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Monitors key to Russian gas deal

Russia says it will resume pumping gas to Europe once independent monitors are in place to check the flow to EU markets.

news.bbc.co.uk

Murray win sets up Federer clash

Britain's Andy Murray will face Roger Federer in the semi-finals of the Qatar Open after a 6-4 6-2 win over Sergiy Stakhovsky.

news.bbc.co.uk

Heat may spark world food crisis

Half the world's population could face food crisis by 2100 as soaring temperatures cripple staple crops, scientists warn.

news.bbc.co.uk

Taking back what's mine - man asks for kidney's return in divorce

A US man divorcing his wife demands that she return the kidney he donated to her or pay him $1.5m (£1m) in compensation.

news.bbc.co.uk

Ronaldo survives Ferrari smash

Manchester United forward Cristiano Ronaldo writes off his Ferrari in a crash near Manchester Airport.

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Many to mourn

Tuberculosis is tearing lives apart in Tajikistan

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Gadgets galore

Some of the goodies on offer at Las Vegas tech fair

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BBC Sound of 2009

Is this Britain's new pop queen? Electro princess Little Boots is named brightest rising music star

news.bbc.co.uk

City airport runway 'was unsafe'

Passenger planes were involved in "serious" incidents on a temporary runway surface at Bristol Airport, a report says.

news.bbc.co.uk

Pakistan slum-dwellers die in blaze

At least 30 people are killed when fire engulfs homes in a shanty town in the Pakistani city of Karachi, officials say.

news.bbc.co.uk

England rugby star's driving ban

The England and Gloucester rugby player Mike Tindall is banned from driving for three years after admitting being over the drink-drive limit.

news.bbc.co.uk

Pakistan al-Qaeda leaders 'dead'

Al-Qaeda's operations chief in Pakistan and another top aide are believed to have been killed, US intelligence sources say.

news.bbc.co.uk

Private school exodus 'expected'

The Liberal Democrats demand government action to prepare schools for a predicted influx of pupils from the private sector.

news.bbc.co.uk

Bombs hit Gaza as UN urges truce

Israeli forces carry out more air strikes on Gaza as the UN Security Council calls for an immediate ceasefire.

news.bbc.co.uk

Bad signs

What effect has Israel's actions in Gaza had in UK?

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Man City fail in Santa Cruz bid

Blackburn reject a bid in excess of £12m from Manchester City for striker Roque Santa Cruz.

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Send your video, pictures and story ideas

Have you got a good story? BBC News wants to hear from you.

news.bbc.co.uk

Mixed-sex wards 'blighting NHS'

The government has failed to live up to its promise to phase out mixed-sex wards in hospitals in England, the Conservatives say.

news.bbc.co.uk

Gas shut-off

Europeans feel the cold as Russia suspends fuel

news.bbc.co.uk

Canadians set a new record for the fastest trek across Antarctica

A trio of Canadians claim a new record for the fastest trek across Antarctica to the South Pole.

news.bbc.co.uk

Falling interest

Pensioners worried as saving rate cuts hit income

news.bbc.co.uk

Citi backs mortgage relief plan

US bank Citigroup backs a proposed change in US bankruptcy law to help mortgage borrowers avoid losing their homes.

news.bbc.co.uk

Fond farewell

Bollywood's light-hearted goodbye to President Bush

news.bbc.co.uk

UK e-mail law 'attack on rights'

A law ensuring the details of every e-mail sent in the UK are kept is an attack on civil liberties, critics say.

news.bbc.co.uk

Strauss ready to rebuild England

Andrew Strauss insists he has the backing of predecessor Kevin Pietersen as he takes over the England captaincy.

news.bbc.co.uk


 World Catalog > Computers > Artificial Intelligence > Machine Learning > Software

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World Catalog > Computers > Artificial Intelligence > Machine Learning > Software

