ABS: a System for Scalable Approximate Queries with Accuracy Guarantees Kai Zeng† † †

Source URL: web.eecs.umich.edu

• Statistical inference
• SQL keywords
• Relational model
• Database theory
• SQL
• Bootstrapping
• Resampling
• Relational algebra
• Online aggregation
• Query plan
• Select
• Join

Turbo Parsers: Dependency Parsing by Approximate Variational Inference Andr´e F. T. Martins∗† Noah A. Smith∗ Eric P. Xing∗ ∗ School of Computer Science Carnegie Mellon University Pittsburgh, PA 15213, USA

Source URL: users.isr.ist.utl.pt

• Belief propagation
• Coding theory
• Probability theory
• Combinatory logic

Discretizing Unobserved Heterogeneity: Approximate Clustering Methods for Dimension Reduction∗ St´ephane Bonhomme† Thibaut Lamadon‡

Source URL: www.lamadon.com

• Estimation theory
• Statistical theory
• Econometrics
• M-estimators
• Statistical inference
• Maximum likelihood estimation
• Estimator
• Linear regression
• Efficiency

On the concentration of expectation and approximate inference in layered networks Michael I. Jordan University of California Berkeley, CA 94720

Source URL: dept.stat.lsa.umich.edu

• Graphical models
• Probability distributions
• Bayesian network
• Networks
• Normal distribution
• Variational Bayesian methods
• Belief propagation
• Exponential family

Approximate Inference in Continuous Determinantal Point Processes Raja Hafiz Affandi1 , Emily B. Fox2 , and Ben Taskar2 1 2

Source URL: stat.wharton.upenn.edu

Expectation propagation for infinite mixtures (Extended abstract) Thomas Minka and Zoubin Ghahramani December 17, 2003 Abstract This note describes a method for approximate inference in infinite models that uses determin

Source URL: mlg.eng.cam.ac.uk

Sparse Linear Models: Estimation and Approximate Bayesian Inference Matthias Seeger Laboratory for Probabilistic Machine Learning Ecole Polytechnique Fédérale de Lausanne

Source URL: mlss.tuebingen.mpg.de

Pseudo Marginal MCMC Or How to do Exact Inference with Approximate Methods and Playing Russian Roulette Mark Girolami Department of Statistics

Source URL: mlss2014.hiit.fi

VARIATIONAL ALGORITHMS FOR APPROXIMATE BAYESIAN INFERENCE by Matthew J. Beal M.A., M.Sci., Physics, University of Cambridge, UK (1998)

Source URL: www.cse.buffalo.edu

Supplementary Material: Approximate Inference in Continuous Determinantal Processes Raja Hafiz Affandi1 , Emily B. Fox2 , and Ben Taskar2 2 1

Source URL: stat.wharton.upenn.edu