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SIAM SIGNED

Scaling Up Innovation through Analogy Mining

Total Cost €

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EC-Contrib. €

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Partnership

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 SIAM project word cloud

Explore the words cloud of the SIAM project. It provides you a very rough idea of what is the project "SIAM" about.

unprecedented    natural    accelerate    intelligence    creates    analogies    preliminary    transfer    breakthroughs    structural    innovation    automating    indicate    box    speculate    describes    original    core    tackle    cardboard    language    similarity    representations    techniques    wright    online    pipeline    points    scientists    phenomenon    progress    roles    suggest    abstraction    learning    head    philosopher    explores    discovery    status    inventors    algorithms    science    retrieve    aircraft    analogy    holy    machine    opportunity    demonstrates    coupled    settings    observing    explosion    artificial    feasibility    world    twisting    allowed    grail    data    play    made    analogical    changing    papers    led    components    variety    longstanding    little    scientific    commonsense    starting    crowdsourcing    keywords    serve    ideas    despite    ai    maintained    datasets    discovering    enabled    imbuing    unstructured    steerable    multiple    patents    discovered    automatically    principled    sound    content    guiding    brothers    greek    deep    chrysippus    tools    revolutionize    water    domain    analogs    wave    metrics   

Project "SIAM" data sheet

The following table provides information about the project.

Coordinator
THE HEBREW UNIVERSITY OF JERUSALEM 

Organization address
address: EDMOND J SAFRA CAMPUS GIVAT RAM
city: JERUSALEM
postcode: 91904
website: www.huji.ac.il

contact info
title: n.a.
name: n.a.
surname: n.a.
function: n.a.
email: n.a.
telephone: n.a.
fax: n.a.

 Coordinator Country Israel [IL]
 Total cost 1˙373˙057 €
 EC max contribution 1˙373˙057 € (100%)
 Programme 1. H2020-EU.1.1. (EXCELLENT SCIENCE - European Research Council (ERC))
 Code Call ERC-2019-STG
 Funding Scheme ERC-STG
 Starting year 2020
 Duration (year-month-day) from 2020-01-01   to  2024-12-31

 Partnership

Take a look of project's partnership.

# participants  country  role  EC contrib. [€] 
1    THE HEBREW UNIVERSITY OF JERUSALEM IL (JERUSALEM) coordinator 1˙373˙057.00

Map

 Project objective

'Many world-changing breakthroughs in science and technology were enabled by analogical transfer, as ideas from one domain were used to solve a problem in another. Observing water led the Greek philosopher Chrysippus to speculate that sound was a wave phenomenon; an analogy to twisting a cardboard box allowed the Wright brothers to design a steerable aircraft. Despite its value for innovation, very little progress has been made towards automating the process of analogy-finding in real-world settings, and the problem has maintained a longstanding status as a 'holy grail' in artificial intelligence (AI).

The goal of this proposal is to tackle head-on this important problem and develop principled tools for automatically discovering analogies in large, unstructured, natural-language datasets such as patents and scientific papers. Such tools could revolutionize a variety of fields, allowing scientists and inventors to retrieve useful content based on deep structural similarity rather than simple keywords. The explosion of data available online, coupled with novel machine learning and crowdsourcing techniques, creates an unprecedented opportunity to develop novel methods to accelerate innovation and discovery.

My approach explores the multiple roles AI and machine learning can play in the analogical innovation pipeline. This research will focus on the three core components of the pipeline -- (1) developing representations and similarity metrics to facilitate comparison between potential analogs, (2) imbuing the algorithms with commonsense knowledge and abstraction capabilities, and (3) guiding the adaptation of the discovered analogies to solve the original problem. For each component, the proposal demonstrates how recent advances suggest effective approaches, and describes our concrete preliminary results and ideas to serve as starting points and indicate the feasibility of this challenging project.'

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The information about "SIAM" are provided by the European Opendata Portal: CORDIS opendata.

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