W1. Quantum Physics and Machine Learning

Workshop organized by:
F. Caruso

 

This workshop will cover the fascinating very interdisciplinary field of machine learning and its more recent generalization to quantum information. Recurrent networks, reinforcement learning, Boltzmann machines, deep learning, and neural networks will be discussed in various scientific fields and from both foundational and technological perspectives.

On one side, machine learning does very successfully solve very hard problems as detecting anomalous events in live streams of sensor data, self-driving cars, speech recognition, natural language, vision, playing games, trading strategies, etc.
On the other side, quantum information science also teems with excitement. By manipulating single particles at a subatomic level, one is able to perform Fourier transformation exponentially faster or search in a database quadratically faster than the classical limit. A future quantum computer will break the security of all the currently encrypted messages, and quantum cryptography already shows instead of an unbreakable tool to faithfully transmit information at a commercial level.
But, what can quantum computing contribute to machine learning? We naturally expect a speedup from quantum methods, but what kind of speedup?
We will bring together experts from quantum computing and machine learning to discuss the latest progress in the rapidly growing field of quantum machine learning.

News

Prizes in SigmaPhi 2014

During the conference, three works selected out of all the oral and poster presentations by scientists under 40 years, have been awarded.The prizes have been respectively offered for...

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Accepted Abstracts

10 May 2014 The list of accepted abstracts submitted for presentation in the conference is available on the page "Abstracts Lists"

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Workshops

1. Anomalous Diffusion

Workshop organized by: S. Abe and J.P. Boon

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2. Kappa Plasmas

Workshop organized by: M. Lazar and V. Pierrard

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3. Econophysics

Workshop organized by: L. Pietronero "Economic Complexity" and T. Aste "Finance, Risk"

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4. Sociophysics

Workshop organized by: B. Szymansk; I) G. Korniss, C. Lim "Human behavior, Social networks"; II) V. Constantoudis "Linguistics"

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5. Complex Networks

Workshop organized by: A. Scala "Interacting networks" and B. Kahng "Phase transitions in networks"

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6. Biophysics

Workshop organized by: P. Paradisi

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7. Environmental Statistical Physics

Workshop organized by: D. Hristopulos

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8. Quantum Computation and Quantum Information

Workshop organized by: D. Ellinas and J. Pachos

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Scientific Sponsors 2014

 

Politecnico di Torino

Italy

 

 

 Department of Applied

Science and Technology

 

Statistical and Nonlinear

Physics Division 

 

ISC - CNR

Roma, Italy

 

Technical University of

Crete Chania, Greece

 

Aristotele University of

Thessaloniki, Greece

 

 

N.C.S.R. Demokritos

Athens, Greece

 

University of Leuven

Belgium

 

 

Entropy

 

Chaos, Solitons

& Fractals

Modern Physics

Letters B

International Journal

of Modern Physics B