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7E10045

Massive Sets of Heuristics for Machine Learning

Public support

  • Provider

    Ministry of Education, Youth and Sports

  • Programme

  • Call for proposals

    FP7-ICT-2009-4

  • Main participants

  • Contest type

    RP - Co-financing of EC programme

  • Contract ID

    1090/2011-321

Alternative language

  • Project name in Czech

    Massive Sets of Heuristics for Machine Learning

  • Annotation in Czech

    This project aims at developing new machine learning methods relying on very large number of hand-designed heuristics, together with statistical tools to facilitate the design of these heuristics in an open and collaborative framework.We define an heuristic to be any algorithm processing raw inputs to produce values relevant to the problem at hand. This purposely very general definition encompasses techniques spanning from simple signal processing to symbolic modeling or locally trained predictors. Since we assume high performance can only be achieved by combining hundreds of such heuristics, we propose to develop them collaboratively, in a way similar to the successful development process of open-source software or collaborative encyclopedia.We will assess the performance of that strategy on the control of an avatar in a realistic 3D simulator and on the control of a real robotic arm, and we aim at creating a generic software platform usable on alternative applications.Hence, the key aspects of this

Scientific branches

  • R&D category

    ZV - Basic research

  • CEP classification - main branch

    IN - Informatics

  • CEP - secondary branch

    JD - Use of computers, robotics and its application

  • CEP - another secondary branch

  • OECD FORD - equivalent branches <br>(according to the <a href="http://www.vyzkum.cz/storage/att/E6EF7938F0E854BAE520AC119FB22E8D/Prevodnik_oboru_Frascati.pdf">converter</a>)

    10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)<br>20204 - Robotics and automatic control<br>20205 - Automation and control systems

Completed project evaluation

  • Provider evaluation

    U - Uspěl podle zadání (s publikovanými či patentovanými výsledky atd.)

  • Project results evaluation

    Following the condition that the candidate of financial contribution was evaluated and afterwards selected by international provider in accordance with the rules of the program the Ministry of Education, Youth ans Sports does not realize the evaluation of project results. The project is evaluated only after its approval by an international provider.

Solution timeline

  • Realization period - beginning

    Jan 1, 2010

  • Realization period - end

    Dec 31, 2012

  • Project status

    U - Finished project

  • Latest support payment

    Apr 18, 2012

Data delivery to CEP

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

  • Data delivery code

    CEP13-MSM-7E-U/01:1

  • Data delivery date

    Jun 28, 2013

Finance

  • Total approved costs

    3,542 thou. CZK

  • Public financial support

    3,542 thou. CZK

  • Other public sources

    0 thou. CZK

  • Non public and foreign sources

    0 thou. CZK