EMCs estimate kth-order conditional probabilities online with O(m^k) updates per observation, and use Hellinger-distance drift detection plus a mode memory to discover and recognize switching behavioral modes in data streams.
Data Stream Clustering: A Review
1 Pith paper cite this work, alongside 144 external citations. Polarity classification is still indexing.
1
Pith paper citing it
144
external citations · OpenAlex
fields
cs.LG 1years
2024 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
Evolving Markov Chains: Unsupervised Mode Discovery and Recognition from Data Streams
EMCs estimate kth-order conditional probabilities online with O(m^k) updates per observation, and use Hellinger-distance drift detection plus a mode memory to discover and recognize switching behavioral modes in data streams.