Multi-task learning of convex combinations of forecasting models

1 code implementation • 31 Oct 2023 • Giovanni Felici, Antonio M. Sudoso

Forecast combination involves using multiple forecasts to create a single, more accurate prediction.

Model Selection Multi-Task Learning +1

Predicting Transcription Factor Binding Sites using Transformer based Capsule Network

1 code implementation • 23 Oct 2023 • Nimisha Ghosh, Daniele Santoni, Indrajit Saha, Giovanni Felici

DNABERT-Cap is proposed in this work to predict transcription factor binding sites mining ChIP-seq datasets.

Efficient and Effective $L_0$ Feature Selection

1 code implementation • 7 Aug 2018 • Ana Kenney, Francesca Chiaromonte, Giovanni Felici

Because of continuous advances in mathematical programing, Mix Integer Optimization has become a competitive vis-a-vis popular regularization method for selecting features in regression problems.

Methodology

Hacking Smart Machines with Smarter Ones: How to Extract Meaningful Data from Machine Learning Classifiers

no code implementations • 19 Jun 2013 • Giuseppe Ateniese, Giovanni Felici, Luigi V. Mancini, Angelo Spognardi, Antonio Villani, Domenico Vitali

Machine Learning (ML) algorithms are used to train computers to perform a variety of complex tasks and improve with experience.

BIG-bench Machine Learning