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DATE 2017-02-01

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Key: archive Value: 2017-02-01

Key: id Value: 545985

MESSAGE
DATE 2017-02-11
FROM Ruben Safir
SUBJECT Subject: [Hangout-NYLXS] Researchers use artificial neural network to
From hangout-bounces-at-nylxs.com Sat Feb 11 19:06:48 2017
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To: "learn-at-nylxs.com" , Hangout
From: Ruben Safir
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Subject: [Hangout-NYLXS] Researchers use artificial neural network to
simulate a quantum many-body system
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(Phys.org)=E2=80=94A pair of physicists with ETH Zurich has developed a way=
to
use an artificial neural network to characterize the wave function of a
quantum many-body system. In their paper published in the journal
Science, Giuseppe Carleo and Matthias Troyer describe how they coaxed a
neural network to simulate some aspects of a quantum many-body system.
Michael Hush with the University of New South Wales offers a
Perspectives piece on the work done by the pair in the same journal
issue and also outlines the problems other researchers have faced when
attempting to solve the same problem.

One of the difficult challenges facing physicists today is coming up
with a way to simulate quantum many-body systems, i.e., showing all the
states that exist in a given system, such as a chunk of matter. Such
systems grow complicated quickly=E2=80=94a group of just 100 quantum partic=
les,
for example, could have as many as 1035 spin states. Even the most
powerful modern computers very quickly become overwhelmed trying to
depict such systems. In this new effort, the researchers took a
different approach=E2=80=94instead of attempting to calculate every possible
state, they used a neural network to generalize the entire system.

The pair began by noting that the system used to defeat a Go world
champion last year might be modified in a way that could simulate a
many-body system. They created a simplified version of the same type of
neural network and programed it to simulate the wave function of a
multi-body system (by using a set of weights and just one layer of
hidden biases). They then followed up by getting the neural network to
figure out the ground state of a system. To see how well their system
worked, they ran comparisons with problems that have already been solved
and report that their system was better than those that rely on a
brute-force approach.
Taming complexity
The neural network detects specific patterns in the quantum system. In
this case, the network correctly recognises that atoms with an opposite
spin tend to pair up. Credit: ETH Zurich / G. Carleo

The system was a proof-of-concept rather than an actual tool for use by
physicists, but it demonstrates what is possible=E2=80=94large efforts, as =
Hush
notes, that involve more hidden biases and weights could result in a
tool with groundbreaking applications.

Explore further: Convolutional neural network able to identify rare eye
disorder

More information: Solving the quantum many-body problem with artificial
neural networks, Science 10 Feb 2017: vol. 355, Issue 6325, pp. 602-606
science.sciencemag.org/cgi/doi/10.1126/science.aag2302

Abstract
The challenge posed by the many-body problem in quantum physics
originates from the difficulty of describing the nontrivial correlations
encoded in the exponential complexity of the many-body wave function.
Here we demonstrate that systematic machine learning of the wave
function can reduce this complexity to a tractable computational form
for some notable cases of physical interest. We introduce a variational
representation of quantum states based on artificial neural networks
with a variable number of hidden neurons. A reinforcement-learning
scheme we demonstrate is capable of both finding the ground state and
describing the unitary time evolution of complex interacting quantum
systems. Our approach achieves high accuracy in describing prototypical
interacting spins models in one and two dimensions.

Press release
-- =

So many immigrant groups have swept through our town
that Brooklyn, like Atlantis, reaches mythological
proportions in the mind of the world - RI Safir 1998
http://www.mrbrklyn.com

DRM is THEFT - We are the STAKEHOLDERS - RI Safir 2002
http://www.nylxs.com - Leadership Development in Free Software
http://www2.mrbrklyn.com/resources - Unpublished Archive
http://www.coinhangout.com - coins!
http://www.brooklyn-living.com

