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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.

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

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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