Integration-Segregation Trade-off
(Dynamic Networks)
Research on how dynamic functional brain networks balance efficient information spreading with segregation under constrained connection costs.
Projects
Selected research, data science, and applied systems work, with a few complementary web projects included as tool-building practice.
Research & Data Systems
Core projects focused on modeling, reproducible pipelines, network analysis, language tooling, and decision-oriented analytics.
2026
Temporal Network Analysis Toolkit
(Scientific Toolkit)
Maintained toolkit for constructing, simulating, and analyzing temporal networks, with documented measures of integration, segregation, reachability, and dynamism.
Market Analytics
(LLM-assisted pipeline)
Reproducible time-series analytics pipeline for commodity price data, from ingestion and feature engineering to modeling and evaluation.
Network Degeneration
(Spiking Networks)
Reproducible pipeline to study how staged structural degeneration alters dynamical activity in spiking neuronal networks.
Analysis of how edge removal impacts controllability and observability in complex networks using maximum matching theory.
Software & Web Applications
Selected applications demonstrating interface development, API integration, deployment, and interactive scientific tooling.
Amharic Normalization & Canonical Representation
(Language Technology)
Deterministic orthographic normalization framework for Amharic, featuring a reversible canonical representation (CAR), ambiguity-aware Latin decoding, and bidirectional punctuation standardization.