Being so tracked is for FARM ANIMALS and and extermination camps,
but incompatible with living as a free human being. -RI Safir 2013
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  1. 2017-02-01 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] =?utf-8?q?The_lessons_of_Roosevelt=E2=80=99s_fail?=
  2. 2017-02-01 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] (forw) Re: [skeptic] Let the beheadings
  3. 2017-02-01 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] In other news, making America safe again
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  5. 2017-02-01 Ruben Safir <mrbrklyn-at-panix.com> Re: [Hangout-NYLXS] In other news, making America safe again
  6. 2017-02-01 Ruben Safir <mrbrklyn-at-panix.com> Re: [Hangout-NYLXS] (forw) Re: [skeptic] Let the beheadings
  7. 2017-02-01 Ruben Safir <mrbrklyn-at-panix.com> Re: [Hangout-NYLXS] (forw) Re: [skeptic] Let the beheadings
  8. 2017-02-01 Ruben Safir <mrbrklyn-at-panix.com> Re: [Hangout-NYLXS] (forw) Re: [skeptic] Let the beheadings
  9. 2017-02-01 Ruben Safir <mrbrklyn-at-panix.com> Re: [Hangout-NYLXS] (forw) Re: [skeptic] Let the beheadings
  10. 2017-02-01 Ruben Safir <mrbrklyn-at-panix.com> Re: [Hangout-NYLXS] (forw) Re: [skeptic] Let the beheadings
  11. 2017-02-01 Ruben Safir <ruben-at-mrbrklyn.com> Re: [Hangout-NYLXS] Let's take a vote on non free speech software
  12. 2017-02-01 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] In other news, making America safe again
  13. 2017-02-01 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] (forw) Re: [skeptic] Let the beheadings
  14. 2017-02-01 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Encryption and the law
  15. 2017-02-02 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] NP Complete
  16. 2017-02-02 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Is NYLUG still running meetings?
  17. 2017-02-02 From: "Mancini, Sabin (DFS)" <Sabin.Mancini-at-dfs.ny.gov> Re: [Hangout-NYLXS] Is NYLUG still running meetings? | | None since
  18. 2017-02-02 Ruben Safir <mrbrklyn-at-panix.com> Re: [Hangout-NYLXS] Is NYLUG still running meetings? | | None since
  19. 2017-02-02 From: "Mancini, Sabin (DFS)" <Sabin.Mancini-at-dfs.ny.gov> Re: [Hangout-NYLXS] Is NYLUG still running meetings? | | Your
  20. 2017-02-02 Ruben Safir <mrbrklyn-at-panix.com> Re: [Hangout-NYLXS] Is NYLUG still running meetings? | | Your
  21. 2017-02-02 Ruben Safir <mrbrklyn-at-panix.com> Subject: [Hangout-NYLXS] anyone know what is this
  22. 2017-02-02 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] anyone know what is this
  23. 2017-02-02 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] looks like we just got a new lease on life
  24. 2017-02-02 Ruben Safir <ruben-at-mrbrklyn.com> Re: [Hangout-NYLXS] Fwd: [isoc-ny] FCC Seeks Diverse Stakeholders
  25. 2017-02-02 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] A Brooklyn Story
  26. 2017-02-02 Ruben Safir <mrbrklyn-at-panix.com> Re: [Hangout-NYLXS] anyone know what is this
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  28. 2017-02-02 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] anyone know what is this
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  107. 2017-02-12 Ruben Safir <ruben-at-mrbrklyn.com> Re: [Hangout-NYLXS] Guess this painting!!
  108. 2017-02-12 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Name the artist and the work..
  109. 2017-02-13 Gabor Szabo <gabor-at-szabgab.com> Subject: [Hangout-NYLXS] [Perlweekly] #290 - Interview at FOSDEM
  110. 2017-02-01 Dirk Jagdmann <doj-at-cubic.org> Re: [Hangout-NYLXS] Passing encrypted base64 encoded value via href
