster trees  cluster structure  subgraphs of a k-NN graph       font style='font-size:12px;'> 2011/6/16
Nearest neighbor (k-NN) graphs are widely used in machine learning and data mining applications, and our aim is to better understand what they reveal about the cluster structure of the unknown und...
Testing and characterizing the difference between two data samples is of fundamen-tal interest in statistics. Existing methods such as Kolmogorov-Smirnov and Cramer-von-Mises tests do not scale well a...
Improving the precision of classification trees      Bagging  kernel density  discrimination  nearest neighbor  pre-diction  random forest       font style='font-size:12px;'> 2010/11/8
Besides serving as prediction models, classification trees are use-ful for finding important predictor variables and identifying inter-esting subgroups in the data. These functions can be compromised ...
Visualizing the Structure of Large Trees      Visualizing  Structure  Large Trees        font style='font-size:12px;'> 2010/3/9
This study introduces a new method of visualizing complex tree structured objects. The usefulness of this method is illustrated in the context of detecting unexpected features in a data set of very ...

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