categoryMenu_new
 
  Home
  EXTRAORDINARY AH Teaching from Spiritual Hierarchy
  AbundantHope
  NEW READERS! Read Here First
  Supporting AH
  Leadership of AbundantHope
  Announcements
  Regional AH Sites
  Other Sites with AH material
  Contact Us
  Becoming A Messiah
  OUR PUBLIC FORUM IS OPEN TOO ALL
  Mission Ideas
  System Busting
  Cleric Letter/English
  Translations of Cleric Letter
  AH Member Writings
  Candace
  Ron
  Rosie
  Jess
  Brian's Poetry
  James
  Giuseppe
  Esteban
  Telepathic Messages
  Candace
  Jess Anthony
  Vince
  Leonette
  John
  Adam
  Bela
  Joyce
  Hazel
  Kibo
  Peter
  Rosie
  Johan
  Lucia
  Lucia G
  Rubens
  Shellee-Kim
  Ben
  Dorothea
  Solon
  Others
  Targeted Messages
  Hano
  Light Flower
  Changing The Face Of Religion
  - Phoenix Journals - PDF in German
  Candace on Religion
  Other Spiritual Pieces
  Spiritual Nuggets by the Masters
  Phoenix Journals
  Phoenix Journals - PDF
  Telepathic Messages PDF books
  Selections from the Urantia Book
  Illustrations For The Urantia Book
  CMGSN Pieces
  THE WAVE
 
  Environment/Science
  David Crayford and the ITC
  Health and Nutrition
  Podcasts, Radio Shows, Video by AH
  Political Information
  True US History
  Human/Animal Rights
  The Miracle That Is Me
  Education
  Resources
  911 Material
  Books - eBooks
  government email/phone #'s
  Self Reliance
  Video
  Websites
  Alternative News Sources
  Art and Music
  Foreign Sites
  Health and Healing
  Human/Animal Rights
  Scientific
  Spiritual
  Vegan Recipes
  Translated Material
  Dutch
  Gekanaliseerde berichten Jess
  Gekanaliseerde berichten Candace
  Gekanaliseerde berichten Anderen
  Artikelen/berichten
  French
  Canal Jess
  Par Candace
  Other Channels
  Articles
  German
  Telepathische Nachrichten (Candace)
  Telepathische Nachrichten (Jess)
  Telepathische Nachrichten (div.)
  AH Mitgliederbeiträge (Candace)
  AH Mitgliederbeiträge (Jess)
  Spirituelle Schätze
  Italian
  Translations - Candace
  Translations - Jess
  Translations - Others
  Portuguese
  by Candace
  By Jess
  By Others
  Spanish
  Anfitriones Divinos
  Bitácoras Fénix
  Creadores-de-Alas (WingMakers/Lyricus)
  Escritos de Candace
  Escritos de Otros
  Monjoronsón
  Telemensajes de Candace
  Telemensajes de Jess Anthony
  Telemensajes de Otros
  Chinese
  By Candace
  By Jess
  By Others
  Korean Translations
  Hungarian Translations
  Swedish Translations

Search
[an error occurred while processing this directive]
Environment/Science Last Updated: Jul 16, 2019 - 4:02:51 AM


AI Studies Old Scientific Papers, Makes New Discoveries Overlooked by Humans
By Tyler Durden
Jul 16, 2019 - 3:40:29 AM

Email this article
 Printer friendly page Share/Bookmark

https://themindunleashed.com/2019/07/ai-scientific-papers-discoveries-overlooked-humans.html

Researchers from Lawrence Berkeley National Laboratory trained an AI on old scientific papers to see if there was anythings humans missed.AI Scientific Papers Discoveries Overlooked Humans

When AI isn't busy taking our jobs, it's making brand new scientific discoveries that our clunky human brains somehow overlooked.

Researchers from Lawrence Berkeley National Laboratory trained an AI called Word2Vec on scientific papers to see if there was any "latent knowledge" that humans weren't able to grock on first pass.

