2005 · 1.4K citations · 16 references
ComputingData ScienceData MiningMachine LearningSensorsAction RecognitionActivity PatternsContext-aware ComputingMobile Human-computer InteractionMobile SensingPattern RecognitionActivity RecognitionContext AwarenessContext SensingHuman Activity RecognitionPlurality Voting RulePlurality Voting StrategyUser Activity DetectionUser Activity Recognition
Activity recognition is a classification problem within the broader context of context awareness. In this paper, we report on our efforts to recognize user activity from accelerometer data. Performance of base-level classifiers and meta-level classifiers is compared. Plurality Voting is found to perform consistently well across different settings.
Activity recognition fits within the bigger framework of context awareness. In this paper, we report on our efforts to recognize user activity from accelerometer data. Activity recognition is formulated as a classification problem. Performance of base-level classifiers and meta-level classifiers is compared. Plurality Voting is found to perform consistently well across different settings.
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Leo Breiman · Machine Learning · 1996 · 17K citations · Full text
Experiments with a new boosting algorithm
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