Pomegranate fruits are highly diverse and may be divided into geographical groupings based on their characteristics. Genetic research has verified these categories in recent years further categorized variants geographic-genetic groupings. This study aimed to assess the biochemical contents of eight varieties pomegranate fruit seed categorization using multivariate statistical analysis. Polyphen...

We present XEM, an eXplainable-by-design Ensemble method for Multivariate time series classification. XEM relies on a new hybrid ensemble that combines explicit boosting-bagging approach to handle the bias-variance trade-off faced by machine learning models and implicit divide-and-conquer individualize classifier errors different parts of training data. Our evaluation shows outperforms state-of...

Humans can portray different expressions contrary to their emotional state of mind. Therefore, it is difficult judge humans’ real simply by judging physical appearance. Although researchers are working on facial analysis, voice recognition, and gesture recognition; the accuracy levels such analysis much less results not reliable. Hence, becomes vital have realistic emotion detector. Electroence...