9 citations · 19 across the 9 of their papers we have counts for
6 papers · 1 filter
Universal Rate-Distortion-Classification Representations for Lossy Compression
Nam Nguyen, Thuan Nguyen, Thinh Nguyen +1
In lossy compression, Wang et al. [1] recently introduced the rate-distortion-perception-classification function, which supports multi-task learning by jointly optimizing perceptua…
Bounded Guaranteed Algorithms for Concave Impurity Minimization Via Maximum Likelihood
Thuan Nguyen, Hoang Le, Thinh Nguyen
Partitioning algorithms play a key role in many scientific and engineering disciplines. A partitioning algorithm divides a set into a number of disjoint subsets or partitions. Ofte…
On Bounds and Closed Form Expressions for Capacities of Discrete Memoryless Channels with Invertible Positive Matrices
Thuan Nguyen, Thinh Nguyen
While capacities of discrete memoryless channels are well studied, it is still not possible to obtain a closed-form expression for the capacity of an arbitrary discrete memoryless…
Communication-Channel Optimized Partition
Thuan Nguyen, Thinh Nguyen
Given an original discrete source X with the distribution p_X that is corrupted by noise to produce the noisy data Y with the given joint distribution p(X, Y). A quantizer/classifi…
Minimizing Impurity Partition Under Constraints
Thuan Nguyen, Thinh Nguyen
Set partitioning is a key component of many algorithms in machine learning, signal processing, and communications. In general, the problem of finding a partition that minimizes a g…
Achievable Rate Regions Using Novel Location Assisted Coding (LAC)
Thuan Nguyen, Thinh Nguyen
The recent increase in number of wireless devices has been driven by the growing markets of smart homes and the Internet of Things (IoT). As a result, expanding and/or efficient ut…