  • Belief Networks (52)
  • Data Mining (196)
  • Neural Networks (42)
  • Statistics (185)
  • Support Vector Machines (4)
  • Software:

    aiParts

    C++ classes for multi-decision problems implimenying the High-Hope technique with sample programs. [MIT]

    http://www.agt.net/public/bmarshal/aiparts/index.htm

    AliceBOT

    The famous free software BOT developed in promotion of AIML (Artificial Intelligence Markup Language). [FREE]

    http://alicebot.blogspot.com/

    ArrayMiner - ClassMarker

    Programmatically isolate similarities between scattered classes of genes. Expression driven. Utilizes a voting method along with a k-Nearest-Neighbors classification. Very rich graphical interface. Samples of an unknown class are possible given enough data. Fully functional demo. [Commercial]

    http://www.optimaldesign.com/ArrayMiner/ClassMarker.htm

    Graand

    Free Classified Ads Portal

    www.graand.com

    The AutoClass Project

    A database of cases described by a combination of real and discrete valued attributes, and automatically finds the natural classes in that data. It can be seen as a Naive Bayes classifier where the class node is hidden. [Free]

    http://ic-www.arc.nasa.gov/ic/projects/bayes-group/autoclass/

    Bayes Net Toolbox for Matlab

    Supports several inference algorithms and learning algorithms. Allows simulation of static and dynamic networks, including HMMs, IOHMMs, and Kalman filters. [GPL]

    http://bnt.sourceforge.net/

    Bayes++: Open Source Bayesian Filtering Classes

    A library of C++ classes for Bayesian Filtering of discrete systems. [MIT]

    http://bayesclasses.sourceforge.net/Bayes++.html

    BETSY: A Bayesian Essay Test Scoring System

    A windows-based program that classifies text based on trained material. Designed for automated essay scoring, BETSY can be applied to any text classification task. [GPL]

    http://edres.org/betsy

    BNet EngineKit

    A developer toolkit for researchers and engineers to embed belief networks in software applications. Nice online demo. [Commercial]

    http://www.cra.com/commercial-products-services/bnet-engine-kit.asp

    Bow: A Toolkit for Statistical Language Modeling, Text Retrieval, Classification and Clustering

    A library of C code useful for writing statistical text analysis, language modeling, and information retrieval programs. The current distribution includes the library, as well as front-ends for document classification (rainbow), document retrieval (arrow) and document clustering (crossbow). [LGPL]

    http://www.cs.cmu.edu/~mccallum/bow/

    C4.5 and FOIL

    The home page of R. Quinlan with FTP links to FOIL (inductive logic programming) and C4.5 (learning decision trees). [LGPL]

    http://www.rulequest.com/Personal/

    CHILL: Constructive Heuristics Induction for Language Learning

    A general approach to the problem of inducing natural language parsers. It uses an annotated corpus, and produces a parser by using ILP for inducing the rules that control the actions of a shift-reduce parser. [Free]

    http://www.cs.utexas.edu/users/ml/chill.html

    Classification Toolbox for MATLAB

    A complete set of algorithms for classification, clustering, feature selection and reduction for Matlab. [Free]

    http://www.yom-tov.info/toolbox.html

    Data Access Tools from the US Census Bureau

    General purpose data display and extraction tools that works with Census Bureau data. Census data available for pickup through census bureau employees only. [Free]

    http://www.census.gov/main/www/access.html

    Experience-based Language Acquisition

    Computational model of human language acquisition written in Java; currently acquires a protolanguage of nouns and verbs language based on visual perception. [BSD]

    http://sourceforge.net/projects/ebla

    FastMix

    Generates Gaussian mixture models for large datasets using efficient KD-clustering algorithms. [Free]

    http://www.cs.cmu.edu/~psand/

    FTP Repository Site List for Cognitive and Machine Learning

    Anonymous sites from popular colleges and universities. To access other pages just replace the 6 in URL with numbers 1-23. [Free]

    http://hoohoo.ncsa.uiuc.edu/ftp/part6.html

    Fully Complex Machine Learning Algorithm: ELM

    Treatise on a newly discovered algorithm for feedforward neural network, ELM. Complete performance evaluation along with discussions in PDF format. [Free] [PDF]

    http://www.ntu.edu.sg/home/egbhuang/C-ELM.pdf

    GAlib: Matthew's Genetic Algorithms Library

    A toolset of genetic algorithm objects for C++ to perform optimization. Uses any representation and genetic operators. The documentation contains implementation and examples. Nice screenshots. PVM for distributed, parallel implementations. Includes graphic examples that use the Athena, Motif widget sets, or MFC. [BSD]

    http://lancet.mit.edu/ga/

    General Hidden Markov Model Library

    Hidden Markov Models software library from the Center of Applied Informatics, Cologne. Includes algorithms such as Viterbi, Baum-Welch, and Forward-Backward. [GPL]

