5 papers
Quickest Change Detection in Parametric Models With 1-Bit Measurements
Liyan Xie, Martina Cardone
We consider the quickest change detection from 1-bit quantized observations, where the post-change distribution is a parametric model with unknown parameters and the quantization t…
Two-Level Priority Coding for Resilience to Arbitrary Blockage Patterns
Mine Gokce Dogan, Abhiram Kadiyala, Jaimin Shah +2
Ultra-reliable low-latency communication is essential in mission-critical settings, including military applications, where persistent and asymmetric link blockages caused by mobili…
Lossy Source Coding with Focal Loss
Alex Dytso, Martina Cardone
Focal loss has recently gained significant popularity, particularly in tasks like object detection where it helps to address class imbalance by focusing more on hard-to-classify ex…
A Comprehensive Study on Ziv-Zakai Lower Bounds on the MMSE
Minoh Jeong, Alex Dytso, Martina Cardone
This paper explores Bayesian lower bounds on the minimum mean squared error (MMSE) that belong to the Ziv-Zakai (ZZ) family. The ZZ technique relies on connecting the bound to an M…
Generalized Linear Models with 1-Bit Measurements: Asymptotics of the Maximum Likelihood Estimator
Jaimin Shah, Martina Cardone, Cynthia Rush +1
This work establishes regularity conditions for consistency and asymptotic normality of the multiple parameter maximum likelihood estimator(MLE) from censored data, where the censo…