  111. 2017-02-13 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] Guess this painting!!
  112. 2017-02-13 ruben <ruben-at-mrbrklyn.com> Re: [Hangout-NYLXS] Guess this painting!!
  113. 2017-02-13 Ruben Safir <mrbrklyn-at-panix.com> Re: [Hangout-NYLXS] Guess this painting!!
  114. 2017-02-13 Ruben Safir <mrbrklyn-at-panix.com> Re: [Hangout-NYLXS] Guess this painting!!
  115. 2017-02-13 ISOC-NY announcements <announce-at-lists.isoc-ny.org> Re: [Hangout-NYLXS]
  116. 2017-02-13 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Patent Trolls Delux
  117. 2017-02-13 Ruben Safir <ruben-at-mrbrklyn.com> Re: [Hangout-NYLXS] Microsofts new stratergy to beat linux | | I
  118. 2017-02-13 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Fwd: [isoc-ny] Fwd: EVENT TONIGHT: The Internet of
  119. 2017-02-13 From: "Mancini, Sabin (DFS)" <Sabin.Mancini-at-dfs.ny.gov> Re: [Hangout-NYLXS] Fwd: [isoc-ny] Fwd: EVENT TONIGHT: The Internet
  120. 2017-02-13 Ruben Safir <mrbrklyn-at-panix.com> Re: [Hangout-NYLXS] Fwd: [isoc-ny] Fwd: EVENT TONIGHT: The Internet
  121. 2017-02-13 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] Guess this painting!!
  122. 2017-02-13 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Geological floods
  123. 2017-02-13 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Amature Radio
  124. 2017-02-13 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] Amature Radio
  125. 2017-02-13 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Artificial Intelligence Gets Aggressive Without
  126. 2017-02-14 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] Geological floods
  127. 2017-02-14 From: "American Museum of Natural History" <mat-at-amnh.org> Subject: [Hangout-NYLXS] Tomorrow Is The Last Day for MAT Applications
  128. 2017-02-14 From: "IEEE The Institute"<tialert-at-ieee.org> Subject: [Hangout-NYLXS] The Institute Online: Can Amazon's Echo Device Help
  129. 2017-02-14 Charlotte Danes <charlotted-at-schoolingadvisor.com> Subject: [Hangout-NYLXS] NYLXS - The Free Software Institute
  130. 2017-02-15 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Just a reminder
  131. 2017-02-15 IEEE Engineering in Medicine and Biology Society <noreply-at-embs.org> Subject: [Hangout-NYLXS] EMBC Paper Submission DEADLINE is
  132. 2017-02-15 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] aptget
  133. 2017-02-15 Ruben Safir <ruben-at-mrbrklyn.com> Re: [Hangout-NYLXS] aptget
  134. 2017-02-16 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] aptget
  135. 2017-02-16 ruben <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] chew on this
  136. 2017-02-16 ruben <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Next Picute
  137. 2017-02-16 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] Next Picture
  138. 2017-02-16 Ruben Safir <ruben-at-mrbrklyn.com> Re: [Hangout-NYLXS] aptget
  139. 2017-02-16 Ruben Safir <ruben-at-mrbrklyn.com> Re: [Hangout-NYLXS] aptget
  140. 2017-02-16 Ruben Safir <ruben-at-mrbrklyn.com> Re: [Hangout-NYLXS] Next Picture
  141. 2017-02-16 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Fwd: Sherry
  142. 2017-02-16 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Name the Artist and the Work
  143. 2017-02-16 From: "Mancini, Sabin (DFS)" <Sabin.Mancini-at-dfs.ny.gov> Re: [Hangout-NYLXS] aptget: | | it was not wasted !
  144. 2017-02-16 From: "Mancini, Sabin (DFS)" <Sabin.Mancini-at-dfs.ny.gov> Re: [Hangout-NYLXS] aptget: | | RS: I thought you were an OpenSuse
  145. 2017-02-16 Ruben Safir <ruben-at-mrbrklyn.com> Re: [Hangout-NYLXS] aptget: | | RS: I thought you were an OpenSuse
