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Janusz Morajda

4 linked publication records

Author: Janusz Morajdaclear all
Showing 1-4 of 4 records
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Proceedings of 9th SWS International Scientific Conference on Arts And Humanities - ISCAH 2022, VOL 9
Publication

ARTIFICIAL INTELLIGENCE APPLICATIONS IN VISUAL ART – CAPABILITIES, PERSPECTIVES AND LIMITATIONS

(SGEM WORLD SCIENCE (SWS) Scholarly Society, 2022, Janusz Morajda)

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Nowadays artificial intelligence (AI) enters almost all aspects of human life. AI, undergoing dynamic development thanks to a rapid progress in computer and information technology, delivers powerful algorithms that more and more replace humans and their natural intelligence in a great many tasks, like natural language processing and understanding (NLP), forecasting, speech recognition, pattern identification and classification, image understanding, work automation, and many more. But what about art? Can AI replace...

ART & HUMANITIES: Section Performing & Visual Arts2022
5th International Multidisciplinary Scientific Conference on Social Sciences and Arts SGEM 2018
Publication

APPLICATION OF NEURAL NETWORKS IN REGRESSION PROBLEMS WITH QUALITATIVE DATA ON AN EXAMPLE OF GEMSTONES VALUATION

(STEF92 Technology, 2018, Janusz Morajda)

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The paper considers a problem of gemstones valuation, based on real data. The main goal includes constructing a model that determines the evaluated price of a given stone on the basis of its description, expressed as a set of input variables values. A classic approach, utilising a multiple linear regression tool, is compared with nonlinear multilayer perceptrons. As the dataset contains a number of qualitative variables (e.g. gemstone colour purity, the clarity of the structure and a symbol of the certifying autho...

SOCIAL SCIENCES: Section Business and Management2018
5th International Multidisciplinary Scientific Conference on Social Sciences and Arts SGEM 2018
Publication

CLUSTERING METHOD BASED ON ITERATIVE NODES PAIRING IN A DELAUNAY TRIANGULATION NET AND ITS APPLICATION FOR BUSINESS DATA ANALYSIS

(STEF92 Technology, 2018, Janusz Morajda, P. Woloszyn)

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Clustering techniques are frequently applied in business and economy, for example in customer classification, enterprise grouping and in other economic data analysis. This paper presents a new clustering method, based on Delaunay triangulation and iterative aggregation of points distributed in the feature space. In the first part of the article we propose a clustering algorithm that utilises this concept. The algorithm iteratively connects specially selected pairs of nodes in the triangulation mesh and leads to sy...

SOCIAL SCIENCES: Section Business and Management2018
5th International Multidisciplinary Scientific Conference on Social Sciences and Arts SGEM 2018
Publication

COMSOM NEURAL MAPS AS A NEW MACHINE LEARNING TOOL FOR CLUSTERING, FORECASTING AND DATA EVALUATION PROBLEMS

(STEF92 Technology, 2018, Janusz Morajda)

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The paper presents a new, developed by the author, concept of an artificial neural map, named COMSOM and inspired by classic SOM neural networks. The initial part of the article shows a general idea of COMSOM model and its structure, which includes two layers of artificial neurons: input layer (with typical task of distributing input values to data processing neurons) and basic layer containing usually a great number of processing elements, located inside a rectangular part of an XY plane, and able to move freely ...

SOCIAL SCIENCES: Section Business and Management2018
Showing 1-4 of 4 records
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