Predictive analytics method and system for positively adjusting fitness and/or well-being conditioning
a fitness and/or well-being conditioning and predictive analytics technology, applied in the field of methods and systems for improving fitness, wellbeing and athletic performance, can solve the problems of large number, unknown, or difficult to ascertain, and the significance of variables and their relationship to one another, and the prior art is disadvantageous in not being able to achieve the effect of improving health and well-being
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[0130]This study involves 14 players of a professional rugby team during the 2013-14 season. Target Outcome: winning league matches. The data contained anthropometrical, physiological, performance, training load and self-reported wellbeing variables. Physiological readiness of the Central Nervous System, Cardiac System (CS) and Autonomic Nervous System (ANS) were frequently monitored by Omegawave Team+ (Finland). The analytical logic with Primary, Internal and External contributors' identification was used. Supervised Learning—Augmented Naïve Bayes (ANB)—was used to predict targets. Irrelevant parameters were excluded based on their deterministic relationship with other variables. Predictive accuracy of the models was confirmed with the area under the Receiver Operating Characteristic curve (ROC index) and with a Confusion Matrix of cross-validation (K-Fold) K=3. Normalized Mutual Information (NMI) was used to determine the relative influence of variables on the target.
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