Welcome to the CLRC
The Computer Learning Research Centre is a world-class research centre
dedicated to the development of m
achine learning theory.
Our objectives are to:
- Develop machine learning theory
- Design and implement software based on the algorithms and theory
developed by the Centre
- Provide consultancy, advice and seminars to external organizations
- Serve as a springboard for high-quality interdisciplinary research
Upcoming events:
Recent events:
- Sad news: on 7 December 2009
Ray J.
Solomonoff passed away.
- On 8 October 2009,
Glenn
Shafer and his colleague Arthur Dempster
were made honorary doctors in economics
by the University of Economics, Prague.
See Professor Shafer's
acceptance speech.
- Yuri Gurevich of Microsoft Research gave a talk on
"The Church-Turing Thesis: Story and Recent Progress"
on 24th March 2009.
- Congratulations to our PhD student Misha Dashevskiy
for winning the E.M.Gold award and a prize for the best paper
in the 19th International conference on Algorithmic Learning Theory
(ALT2008).
The title of the paper is
"Aggregating Algorithm for a Space of Analytic Functions".
The abstract of the paper is
here.
- A new technique for "hedging" predictions
was presented and discussed recently
by Alexander
Gammerman
and Vladimir
Vovk
at a special meeting of
the British Computer Society.
The method can be applied to many algorithms,
including Support Vector Machines, Kernel Ridge Regression,
Kernel Nearest Neighbours and other state-of-the-art methods.
The hedged predictions include confidence measures
that are provably valid,
and it becomes possible to control the number of errors
by selecting a suitable confidence level.
The discussants of the technique included
Vladimir
Vapnik,
Alexey
Chervonenkis,
Glenn
Shafer,
Zhiyuan Luo
and many others.
The paper and the discussion can be found
here.
- Volodya Vovk, Alex Gammerman and Yura Kalnishkan were awarded
a three-year grant from the ESPRC entitled
Practical Competitive Prediction
(see "web-site").
- Alex Gammerman, Volodya Vovk and Zhiyuan Luo were awarded a new grant from the Veterinary Laboratories Agency (VLA).
It is entitled "Development and Application of Machine Learning
Algorithms for the Analysis of Complex Veterinary Data Sets".
- Alex Gammerman and Volodya Vovk were awarded a new grant
from the Cyprus Government. It is entitled "Development of New
Conformal Prediction Methods with Applications in Medical Diagnosis."
- A new webpage was created for the
Kolmogorov
Lecture and Medal.
The 2007
Kolmogorov Lecture was presented by Professor Yakov Sinai
on 29th January 2007.
His talk was entitled "Renormalization Group Theory
in Probability and Analysis."
- New pages for the MRC-funded project,
"Proteomic
Analysis of the Human Serum Proteome for Population Screening,
Diagnosis and Biomarker Discovery"
were added to the CLRC Projects page.
- Dr Chris Watkins,
along with fellow authors Dr Alex Clark and Dr Christophe Costa
Florencio, won the Best Paper Award at the European Conference on
Machine Learning (ECML) for their paper entitled "Languages as
Hyperplanes: Grammatical Inference with String Kernels."
- CLRC members Tony Bellotti,
Zhiyuan
Luo and
Alex
Gammerman received
the "Best Paper Award"
at the 2006
IEEE International Conference on Granular Computing
for their paper entitled "Reliable Classification
of Childhood Acute Leukaemia from Gene Expression Data
using Confidences Machines."
- On the 10th of February 2006 the National
Academy of Engineering (NAE) of USA elected
Professor
Vladimir Vapnik of Computer Learning Research Centre (CLRC) and
the Computer Science Department as a new member for "insights
into the fundamental complexities of learning and for inventing practical
and widely applied machine-learning algorithms".
- Professors Vovk,
Gammerman
and Shafer
published a monograph on conformal prediction titled
Algorithmic Learning in a Random World
Last updated
Sun, 15-Dec-2009 12:00
GMT
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Royal Holloway,
University of London,
Egham,
Surrey TW20 0EX
Tel/Fax : +44 (0)1784 443421/439786