    http://sourceforge.net/projects/ghmm

    Genetic Algorithm Projects at SourceForge.net

    A large collection of algorithm projects with complete sourcecode. [GPL]

    http://sourceforge.net/softwaremap/trove_list.php?form_cat=621

    GRIDLOCK: A Scalable Approach to Unifying Computer and Communications Security

    A globally specified and locally interpreted policy language based software for specification of network access control policy. [GPL]

    http://nsl.cs.columbia.edu/projects/gridlock/

    (H)HMM Library and Designer

    This library allows probabilistic sequence models to be constructed through use of Hidden Markov models (HMMs) and Hierarchical Markov models HMMs (HHMMs) in Ocaml programming language. [GPL]

    http://connex.lip6.fr/%7ebinsztok/hhld.html

    HMM: Pattern search and discovery

    A collection of tools for creating and using HMMs for biological sequences. [AFL]

    http://bioweb.pasteur.fr/seqanal/motif/sam-uk.html

    HMMER: Biosequence Analysis

    A tool used to build HMMs from multiple alignments and calculate e-scores. [GPL]

    http://hmmer.janelia.org/

    HRE API: A Portable Handwriting Recognition Engine

    This engine is a functionally complete interface for handwriting recognition. API was written in ANSI C and has minimal reliance on the Windows system. There is a version ported to Linux. [GPL]

    http://playground.sun.com/pub/multimedia/handwriting/hre.html

    Intelligent Software Agent Projects at Sourceforge.net

    A large collection of Intelligent Agent projects complete with sourcecode. [GPL]

    http://sourceforge.net/softwaremap/trove_list.php?form_cat=591

    ITI: Incremental Tree Inducer

    An algorithm that incrementally constructs decision trees from labeled examples. [AFL]

    http://www.cs.umass.edu/~lrn/iti/index.html

    JProGraM -- PRObabilistic GRAphical Models in Java

    JProGraM is a machine learning library which supports learning and inference algorithms for Bayesian networks, Markov random fields, hybrid random fields, probabilistic decision trees, dependency networks, and Parzen windows. [GPL]

    http://www.dii.unisi.it/%7efreno/JProGraM.html

    KEEL: Knowledge Extraction based on Evolutionary Learning

    The aim of this project is to develop a Computational Environment for integrating the design and use of knowledge extraction models from data using evolutionary algorithms. Genetic learning may also be applied to the model. [GPL]

    http://sci2s.ugr.es/keel/

    The Leibniz Software System

    A formal system for constructing artificial intelligent software agents from the book, 'Design of Logic-based Intelligent Systems' covering such topics as production rules, neural nets, support vector machines, fuzzy logic, and Bayesian networks. License is given through purchase of the book alone. [COMM]

    http://www.utdallas.edu/~klaus/Leibnizprogram/leibnizmain.html

    Lemga: Learning Models and Generic Algorithms

    A library of classes for optimizing (training) the generic models. Written in C++. [GPL]

    http://www.work.caltech.edu/ling/lemga/

    libbpfl - A Bayesian Probability Filtering Library

    A general purpose library for Bayesian filtering written in C++. [LGPL]

    http://libbpfl.sourceforge.net

    LibML

    A machine learning library. New implementations of various machine learning algorithms. [GPL]

    http://savannah.nongnu.org/projects/libml/

    LingPipe: Natural Language Processor (NLP)

    A suite of Java libraries for the linguistic analysis of human language which can link entity mentions to database entries, uncover relations, cluster documents, and discover significant trends. [GPL]

    http://www.alias-i.com/lingpipe/

    The Lisa Project

    A production rule based system implemented in a Common Lisp Object System (CLOS) for the development of Lisp based intelligent software agents. [LGPL]

    http://lisa.sourceforge.net/

    Machine Learning and Data Mining Software

    Index of software links for computer learning software. Scroll down. [FREE]

    http://www.sciencemag.org/feature/data/compsci/machine_learning.dtl

    Machine Learning and Inference Laboratory

    Downloadable group of programs comprising the EMERALD machine learning system, (Experimental Machine Example-based Reasoning and Learning Disciple) integrates five modules (e.g. or 'robots'), each displaying a capability for machine learning, visualization, and interence. [LGPL]

    http://www.mli.gmu.edu/msoftware.html

    Machine Learning Programs by Peter Clark

    A collection of downloadable packages including: KM - The Knowledge Machine, Guiding Inductive Learning with a Qualitative Model, LPE - Lazy Partial Evaluation, and CN2 - Rule induction from examples. [GPL]

    http://www.cs.utexas.edu/users/pclark/software/

    Machine Learning Repository

    Machine language tools including inductive systems (i.e. ILP and others), and other ML related links.

