Ferdinando Cicalese | DeepAI

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∙ 08/18/2023

Enumerating Safe Regions in Deep Neural Networks with Provable Probabilistic Guarantees

Identifying safe areas is a key point to guarantee trust for systems tha...

0 Luca Marzari, et al. ∙

∙ 01/17/2023

The #DNN-Verification problem: Counting Unsafe Inputs for Deep Neural Networks

Deep Neural Networks are increasingly adopted in critical tasks that req...

0 Luca Marzari, et al. ∙

∙ 04/05/2020

On the Tandem Duplication Distance

A tandem duplication denotes the process of inserting a copy of a segmen...

0 Ferdinando Cicalese, et al. ∙

∙ 01/19/2019

Minimum--Entropy Couplings and their Applications

Given two discrete random variables X and Y, with probability distributi...

0 Ferdinando Cicalese, et al. ∙

∙ 12/17/2018

Information theoretical clustering is hard to approximate

An impurity measures I: R^d R^+ is a function that assigns a d-dimension...

0 Ferdinando Cicalese, et al. ∙

∙ 07/13/2018

Approximation Algorithms for Clustering via Weighted Impurity Measures

An impurity measures I:R^k →R^+ maps a k-dimensional vector v to a non-...

0 Ferdinando Cicalese, et al. ∙

∙ 05/14/2018

Maximum Entropy Interval Aggregations

Given a probability distribution p = (p_1, ..., p_n) and an integer 1≤ ...

0 Ferdinando Cicalese, et al. ∙

∙ 12/21/2017

Bounds on the Entropy of a Function of a Random Variable and their Applications

It is well known that the entropy H(X) of a discrete random variable X i...

0 Ferdinando Cicalese, et al. ∙

∙ 12/15/2017

Bubble-Flip---A New Generation Algorithm for Prefix Normal Words

We present a new recursive generation algorithm for prefix normal words....

0 Ferdinando Cicalese, et al. ∙

∙ 09/11/2013

Decision Trees for Function Evaluation - Simultaneous Optimization of Worst and Expected Cost

In several applications of automatic diagnosis and active learning a cen...

0 Ferdinando Cicalese, et al. ∙

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