Title | ||
---|---|---|
Ensemble classifier of long short-term memory with fuzzy temporal windows on binary sensors for activity recognition. |
Abstract | ||
---|---|---|
•We propose a representation based on Fuzzy Temporal Windows for binary-sensors.•Long Short-Term Memory is deployed as a means of sequence classifier.•A balanced training is included to build an ensemble of activity-based classifiers.•The proposed approach is evaluated and benchmarked against previous approaches. |
Year | DOI | Venue |
---|---|---|
2018 | 10.1016/j.eswa.2018.07.068 | Expert Systems with Applications |
Keywords | Field | DocType |
Activity recognition,Fuzzy temporal windows,Long short-term memory,Unbalanced data,Ensemble architectures | Feature vector,Ensembles of classifiers,Activity recognition,Computer science,Fuzzy logic,Long short term memory,Recurrent neural network,Artificial intelligence,Classifier (linguistics),Machine learning,Binary number | Journal |
Volume | ISSN | Citations |
114 | 0957-4174 | 3 |
PageRank | References | Authors |
0.66 | 38 | 4 |
Name | Order | Citations | PageRank |
---|---|---|---|
Javier Medina Quero | 1 | 13 | 4.72 |
Shuai Zhang | 2 | 43 | 9.10 |
Chris D. Nugent | 3 | 1150 | 128.39 |
Macarena Espinilla | 4 | 252 | 27.02 |