Select category

Academics

Formularz wyszukiwania na belce: Studia

location:
level of study:
discipline:
study mode:
class format:

If you haven’t found what you are looking for, enter the desired phrase in the field below and we will help you find it

Research projects

Formularz wyszukiwania na belce: Badania i projekty

location:
research center:
discipline:

If you haven’t found what you are looking for, enter the desired phrase in the field below and we will help you find it

Academic Staff

Formularz wyszukiwania na belce: Nasi naukowcy

location:
discipline:

If you haven’t found what you are looking for, enter the desired phrase in the field below and we will help you find it

Events

Formularz wyszukiwania na belce: Wydarzenia

type:
location:

Contact

location:
category:

If you haven’t found what you are looking for, enter the desired phrase in the field below and we will help you find it

Szukasz czegoś zupełnie innego? Sprawdź, może się gdzieś ukryło na naszej stronie

Formularz wyszukiwania na belce: Inne (tekstowe)

Are you looking for something else? Tell us what it is and we will try to find it!
SWPS University of Social Sciences and Humanities - Logo
BIO czarny

 

Stanisław Jankowski

Eng.D. / Associate Professor

 

Faculty of Design in Warsaw
Department of Computer Science

Profile

Prof. Jankowski holds a post-doctoral degree (habilitacja) in Technical Sciences with specialization in Computer Science. He has been researching and teaching classes in neural networks and statistical machine learning systems since 1990. He participated in numerous teaching and research collaborative programs with foreign universities, including Ecole Supérieure de Physique et de Chimie Industrielles in Paris, France, La Sapienza University of Rome and Università di Catania in Italy, Universitat Ramon Llull in Barcelona, Spain, and the Brest State Technical University in Belarus. He initiated and led many research projects in the field of artificial intelligence.

His research interests include: the theory of machine learning – the Hopfield associative memory in complex and hyper-complex domain as a large scale optimization problem, structure optimization of learning systems based on statistical tests, maximum margin machine learning systems (e.g. support vector machines SVM), feature selection and dimensionality reduction, optimization of semi-supervised systems, optimization of the autoencoder structure using a multidimensional virtual leave-one-out test, deep learning, recurrent models, and methods of time series forecasting. His theoretical research finds applications in developing innovative solutions in medical science, electronic materials technology, drone controlling, geology (e.g. tectonic dynamics at Mt. Etna Volcano), and in social sciences, for example in forecasting criminal incidents. The above-noted research projects were conducted in collaboration with various research institutes.

Results of Prof. Jankowski’s research were published in over 150 articles in scientific journals, as book chapters, and as conference papers. His publications have been cited over 550 times (Hirsch Index 9). He is a reviewer for numerous scientific journals, including Neurocomputing, IEEE Transactions on Neural Networks and Learning Systems, Neural Processing Letters, Biocybernetics and Biomedical Engineering, and Theoretical Computer Science.

He has participated in 52 international conference (often as a scientific committee member or a reviewer) and in 35 national conferences.

At SWPS University he teaches classes in artificial intelligence, statistics, machine learning algorithms, and optimization of machine learning.