Cavs: A Vertex-centric Programming Interface for Dynamic Neural Networks Hao Zhang† , Shizhen Xu† , Graham Neubig, Wei Dai, Qirong Ho, Guangwen Yang, Eric P. Xing arXiv:1712.04048v1 [cs.LG] 11 Dec 2017

Source URL: arxiv.org

GeePS: Scalable deep learning on distributed GPUs with a GPU-specialized parameter server Henggang Cui, Hao Zhang, Gregory R. Ganger, Phillip B. Gibbons, Eric P. Xing Carnegie Mellon University Abstract

Source URL: www.pdl.cmu.edu

Managed Communication and Consistency for Fast Data-Parallel Iterative Analytics Jinliang Wei, Wei Dai, Aurick Qiao, Qirong Ho? , Henggang Cui Gregory R. Ganger, Phillip B. Gibbons, Garth A. Gibson, Eric P. Xing Carnegie

Source URL: www.pdl.cmu.edu

A Latent Variable Model for Geographic Lexical Variation Jacob Eisenstein Brendan O’Connor Noah A. Smith Eric P. Xing School of Computer Science Carnegie Mellon University

Source URL: homes.cs.washington.edu

• Statistics
• Probability
• Statistical natural language processing
• Probability distributions
• Estimation theory
• Regression analysis
• Dynamic topic model
• Latent Dirichlet allocation
• Variational Bayesian methods
• Mixture model
• Topic model
• Normal distribution

Solving the straggler problem for iterative convergent parallel ML Aaron Harlap? , Henggang Cui? , Wei Dai? , Jinliang Wei? Gregory R. Ganger? , Phillip B. Gibbons?† , Garth A. Gibson? , Eric P. Xing? ?

Source URL: www.pdl.cmu.edu

• Parallel computing
• Computer programming
• Computing
• Software engineering
• Bulk synchronous parallel
• Iteration
• Algorithm
• MapReduce
• Work stealing
• Automatic parallelization
• Thread
• Oracle Database

Managed Communication and Consistency for Fast Data-Parallel Iterative Analytics Jinliang Wei Wei Dai Aurick Qiao Qirong Ho? Henggang Cui Gregory R. Ganger Phillip B. Gibbons† Garth A. Gibson Eric P. Xing Carnegie Mell

Source URL: www.pdl.cmu.edu

• Parallel computing
• Stochastic optimization
• M-estimators
• Convex optimization
• Stochastic gradient descent
• Consistency model
• Cache
• Parameter
• ML
• XC
• Bulk synchronous parallel

Online Learning of Structured Predictors with Multiple Kernels Andr´e F. T. Martins∗† Noah A. Smith∗ Eric P. Xing∗ Pedro M. Q. Aguiar‡ M´ario A. T. Figueiredo† ∗ ‡ †

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

• Data mining
• Multiple kernel learning
• Statistical classification
• Machine learning
• Support vector machine
• Kernel method
• Feature selection
• Positive-definite kernel
• Kernel
• Structured prediction

Concise Integer Linear Programming Formulations for Dependency Parsing ∗ Andr´e F. T. Martins∗† Noah A. Smith∗ Eric P. Xing∗ School of Computer Science, Carnegie Mellon University, Pittsburgh, PA 15213, USA

Source URL: homes.cs.washington.edu

• Operations research
• Compiler construction
• Formal languages
• Machine learning
• Dependency grammar
• Natural language parsing
• LL parser
• Integer programming
• Parsing
• Linear programming
• Context-free grammar
• Conditional random field

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

Bayesian Mixed-Membership Models of Complex and Evolving Networks by E DOARDO M ARIA A IROLDI A dissertation submitted in partial satisfaction

Source URL: www.casos.cs.cmu.edu

• David Blei
• Carnegie Mellon University
• Eric Xing
• Bayesian inference
• Statistical natural language processing
• Statistical models