Neural Networks and Support Vector Machines

Summer School on Optimization, Big Data and Applications

From 3rd to 9th July 2022 the Department of Computer, Control and Management Engineering (DIAG) of "Sapienza" University of Rome and the Department of...
Summer School on Optimization, Big Data and Applications (OBA) 2022

From 3rd to 9th July 2022 the Department of Computer, Control and Management Engineering (DIAG) of "Sapienza" University of Rome and the Department of Information Engineering (DINFO) of University of Florenze will organize a Summer School on Optimization, Big Data and Applications (OBA)
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Improving P300 Speller performance by means of optimization and machine learning

Brain-Computer Interfaces (BCIs) are systems allowing people to interact with the environment bypassing the natural neuromuscular and hormonal outputs of the peripheral nervous system (PNS). These interfaces record a user’s brain activity and translate it into control commands for external devices...
Investigating Graph Embedding Neural Networks with Unsupervised Features Extraction for Binary Analysis
SAFE: Self-Attentive Function Embeddings for Binary Similarity
Continuous Optimization

Research in continuous optimization has been active at DIAG since its foundation. Early research was essentially devoted to the theory of exact penalization and to the development of algorithms for the solution of constrained nonlinear programming problems through unconstrained techniques....
Global optimization issues in deep network regression: an overview
Using SVM to combine global heuristics for the Standard Quadratic Problem
A convergent hybrid decomposition algorithm model using second order information for SVM training
On the convergence of a Jacobi-type algorithm for singly linearly-constrained problems subject to simple bounds