Using Genetic Algorithms for Concept Learning
Machine Learning - Special issue on genetic algorithms
Fuzzy Sets and Systems - Special issue on fuzzy optimization
Fuzzy Sets and Systems - Special issue: fuzzy sets: where do we stand? Where do we go?
Human Activity Recognition Using Multidimensional Indexing
IEEE Transactions on Pattern Analysis and Machine Intelligence
Machine Learning
Granular computing: an emerging paradigm
Granular computing: an emerging paradigm
Artificial Intelligence: A Modern Approach
Artificial Intelligence: A Modern Approach
Inferring Activities from Interactions with Objects
IEEE Pervasive Computing
Fuzzy location and tracking on wireless networks
Proceedings of the 4th ACM international workshop on Mobility management and wireless access
Unsupervised clustering of ambulatory audio and video
ICASSP '99 Proceedings of the Acoustics, Speech, and Signal Processing, 1999. on 1999 IEEE International Conference - Volume 06
Comments on "Distinguishability quantification of fuzzy sets"
Information Sciences: an International Journal
Application of Fuzzy Logic to Approximate Reasoning Using Linguistic Synthesis
IEEE Transactions on Computers
International Journal of Intelligent Systems
Discovery of activity patterns using topic models
UbiComp '08 Proceedings of the 10th international conference on Ubiquitous computing
Proximity classification for mobile devices using wi-fi environment similarity
Proceedings of the first ACM international workshop on Mobile entity localization and tracking in GPS-less environments
Interpretability constraints for fuzzy information granulation
Information Sciences: an International Journal
Wireless Tracking Analysis in Location Fingerprinting
WIMOB '08 Proceedings of the 2008 IEEE International Conference on Wireless & Mobile Computing, Networking & Communication
Indoor Localization Based on Neural Networks for Non-dedicated ZigBee Networks in AAL
IWANN '09 Proceedings of the 10th International Work-Conference on Artificial Neural Networks: Part I: Bio-Inspired Systems: Computational and Ambient Intelligence
SMOTE: synthetic minority over-sampling technique
Journal of Artificial Intelligence Research
Looking for a good fuzzy system interpretability index: An experimental approach
International Journal of Approximate Reasoning
Modeling human activity from voxel person using fuzzy logic
IEEE Transactions on Fuzzy Systems
Fuzzy qualitative human motion analysis
IEEE Transactions on Fuzzy Systems
Recognising activities of daily life using hierarchical plans
EuroSSC'07 Proceedings of the 2nd European conference on Smart sensing and context
Inferring motion and location using WLAN RSSI
MELT'09 Proceedings of the 2nd international conference on Mobile entity localization and tracking in GPS-less environments
Identification of transparent, compact, accurate and reliable linguistic fuzzy models
Information Sciences: an International Journal
Interpretability of linguistic fuzzy rule-based systems: An overview of interpretability measures
Information Sciences: an International Journal
Editorial: Special issue on interpretable fuzzy systems
Information Sciences: an International Journal
Design of fuzzy rule-based classifiers with semantic cointension
Information Sciences: an International Journal
Learning interpretable fuzzy inference systems with FisPro
Information Sciences: an International Journal
Similarity measures in fuzzy rule base simplification
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Generating an interpretable family of fuzzy partitions from data
IEEE Transactions on Fuzzy Systems
Machine Recognition of Human Activities: A Survey
IEEE Transactions on Circuits and Systems for Video Technology
A tool for linguistic assessment of rehabilitation exercises
Applied Soft Computing
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In this work, we propose an activity recognition system based on the use of a topology-based WiFi localization system combined with accelerometers for body posture recognition. The WiFi localization system is developed using a fuzzy rule-based classifier while the recognition of the body posture and its integration with the WiFi localization system is developed using two fuzzy finite state machines. These tools for modeling dynamical processes allow us to handle imprecise and uncertain data in the form of linguistic labels and fuzzy rules producing a linguistic description of the human activity. A practical application that consists of recognizing different activities of an office worker in her/his environment is developed. It yields high accuracy (83.7%, in average regarding all experimental trials). Interpretability and robustness of the proposal are also analyzed and alternative classifiers for the WiFi localization system are tested and compared obtaining competitive performance in terms of interpretability-accuracy trade-off.