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检索条件"机构=Department of Systems and Computer Networks Wroclaw University of Science and Technology"
719 条 记 录,以下是1-10 订阅
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Unsupervised Concept Drift Detection Based on Parallel Activations of Neural Network  1st
Unsupervised Concept Drift Detection Based on Parallel Acti...
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1st International Workshop on Discovering Drift Phenomena in Evolving Landscapes, DELTA 2024
作者: Komorniczak, Joanna Ksieniewicz, Pawel Department of Systems and Computer Networks Wroclaw University of Science and Technology Wroclaw Poland
Practical applications of artificial intelligence increasingly often have to deal with the streaming properties of real data, which, considering the time factor, are subject to phenomena such as periodicity and more o... 详细信息
来源: 评论
Non-stationary Imbalanced Data Stream Classification with Weighted One-Class Ensemble  24
Non-stationary Imbalanced Data Stream Classification with We...
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24th IEEE International Conference on Data Mining Workshops, ICDMW 2024
作者: Klikowski, Jakub Wozniak, Michal Wroclaw University of Science and Technology Department of Systems and Computer Networks Wroclaw Poland
The presented study focuses on imbalanced data stream classification that requires fast processing of incoming data without memorizing it. An additional difficulty is the imbalanced data distribution, i.e., significan... 详细信息
来源: 评论
Changing Lineup Classifier Ensemble for Drifting Imbalanced Data Streams  24
Changing Lineup Classifier Ensemble for Drifting Imbalanced ...
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24th IEEE International Conference on Data Mining Workshops, ICDMW 2024
作者: Wegier, Weronika Maczynski, Maciej Wozniak, Michal Wroclaw University of Science and Technology Department of Systems and Computer Networks Wroclaw Poland
Currently, most data requires stream processing. This kind of processing causes new challenges in classifier learning method, such as data difficulties for example data imbalance since we cannot observe the entire set... 详细信息
来源: 评论
Classification of Recurrent Concepts with Metafeature-based Model Selection  24
Classification of Recurrent Concepts with Metafeature-based ...
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24th IEEE International Conference on Data Mining Workshops, ICDMW 2024
作者: Komorniczak, Joanna Ksieniewicz, Pawel Wroclaw University of Science and Technology Pattern Recognition Team Department of Systems and Computer Networks Wroclaw Poland
Processing non-stationary data streams has gained a significant research interest in the recent years. Most of the current state-of-the-art approaches in the literature exhibit hybrid solutions based on an ensemble le... 详细信息
来源: 评论
On the classification of weather based on the production of photovoltaic installations  24
On the classification of weather based on the production of ...
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24th IEEE International Conference on Data Mining Workshops, ICDMW 2024
作者: Parczyk, Pawel Puslecki, Tobiasz Burduk, Robert Wroclaw University of Science and Technology Dep. of Systems and Computer Networks Wroclaw Poland
In recent years, there has been an energy transition in which fossil fuel-fired power plants are being replaced by renewable energy sources such as photovoltaics. While the influence of factors such as location and me... 详细信息
来源: 评论
Analysis of the Possibility to Employ Relationship Between the Problem Complexity and the Classification Quality as Model Optimization Proxy  13th
Analysis of the Possibility to Employ Relationship Betwee...
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13th International Conference on Image Processing and Communications, IP and C 2023, 13th International Conference on computer Recognition systems, CORES 2023
作者: Komorniczak, Joanna Ksieniewicz, Pawel Woźniak, Michal Department of Systems and Computer Networks Wroclaw University of Science and Technology Wroclaw Poland
Bulk construction of pattern classifiers, whether for optimizing input data configurations or method hyperparameters, is a computationally highly complex task. The main problem is the prediction quality evaluation fun... 详细信息
来源: 评论
Hyperparameters Optimization Using GridSearchCV Method for TinyML Models  13th
Hyperparameters Optimization Using GridSearchCV Method for ...
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13th International Conference on Image Processing and Communications, IP and C 2023, 13th International Conference on computer Recognition systems, CORES 2023
作者: Puślecki, Tobiasz Walkowiak, Krzysztof Department of Systems and Computer Networks Wroclaw University of Science and Technology Wroclaw Poland
The anticipated expansion of TinyML-related technologies will require methods for efficient ML model development. In this paper, we present a method for obtaining a set of ML models for TinyML systems that satisfies t... 详细信息
来源: 评论
Combining Random Forest and Linear Regression to Improve Network Traffic Prediction  23
Combining Random Forest and Linear Regression to Improve Net...
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23rd International Conference on Transparent Optical networks, ICTON 2023
作者: Ulanowicz, Blazej Dopart, Dawid Knapińska, Aleksandra Lechowicz, Piotr Walkowiak, Krzysztof Wroclaw University of Science and Technology Department of Systems and Computer Networks Poland
The constant increase in traffic volume triggers the development of new network optimization methods. Machine learning techniques are one of the promising research directions, as they provide the necessary tools to im... 详细信息
来源: 评论
Speech Recognition Using Spectrogram Images and Formant Data with Neural networks  20th
Speech Recognition Using Spectrogram Images and Formant Dat...
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20th International Conference on Dependability of computer systems, DepCoS-RELCOMEX 2025
作者: Kucharski, Mateusz Skubalska-Rafajlowicz, Ewa Department of Control Systems and Mechatronics Wroclaw University of Science and Technology Wroclaw Poland Department of Computer Engineering Wroclaw University of Science and Technology Wroclaw Poland
This paper proposes a novel approach to improving speech recognition performance by combining spectrogram images with extracted formant frequency data within a dual input neural network framework. While spectrograms a... 详细信息
来源: 评论
Battery Management System for Polish Hybrid Residential Photovoltaic Power Plants  13th
Battery Management System for Polish Hybrid Residential Pho...
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13th International Conference on Image Processing and Communications, IP and C 2023, 13th International Conference on computer Recognition systems, CORES 2023
作者: Parczyk, Pawel Burduk, Robert Department of Systems and Computer Networks Wroclaw University of Science and Technology Wybrzeże Wyspiańskiego 27 Wroclaw Poland
Growing share of Renewable Energy Sources (RES) in Polish electricity system has motivated the Polish government to make changes in the law. Those changes decrease the economic profit of using photovoltaic power plant... 详细信息
来源: 评论