Journal of Robotics and Mechatronics · 2009 · 17 citations · 7 references
ComputingComputer ScienceHealth InformaticsFood EngineeringMachine LearningSensor FusionFood AutomationFood Information SystemsSensor-based InteractionBehavior PredictionExperimental Results InterpretationProcedure VisualizationProgress TrackingSensor TechnologyUbiquitous ComputingUser Behavior Modeling
This paper proposes cooking support using ubiquitous sensors. We developed a machine learning algorithm that recognizes cooking procedures by taking into account widely varying sensor information and user behavior. To provide appropriate instructions to users, we developed a Markov-model-based behavior prediction algorithm. Using these algorithms, we developed cooking support automatically displaying cooking instruction videos based on user progress. Experiments and experimental results confirmed the feasibility of our proposed cooking support.
7
Alvy Ray Smith · 1978 · 861 citations · Full text
Exploiting human actions and object context for recognition tasks
Darnell Moore, Irfan Essa, M.H. Hayes · 1999 · 277 citations
Data Mining Tools See5 and C5.0
J. R. Quinlan · Medical Entomology and Zoology · 2004 · 205 citations
Reiko Hamada, Jun Okabe, Ichiro Ide et al. · 2005 · 104 citations