Enrichment of machine learning based activity classification in smart homes using ensemble learning.
Bikash AgarwalAntorweep ChakravortyTomasz WiktorskiChunming RongPublished in: UCC (2016)
Keyphrases
- ensemble learning
- machine learning
- generalization ability
- smart home
- feature selection
- ensemble classifier
- machine learning methods
- decision trees
- support vector machine
- ensemble methods
- weak learners
- base classifiers
- pattern recognition
- learning algorithm
- classification accuracy
- human activities
- machine learning algorithms
- support vector
- random forest
- artificial intelligence
- benchmark datasets
- support vector machine svm
- concept drift
- activity recognition
- image classification
- class labels
- feature extraction
- unsupervised learning
- training set
- feature vectors
- active learning
- text mining
- supervised learning
- data mining
- classification algorithm
- management system
- prior knowledge
- ambient intelligence
- neural network
- training data
- context aware
- face recognition
- computer vision
- semi supervised learning