Advanced Computing and Intelligent Technologies
Proceedings of ICACIT 2023
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Chapter and Conference Paper
Solving the Mountain Car Problem Using Genetic Algorithms
In this work, suitability of using Genetic Algorithms (GA) to solve the Mountain Car problem is investigated. Two variants, involving pure policies, as well as slightly extended mixed policies are considered. ...
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Chapter and Conference Paper
Exploring Approaches to Detection of Anomalies in Streaming Data
Numerous methods have been proposed to detect anomalies in data streams. In this work, a comprehensive study of performance of AutoEncoders and Predictive networks, applied to two datasets, is presented. The f...
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Chapter and Conference Paper
Semantics for Resource Selection in Next Generation Internet of Things Systems
Over the last two decades, the complexity and scale of computer systems radically increased. This is caused, mainly, by the proliferation of data to be processed, and the increasing number and heterogeneity of...
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Book and Conference Proceedings
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Chapter and Conference Paper
Review and Critical Analysis of Ontologies for Artificial Intelligence Systems
With the rising popularity of artificial intelligence-based solutions, it is becoming important not only to deploy machine learning models/pipelines with a good accuracy, but also to be able to control and man...
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Chapter and Conference Paper
Analysis of Job Processing Data – Towards Large Cloud Infrastructure Operation Simulation
Cloud computing is the most popular way of delivering on-demand computational resources. Recently, the research in this area has started to focus on carbon-aware clouds. Here, the most challenging aspects are ...
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Chapter and Conference Paper
Topic Modeling Applied to Reddit Posts
Text data is widely used for both commercial and research purposes. While extensive sources of text data are available within Internet forums, such as Reddit, their volume is vast and, typically, only a small ...
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Chapter and Conference Paper
StatMix: Data Augmentation Method that Relies on Image Statistics in Federated Learning
Availability of large amount of annotated data is one of the pillars of deep learning success. Although numerous big datasets have been made available for research, this is often not the case in real life appl...
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Chapter and Conference Paper
Explorations in Active Learning Applied to Image Classification
While development of very large models is the core of today’s artificial intelligence, very often the cost of model training is being raised. In this context, active learning is pointed to as a method to maxim...
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Chapter and Conference Paper
Application of Genetic Algorithm to Load Balancing in Networks with a Homogeneous Traffic Flow
The concept of extended cloud requires efficient network infrastructure to support ecosystems reaching form the edge to the cloud(s). Standard network load balancing delivers static solutions that are insuffic...
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Chapter and Conference Paper
Application of Ontologies in the Enterprise—Overview and Critical Analysis
For many years, it was claimed that semantics should provide foundation of knowledge management in the enterprise. Today, it is easy to realize that this vision did not materialize. The aim of this work is to ...
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Chapter and Conference Paper
Code Semantics Learning with Deep Neural Networks: An AI-Based Approach for Programming Education
Modern programming languages are very complex, diverse, and non-uniform in their structure, code composition, and syntax. Therefore, it is a difficult task for computer science students to retrieve relevant co...
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Chapter and Conference Paper
Automatic Identification of Cataract by Analyzing Fundus Images Using VGG19 Model
Nowadays, cataracts are one of the prevalent eye conditions that may lead to vision loss. Precise and prompt recognition of the cataract is the best method to prevent/treat it in early stages. Artificial intel...
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Chapter and Conference Paper
Extended Green Cloud – Modeling Cloud Infrastructure with Green Energy Sources
Recently, cloud computing has emerged as key way of delivering computing resources. Hence, research has focused on optimizing use of cloud resources. The following contribution presents an agent-based Extended...
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Book
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Book and Conference Proceedings
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Book and Conference Proceedings
Advanced Communication and Intelligent Systems
First International Conference, ICACIS 2022, Virtual Event, October 20-21, 2022, Revised Selected Papers
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Chapter and Conference Paper
Towards 6G-Enabled Edge-Cloud Continuum Computing – Initial Assessment
While actual deployments of fifth generation (5G) networks are in their initial stages and the actual need for 5G in our daily lives remains an open question, their potential to deliver high speed, low latency...
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Book and Conference Proceedings
Advanced Communication and Intelligent Systems
Second International Conference, ICACIS 2023, Warsaw, Poland, June 16–17, 2023, Revised Selected Papers, Part I
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Chapter and Conference Paper
Introducing Federated Learning into Internet of Things Ecosystems – Maintaining Cooperation Between Competing Parties
In practical realizations of a Federated Learning ecosystems, the parties cooperating during the training process, and that later use the trained/global model may consist of competing institutions. This can re...
