42 citations · 77 across the 5 of their papers we have counts for
6 papers
External Language Model Integration for Factorized Neural Transducers
Michael Levit, Sarangarajan Parthasarathy, Cem Aksoylar +2
We propose an adaptation method for factorized neural transducers (FNT) with external language models. We demonstrate that both neural and n-gram external LMs add significantly mor…
Advances in Online Audio-Visual Meeting Transcription
Takuya Yoshioka, Igor Abramovski, Cem Aksoylar +23
This paper describes a system that generates speaker-annotated transcripts of meetings by using a microphone array and a 360-degree camera. The hallmark of the system is its abilit…
Clustering and Community Detection with Imbalanced Clusters
Cem Aksoylar, Jing Qian, Venkatesh Saligrama
Spectral clustering methods which are frequently used in clustering and community detection applications are sensitive to the specific graph constructions particularly when imbalan…
Sparse Recovery with Linear and Nonlinear Observations: Dependent and Noisy Data
Cem Aksoylar, Venkatesh Saligrama
We formulate sparse support recovery as a salient set identification problem and use information-theoretic analyses to characterize the recovery performance and sample complexity.…
Information-Theoretic Bounds for Adaptive Sparse Recovery
Cem Aksoylar, Venkatesh Saligrama
We derive an information-theoretic lower bound for sample complexity in sparse recovery problems where inputs can be chosen sequentially and adaptively. This lower bound is in term…
Sparse Signal Processing with Linear and Nonlinear Observations: A Unified Shannon-Theoretic Approach
Cem Aksoylar, George Atia, Venkatesh Saligrama
We derive fundamental sample complexity bounds for recovering sparse and structured signals for linear and nonlinear observation models including sparse regression, group testing,…