In total, over 400 publications were published for the last 30 years. These include:
-
3 monographs, which set new directions of research
-
over 120 peer reviewed journal papers mostly with high impact factor, e.g. TPAMI, Information Fusion, IEEE TCYB, IEEE TFS, etc
-
over 160 papers in peer reviewed proceedings of international conferences (at conferences such as CVPR, ICCV, ECCV, ICLR, IJCNN, etc.)
-
5 edited books
-
18 conference proceedings published as edited volumes
-
27 chapters in books
-
6 filed patents (3 granted in USA), etc.
​
These publications attracted over 16300+ citations (according to Google Scholar), h-index 64 (i-10 index 217).
He is international leader in AI area ((in the top 1% of researchers in AI world-wide, he features in the Stanford University study (Ioannidis J. P. A., Boyack K. W., Baas J. (2020) Updated science-wide author databases of standardized citation indicators. PLoS Biol 18(10): e3000918. doi:10.1371/journal.pbio.3000918 as well as in Research.com, where his record is).
​
Topic-wise, the publications can be separated in the following categories (the symbol ‘*’ denotes a research topics introduced by Prof. Angelov; the symbol ‘†’ denotes a research topic for which Dr. Angelov is one of the first few who introduced it world-wide):
-
* Explainable deep rule-base classifiers, semi-supervised learning
-
Explainable deep learning
-
* Empirical data analytics
-
† Autonomous learning systems
-
* Self-evolving fuzzy rule-based classifiers
-
† Dynamically self-evolving predictive neuro-fuzzy models with proven convergence and local optimality
-
* Autonomous fault detection and identification/anomaly detection
-
† Dynamically evolving clustering
-
* Dynamically self-evolving controllers
-
Drift detection, stability, correntropy analysis
-
-
* New direction aware distance metric
-
Applications:
-
Flood detection and Earth Observation
-
(Lithium-ion) electric batteries degradation modelling
-
Covid-19 and SARS-CoV2
-
Autonomous driving
-
Autonomous aerial systems
-
* Evolving human behaviour modelling
-
* eSensor
-