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A common way that sentiment analysis is done today is purely with text. For example if negative words are used in a review, the overall sentiment is not considered to be positive.
"We present dissociative prioritized analysis of dynamics (DPAD), a nonlinear dynamical modeling approach that enables these capabilities with a multisection neural network architecture and training ...