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Change detection and adaptation in multi-target prediction on data streams
Bozhidar Stevanoski, Sašo Džeroski
Magistrsko delo
Oznake: machine learning;data streams;change detection and adaptation;multi-target prediction;multi-target regression;computer science;computer and information science;master's thesis;
An essential characteristic of data streams is the possibility of occurrence of concept drift, i.e., change in the distribution of the data in the stream over time. The capability to detect and adapt to changes in data stream mining methods is thus a necessity. While methods for multi-target predict ...
Leto: 2021 Vir: Fakulteta za računalništvo in informatiko (UL FRI)
Data stream mining for predicting the thermal power consumption of the Mars Express spacecraft
Bozhidar Stevanoski, Dragi Kocev, Aljaž Osojnik, Ivica Dimitrovski, Sašo Džeroski
Izvirni znanstveni članek
Oznake: podatkovni tokovi;večciljna regresija;sprotno učenje ansamblov;upravljanje vesoljskih plovil;poraba energije termalnega sistema;data streams;multi-target regression;online ensembles;spacecraft operations;thermal power consumption;
The Mars Express (MEX) spacecraft, operated by the European Space Agency (ESA), has been orbiting Mars for the past 18 years. During this period, it has provided unprecedented scientific data about the red planet, but it has also aged, and its batteries have degraded. Thus, MEX needs careful and acc ...
Leto: 2023 Vir: Fakulteta za računalništvo in informatiko (UL FRI)
Št. zadetkov: 2
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