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Andrea M. Tonello Andrea M. Tonello

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Category Archive for: "Machine learning"
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MIND: Optimal Mutual Information Based Neural Decoding

MIND: Optimal Mutual Information Based Neural Decoding

January 3, 2023

Optimal data detection and decoding in known channels is a well studied topic whose solution is given by the maximum a posteriori probability (MAP) criterion, which is optimal in a minimum error [...]

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Statistical Learning with Generative Models for Communications

Statistical Learning with Generative Models for Communications

September 30, 2022

Learning the statistics of physical phenomena has been a long-time research objective. The advent of machine learning methods has offered effective tools to tackle such an objective in several [...]

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Best Paper Award at ISPLC 2021

Best Paper Award at ISPLC 2021

December 5, 2021

Very honored to have received the Best Paper Award at IEEE ISPLC 2021 together with Nunzio Letizia. Very encouraging to keep working on novel neural channel capacity estimators and capacity [...]

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Dreaming to Approach Channel Capacity

Dreaming to Approach Channel Capacity

May 12, 2021

The channel capacity ! Any engineer or scientist working on communication technology is fascinated by the challenge of designing technology that allows to reliably send information at the maximum [...]

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Segmented Generative Models beyond GANs

Segmented Generative Models beyond GANs

December 1, 2020

Tremendous progress has been made in the development of generative networks that are capable of mimicking real data. The most exemplary approach is represented by GANs that have shown to work [...]

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Wie kommunizieren wir in der Zukunft?

Wie kommunizieren wir in der Zukunft?

April 4, 2020

  How will we communicate in the future ? I shared some thoughts in a recent interview for Ad Astra – The magazine for science and culture of the University of Klagenfurt. You can read [...]

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Fragments of Chair of Excellence Talk at UC3M

Fragments of Chair of Excellence Talk at UC3M

February 20, 2020

I was awarded the Chair of Excellence 2019-20 at Universidad Carlos III Madrid, Spain, and given the opportunity to cooperate in the domain of connectivity and signal processing for smart [...]

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The Role of Communication, Localization and Control in UAV systems

The Role of Communication, Localization and Control in UAV systems

November 22, 2019

Unmanned aerial vehicles (UAVs), referred also as to drones, find application in many fields. In my recent keynote at the IEEE Intellect 2019 Conference, I gave an overview of key applications [...]

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Does Machine Learning Bring a Novel Epistemology in Communications ?

Does Machine Learning Bring a Novel Epistemology in Communications ?

May 3, 2019

[…]  Significant progress in the analysis and design of communication systems has been rendered possible by the milestone work of C. Shannon that provided a methodological plant to attack [...]

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