Search results for "Processus semi-Markoviens"

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Analysis and modeling of Temporal Dominance of Sensations with stochastic processes

2019

Temporal Dominance of Sensations (TDS) is a technique to measure temporal perception of food product during tasting. For a panelist, it consists in choosing in a list of attributes which one is dominant at any time. This work aims to model TDS data with a stochastic process and proposes to use semi-Markov processes (SMP), a generalization of Markov chains which allows dominance durations to be modeled by any type of distribution. The model can then be used to compare TDS samples based on likelihood ratio. Because probabilities of transition from one attribute to another one can also depend on time, we propose to model TDS by period and we propose a method to select optimally the number of p…

Modèles de mélange[SHS.STAT]Humanities and Social Sciences/Methods and statisticsProcessus semi-MarkoviensTemporal Dominance of Sensations (TDS)[SCCO.COMP]Cognitive science/Computer scienceSensory analysis[SDV.AEN] Life Sciences [q-bio]/Food and NutritionDominance Temporelle des Sensations[SCCO.COMP] Cognitive science/Computer scienceAnalyse sensorielle[SHS.STAT] Humanities and Social Sciences/Methods and statisticsSemi-Markov processesMixture modelsTemporal Dominance of Sensations[SDV.AEN]Life Sciences [q-bio]/Food and Nutrition
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Analysis and modeling of Temporal Dominance of Sensations with stochastic processes

2019

Temporal Dominance of Sensations (TDS) is a technique to measure temporal perception of food product during tasting. For a panelist, it consists in choosing in a list of attributes which one is dominant at any time. This work aims to model TDS data with a stochastic process and proposes to use semi-Markov processes (SMP), a generalization of Markov chains which allows dominance durations to be modeled by any type of distribution. The model can then be used to compare TDS samples based on likelihood ratio. Because probabilities of transition from one attribute to another one can also depend on time, we propose to model TDS by period and we propose a method to select optimally the number of p…

Modèles de mélangeDominance Temporelle des SensationsAnalyse sensorielleProcessus semi-Markoviens[SCCO.COMP] Cognitive science/Computer scienceSemi-Markov processesSensory analysisTemporal Dominance of SensationsMixture models
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