no code implementations • 17 Oct 2017 • Jaya Thomas, Sonia Thomas, Lee Sael
Tested on a variant of six-layer convolution neural net and three-layer deep belief network, we find the raw sequence input based convolution neural network model performs similar or slightly better than feature based deep belief networks with best accuracy values of 0. 995 and 0. 990, respectively.
no code implementations • 10 Oct 2017 • Vasundhara Dehiya, Jaya Thomas, Lee Sael
The performance of the structure-based features trained on 80\% of HumDiv and tested on 20\% of HumDiv and on ClinVar datasets showed high levels of discernibility in the mutation's pathogenic or benign effects: F score of 0. 71 and 0. 68 respectively using multi-layer perceptron.
no code implementations • 11 Apr 2017 • Quoc Duy Vo, Jaya Thomas, Shinyoung Cho, Pradipta De, Bong Jun Choi, Lee Sael
Business Intelligence and Analytics (BI&A) is the process of extracting and predicting business-critical insights from data.
no code implementations • 10 Apr 2017 • Jaya Thomas, Lee Sael
We propose a deep learning based classification model, called DP-miRNA, for predicting precursor miRNA sequence that contains the miRNA sequence.
no code implementations • 10 Apr 2017 • Jaya Thomas, Lee Sael
We were also able to predict clinical status with higher accuracy as compared to using individual data types.