activity
20122019
most citedConvergence of the EM Algorithm for Gaussian Mixtures with Unbalanced Mixing Coefficients

36 citations · 52 across the 6 of their papers we have counts for

collaborators

6 papers

cs.CL20191 cited

SemBleu: A Robust Metric for AMR Parsing Evaluation

Linfeng Song, Daniel Gildea

Evaluating AMR parsing accuracy involves comparing pairs of AMR graphs. The major evaluation metric, SMATCH (Cai and Knight, 2013), searches for one-to-one mappings between the nod…

cs.MM20192 cited

Predicting TED Talk Ratings from Language and Prosody

Md Iftekhar Tanveer, Md Kamrul Hassan, Daniel Gildea +1

We use the largest open repository of public speaking---TED Talks---to predict the ratings of the online viewers. Our dataset contains over 2200 TED Talk transcripts (includes over…

cs.LG20192 cited

A Causality-Guided Prediction of the TED Talk Ratings from the Speech-Transcripts using Neural Networks

Md Iftekhar Tanveer, Md Kamrul Hasan, Daniel Gildea +1

Automated prediction of public speaking performance enables novel systems for tutoring public speaking skills. We use the largest open repository---TED Talks---to predict the ratin…

cs.CL20168 cited

AMR-to-text generation as a Traveling Salesman Problem

Linfeng Song, Yue Zhang, Xiaochang Peng +2

The task of AMR-to-text generation is to generate grammatical text that sustains the semantic meaning for a given AMR graph. We at- tack the task by first partitioning the AMR grap…

cs.CL20163 cited

Exploring phrase-compositionality in skip-gram models

Xiaochang Peng, Daniel Gildea

In this paper, we introduce a variation of the skip-gram model which jointly learns distributed word vector representations and their way of composing to form phrase embeddings. In…

cs.LG201236 cited

Convergence of the EM Algorithm for Gaussian Mixtures with Unbalanced Mixing Coefficients

Iftekhar Naim, Daniel Gildea

The speed of convergence of the Expectation Maximization (EM) algorithm for Gaussian mixture model fitting is known to be dependent on the amount of overlap among the mixture compo…