Yang, "Mining decision rules on data streams in the presence of concept drifts", Expert Syst. Appl. , vol. 36, no. 2, pp. 1164-1178, 2009C.-J. Tsai, C.-I. Lee, W.-P. Yang, Mining decision rules on data streams in the presence of concept drifts, Expert Systems with ...
Moving closer to grounded cognition, the field of cognitive science is not unaware of physical invariants; there is a long and diverse history in research on causal perception (Hafri & Firestone,2021; Michotte,1963; Zacks & Tversky,2001) and intuitive physics (Kubricht et al.,2017; McClosk...
In the case of real-world data streams, the underlying data distribution will not be static; it is subject to variation over time, which is known as the primary reason for concept drift. Concept drift poses severe problems to the accuracy of a model in online learning scenarios. The recurrin...
The proposed algorithm can effectively detect different types of concept drift in data streams, perform targeted drift adaptation, and exhibit efficiency in terms of time complexity and memory consumption. Additionally, the algorithm maintains stable performance, avoiding abrupt changes due to window size ...
Collections Vs Streams In Java Java 8 Stream Intermediate And Terminal Operations Java 8 map() Vs flatMap() Iterator Vs Spliterator In Java 8 Java 8 StringJoiner, String.join() And Collectors.joining() Java 8 Sort HashMap By Keys Java 8 Sort HashMap By Values Java 8 Merge Two Maps With...
[8] T. Dasu, S. Krishnan, S. Venkatasubramanian, and K. Yi, “An information-theoretic approach to detecting changes in multidimensional data streams,” in Proc. Symp. the Interface of Statistics, Computing Science, and Applications. Citeseer, 2006, Conference Proceedings, pp. 1–24. ...
In a data stream, the problem of memory constraint must be resolved because real-time data requires storage for its processing. The data is stored on a hard disk in traditional systems, whereas the data streams mostly need to be processed in the main memory. The data stream exhibits non-...
It then settles in lower elevation areas, where evaporation takes place as water molecules move from liquid to gas. However, as water journeys over the surface of the Earth, as rivers and streams of moving water and also as rain, it carries with it many substances that dissolve into the ...
Concept drift detection techniques can be used to discover substantial changes of the patterns encoded in data streams in real-time. If left unaddressed, t
Compared with the existing CDA studies, there are three main problems need to be solved in HMS-CDA: a) unlabeled adaptation and prediction, b) distribution bias between streams, c) Asynchronous drift adaptation. In other words, the goal of HMS-CDA is how to predict the unlabeled and ...