The research collection

Selected publications

Four studies of how networks use their resources.
Explore the question, the method, and the evidence.

4 publications shown

Themes in the source record

A connected research landscape.

The themes below describe subject matter; they are not separate claims of published results.

Streaming dimensionality reduction

Doctoral research activity on dimensionality reduction for high-dimensional streaming data using CUR.

Source: supplied academic CV · p. 6

Fairness in resource allocation

Research on fairness in allocating network resources and improving their distribution among users.

Source: supplied academic CV · p. 6

Network service orchestration

Research on service orchestration and provisioning in software-defined networks using network-function virtualization.

Source: supplied academic CV · p. 6

Data-intensive AI systems

Applied design work on data provenance, entity matching, retrieval, human-feedback analysis, tool-connected agents and response comparison.

Source: supplied AI portfolio · pp. 2, 3, 4, 5, 6, 7

An interactive reading guide

Explore the connections.

Choose a topic to inspect its described methods. Lines show thematic associations, not citation links, measured outcomes or validated dataflow.

The full research accounts below are available without an interactive map.

Learning for wireless systems

User-centric cell-free massive MIMO, user clustering, radio-resource allocation and pilot-efficient channel estimation using least squares, CNN/U-Net and GAN-assisted training.

Read the source-grounded account →