  146. 2017-02-16 From: "Mancini, Sabin (DFS)" <Sabin.Mancini-at-dfs.ny.gov> Re: [Hangout-NYLXS] aptget: | | RS: . Audience was about 70% male (
  147. 2017-02-16 Ruben Safir <mrbrklyn-at-panix.com> Re: [Hangout-NYLXS] Next Picture
  148. 2017-02-16 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] Next Picture
  149. 2017-02-16 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] Next Picture
  150. 2017-02-16 ISOC-NY announcements <announce-at-lists.isoc-ny.org> Subject: [Hangout-NYLXS] [isoc-ny] WEBCAST TONIGHT: The Future of Digital
  151. 2017-02-17 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Living with NASA
  152. 2017-02-17 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] The MTA is so fucked up
  153. 2017-02-17 From: "Mancini, Sabin (DFS)" <Sabin.Mancini-at-dfs.ny.gov> Re: [Hangout-NYLXS] The MTA is so f****d up | | Join the MTA and
  154. 2017-02-17 ruben <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Fwd: [isoc-ny] WEBCAST TONIGHT: The Future of
  155. 2017-02-17 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] aptget: | | it was not wasted !
  156. 2017-02-19 Rick Moen <rick-at-linuxmafia.com> Subject: [Hangout-NYLXS] (forw) QA & Tech Support Engineer (NYC)
  157. 2017-02-20 Rick Moen <rick-at-linuxmafia.com> Subject: [Hangout-NYLXS] Duplicity (2009 film)
  158. 2017-02-20 Gabor Szabo <gabor-at-szabgab.com> Subject: [Hangout-NYLXS] [Perlweekly] #291 - FOSDEM videos
  159. 2017-02-20 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] movie of the week
  160. 2017-02-21 ruben <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] technologywith fossils
  161. 2017-02-22 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] exo-planets
  162. 2017-02-22 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] in other news
  163. 2017-02-22 Nicholas Rodin <nikbbwil-at-icloud.com> Re: [Hangout-NYLXS] in other news
  164. 2017-02-22 Ruben Safir <mrbrklyn-at-panix.com> Re: [Hangout-NYLXS] in other news
  165. 2017-02-22 Ruben Safir <mrbrklyn-at-panix.com> Re: [Hangout-NYLXS] in other news
  166. 2017-02-22 James E Keenan <jkeen-at-verizon.net> Subject: [Hangout-NYLXS] February social meeting
  167. 2017-02-23 From: "Mancini, Sabin (DFS)" <Sabin.Mancini-at-dfs.ny.gov> Re: [Hangout-NYLXS] | | | Nick: You cannot be removed without
  168. 2017-02-23 Nicholas Rodin <nikbbwil-at-icloud.com> Re: [Hangout-NYLXS] | | | Nick: You cannot be removed without
  169. 2017-02-23 From: "Mancini, Sabin (DFS)" <Sabin.Mancini-at-dfs.ny.gov> Re: [Hangout-NYLXS] | | | Nick: I get way TOO many emails TO both
  170. 2017-02-23 Nicholas Rodin <nikbbwil-at-icloud.com> Re: [Hangout-NYLXS] | | | Nick: I get way TOO many emails TO both
  171. 2017-02-23 Ruben Safir <mrbrklyn-at-panix.com> Re: [Hangout-NYLXS] | | | Nick: I get way TOO many emails TO both
  172. 2017-02-23 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] | | | Nick: I get way TOO many emails TO both
  173. 2017-02-24 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] decision making tree for a euler walk
  174. 2017-02-24 IEEE Engineering in Medicine and Biology Society <noreply-at-embs.org> Subject: [Hangout-NYLXS] Your EMB Weekly Newsletter is HERE!!!!
  175. 2017-02-28 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Peer Review
  176. 2017-02-27 James E Keenan <jkeen-at-verizon.net> Re: [Hangout-NYLXS] February social meeting + upcoming
  177. 2017-02-28 From: "IEEE The Institute"<tialert-at-ieee.org> Subject: [Hangout-NYLXS] The Institute Online: Straight Out of Sci-Fi,
  178. 2017-02-28 Don Brinkman <Don.Brinkman-at-gov.ab.ca> Re: [Hangout-NYLXS] visit

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