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- Publications
- Influence

Deep Canonical Correlation Analysis

- G. Andrew, R. Arora, J. Bilmes, Karen Livescu
- Computer Science, Mathematics
- ICML
- 16 June 2013

We introduce Deep Canonical Correlation Analysis (DCCA), a method to learn complex nonlinear transformations of two views of data such that the resulting representations are highly linearly… Expand

A gentle tutorial of the em algorithm and its application to parameter estimation for Gaussian mixture and hidden Markov models

- J. Bilmes
- Computer Science, Mathematics
- 1998

We describe the maximum-likelihood parameter estimation problem and how the ExpectationMaximization (EM) algorithm can be used for its solution. We first describe the abstract form of the EM… Expand

- 2,770
- 164

On Deep Multi-View Representation Learning

- Weiran Wang, R. Arora, Karen Livescu, J. Bilmes
- Computer Science
- ICML
- 6 July 2015

We consider learning representations (features) in the setting in which we have access to multiple unlabeled views of the data for representation learning while only one view is available at test… Expand

A Class of Submodular Functions for Document Summarization

We design a class of submodular functions meant for document summarization tasks. These functions each combine two terms, one which encourages the summary to be representative of the corpus, and the… Expand

Unsupervised pattern discovery in human chromatin structure through genomic segmentation

- M. M. Hoffman, Orion J. Buske, J. Wang, Z. Weng, J. Bilmes, William Stafford Noble
- Medicine
- Nature Methods
- 2012

We trained Segway, a dynamic Bayesian network method, simultaneously on chromatin data from multiple experiments, including positions of histone modifications, transcription-factor binding and open… Expand

An integrated encyclopedia of DNA elements in the human genome

- I. Dunham, A. Kundaje, +440 authors Lucas Lochovsky
- Biology
- 1 September 2012

The human genome encodes the blueprint of life, but the function of the vast majority of its nearly three billion bases is unknown. The Encyclopedia of DNA Elements (ENCODE) project has… Expand

MVA Processing of Speech Features

- Chia-Ping Chen, J. Bilmes
- Computer Science
- IEEE Transactions on Audio, Speech, and Language…
- 2007

In this paper, we investigate a technique consisting of mean subtraction, variance normalization and time sequence filtering. Unlike other techniques, it applies auto-regression moving-average (ARMA)… Expand

Multi-document Summarization via Budgeted Maximization of Submodular Functions

We treat the text summarization problem as maximizing a submodular function under a budget constraint. We show, both theoretically and empirically, a modified greedy algorithm can efficiently solve… Expand

Factored Language Models and Generalized Parallel Backoff

- J. Bilmes, K. Kirchhoff
- Computer Science
- HLT-NAACL
- 27 May 2003

We introduce factored language models (FLMs) and generalized parallel backoff (GPB). An FLM represents words as bundles of features (e.g., morphological classes, stems, data-driven clusters, etc.),… Expand

Optimizing matrix multiply using PHiPAC: a portable, high-performance, ANSI C coding methodology

- J. Bilmes, K. Asanovic, Chee-Whye Chin, J. Demmel
- Computer Science
- ICS '97
- 1997

Modern microprocessors can achieve high performance on linear algebra kernels but this currently requires extensive machinoapeci6c hand tuning. We have developed a methodology whereby near-peak… Expand