Distributed hypothesis testing over discrete memoryless channels
S Sreekumar, D Gündüz - IEEE Transactions on Information …, 2019 - ieeexplore.ieee.org
A distributed binary hypothesis testing (HT) problem involving two parties, one referred to as
the observer and the other as the detector is studied. The observer observes a discrete …
the observer and the other as the detector is studied. The observer observes a discrete …
Statistical inference with limited memory: A survey
T Berg, O Ordentlich, O Shayevitz - IEEE Journal on Selected …, 2024 - ieeexplore.ieee.org
The problem of statistical inference in its various forms has been the subject of decades-long
extensive research. Most of the effort has been focused on characterizing the behavior as a …
extensive research. Most of the effort has been focused on characterizing the behavior as a …
[HTML][HTML] A Survey on Error Exponents in Distributed Hypothesis Testing: Connections with Information Theory, Interpretations, and Applications
S Espinosa, JF Silva, S Céspedes - Entropy, 2024 - mdpi.com
A central challenge in hypothesis testing (HT) lies in determining the optimal balance
between Type i (false positive) and Type ii (non-detection or false negative) error …
between Type i (false positive) and Type ii (non-detection or false negative) error …
Distributed hypothesis testing with privacy constraints
We revisit the distributed hypothesis testing (or hypothesis testing with communication
constraints) problem from the viewpoint of privacy. Instead of observing the raw data directly …
constraints) problem from the viewpoint of privacy. Instead of observing the raw data directly …
On the optimal error exponent of type-based distributed hypothesis testing
Distributed hypothesis testing (DHT) has emerged as a significant research area, but the
information-theoretic optimality of coding strategies is often typically hard to address. This …
information-theoretic optimality of coding strategies is often typically hard to address. This …
Distributed hypothesis testing: cooperation and concurrent detection
P Escamilla, M Wigger, A Zaidi - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
A single-sensor two-detectors system is considered where the sensor communicates with
both detectors and Detector 1 communicates with Detector 2, all over noise-free rate-limited …
both detectors and Detector 1 communicates with Detector 2, all over noise-free rate-limited …
Distributed simulation and distributed inference
Independent samples from an unknown probability distribution $\bf p $ on a domain of size $
k $ are distributed across $ n $ players, with each player holding one sample. Each player …
k $ are distributed across $ n $ players, with each player holding one sample. Each player …
Strong converse for testing against independence over a noisy channel
S Sreekumar, D Gündüz - 2020 IEEE International Symposium …, 2020 - ieeexplore.ieee.org
A distributed binary hypothesis testing (HT) problem over a noisy (discrete and memoryless)
channel studied previously by the authors is investigated from the perspective of the strong …
channel studied previously by the authors is investigated from the perspective of the strong …
A fundamental limit of distributed hypothesis testing under memoryless quantization
We consider a distributed binary hypothesis testing setup where multiple nodes send
quantized information to a central processor, which is oblivious to the nodes' statistics. We …
quantized information to a central processor, which is oblivious to the nodes' statistics. We …
On the reliability function of distributed hypothesis testing under optimal detection
N Weinberger, Y Kochman - IEEE Transactions on Information …, 2019 - ieeexplore.ieee.org
The distributed hypothesis testing problem with full side-information is studied. The trade-off
(reliability function) between the two types of error exponents under limited rate is studied in …
(reliability function) between the two types of error exponents under limited rate is studied in …