The study, published in Nature on July 3, reveals that the algorithm found predictions for potential thermoelectric materials which can convert heat into energy for various heating and cooling applications.


The algorithm didn't know the definition of thermoelectric, though. It received no training in materials science. Using only word associations, the algorithm was able to provide candidates for future thermoelectric materials, some of which may be better than those we currently use. -Motherboard

"It can read any paper on material science, so can make connections that no scientists could," said researcher Anubhav Jain. "Sometimes it does what a researcher would do; other times it makes these cross-discipline associations."

The algorithm was designed to assess the language in 3.3 million abstracts from material sciences, and was able to build a vocabulary of around half-a-million words. Word2Vec used machine learning to analyze relationships between words.

"The way that this Word2vec algorithm works is that you train a neural network model to remove each word and predict what the words next to it will be," said Jain, adding that "by training a neural network on a word, you get representations of words that can actually confer knowledge."

Using just the words found in scientific abstracts, the algorithm was able to understand concepts such as the periodic table and the chemical structure of molecules. The algorithm linked words that were found close together, creating vectors of related words that helped define concepts. In some cases, words were linked to thermoelectric concepts but had never been written about as thermoelectric in any abstract they surveyed. This gap in knowledge is hard to catch with a human eye, but easy for an algorithm to spot.

After showing its capacity to predict future materials, researchers took their work back in time, virtually. They scrapped recent data and tested the algorithm on old papers, seeing if it could predict scientific discoveries before they happened. Once again, the algorithm worked. -Motherboard

As one example, researchers fed publications from before 2009 into the algorithm and were able to predict one of the most effective modern-day thermoelectric materials four years before it was actually discovered in 2012.

The technology isn't restricted to materials science either - as it can be trained on a wide variety of disciplines by retraining it on literature from whichever subject for which one wants to provide a deeper analysis.

"This algorithm is unsupervised and it builds its own connections," said the study's lead author, Vahe Tshitoyan, adding "You could use this for things like medical research or drug discovery. The information is out there. We just haven't made these connections yet because you can't read every article."

ZeroHedge.com

The views in this article may not reflect editorial policy of The Mind Unleashed.

[Colour fonts and bolding added.].




All writings by members of AbundantHope are copyrighted by
©2005-2019 AbundantHope - All rights reserved

Detailed explanation of AbundantHope's Copyrights are found here


Top of Page

Environment/Science
Latest Headlines
The world economy ‘would collapse’ if it followed the ‘Greta Thunberg approach’
China’s Gene-Edited Baby Experiment Created Unintended Mutations
Mekong River Dying a Slow But Certain Death
China Set To Create 10 New National Parks
Plants Emit Ultrasonic Squeals When Stressed, Recordings Reveal
Don’t Look, Don’t See: Time for Honest Media Reporting on Impacts of Pesticides
As Australia Bushfires Rage, People Knit Mittens for Burnt Koalas and Raise Nearly $2 Million in Aid
3D-Printed Home Can Be Constructed For Under $4,000
Scientists Invent Method to Turn CO2 Into Solid Carbon – Report
Solar Plant Turns Ocean Water Into Drinking Water for 35,000 People a Day in Kenya
Study Estimates Sharks and Manta Rays Consuming Up To 137 Plastic Pieces Per Hour
UN COP25 “Climate” Summit Promises More “Global Governance”
How To Discuss "Climate Change" With A 'Woke' Teenager
Danish Academic: U.N. Might Use Military to Enforce Climate Agenda
Greta Thunberg Admits: “Climate Crisis Is Not Just About the Environment”
Universal Body Enhancement Spaceship Unit 2019-10-10
U.N. Blames Climate Change for Global Mass Migration
Madrid Opens With "Point Of No Return" Climate Scaremongering... But Where's Greta?
IMPOSSIBLE!? Not For Su-57! Russia's Most Advanced Aircraft Pulls Off FLAT SPIN!
HUMAN's Musics - A film by Yann Arthus-Bertrand / Composed by Armand Amar