    http://scalab.uc3m.es/~dborrajo/ml-systems/

    Machine Learning Research Software in LISP

    FTP repository of common list algorithms and datasets for research. [GPL]

    http://www.cs.utexas.edu/~ml/ml-progs.html

    Machine Learning Software Packages

    Various classes, packages, macros and other software systems related to machine learning. [GPL]

    http://www.cs.cmu.edu/afs/cs/project/ai-repository/ai/areas/learning/systems/0.html

    MALLET: Advanced Machine Learning for Language

    An integrated collection of Java code useful for statistical natural language processing, document classification, clustering, information extraction, and other machine learning applications to text. [GPL]

    http://mallet.cs.umass.edu/index.php/Main_Page

    Markov TheBeast

    A Markov Logic Interpreter that focusses on efficient MAP inference and Online Learning featuring MAP inference using Cutting Planes combined with Max-Walk-Sat programming, parametrized weights, a shell interpreter, and cardinality constraints. [GPL]

    http://code.google.com/p/thebeast/

    Maximum Entropy Modeling Toolkit

    A library of tools for constructing maximum entropy (maxent) model in either python or C++. Some program features are L-BFGS and GIS parameter estimation, and gaussian prior smoothing. [GPL]

    http://homepages.inf.ed.ac.uk/s0450736/maxent_toolkit.html

    MEME/MAST: Motif Discovery and Search

    A software package to discover motifs (highly conserved regions) in groups of related DNA or protein sequences and, search sequence databases using motifs. [Commercial]

    http://meme.sdsc.edu/meme/intro.html

    Meta-MEME: Motif-based Hidden markov Modeling of Biological Sequences

    Software toolkit for building and using motif-based hidden Markov models of DNA and proteins. There is an online interactive version. Source written in C. [GPL]

    http://metameme.sdsc.edu/

    MIX: Software for Mixture Distributions

    Software for learning mixture distributions. Examples and two case studies are included. [Commercial]

    http://icarus.math.mcmaster.ca/peter/mix/mix.html

    NEITHER: A Propositional Theory Refinement

    A system to modify an incomplete or incorrect rule base to make it consistent with a set of input training examples. Written in C++ [Free]

    http://www.cs.utexas.edu/users/ml/neither.html

    New Scientific Brainstorming Software for Inventors -- Windows, Mac and Linux

    A software developed to help your team brainstorm. Words are replaced programmatically in user's idea sentence with new words from program categories perhaps creating ideas not formerly thought of. Includes word categories. [Commercial]

    http://www.paramind.net/pmscientificversion.html

    Nieme: Classification, Regression, Ranking and Reinforcement Learning

    A machine learning library for classification, regression, ranking and reinforcement learning. It implements several well-known algorithms and is specially designed for large-scale applications. [GPL]

    http://nieme.lip6.fr/

    Nonparametric Classification with Polynomial MPMC Cascades

    Scalable non-parametric classification with Polynomial MPMC Cascades for use in Matlab. [GPL]

    http://cervisia.org/machine_learning_code.php

    NSP: N-gram Statistics Package

    Software for counting and analyzing word n-grams in text. This package provides standard tests of association for identifying word n-grams in large corpora and allows users to implement other tests with minimal scripting knowledge. Written in Perl. [GPL]

    http://www.d.umn.edu/~tpederse/nsp.html

    The Observable Operator Modeling Kit

    Machine learning library for 'observable operator models' (OOMs) suitable for time-series and sequence data classification and prediction. OOMs are similar but more powerful than HMMs. Written in C++ [BSD]

    http://omk.sourceforge.net

    OpenCyc

    Open source version of the Cyc technology, the world's largest and most complete general knowledge base and commonsense reasoning engine. Can be used as the basis of a wide variety of intelligent applications including; rapid development of an ontology in a vertical area, email prioritizing, routing, summarization, and annotating, expert systems, game engine development. [GPL]

    http://www.opencyc.org/

    ORANGE: Inter-active Machine Learning Data Mining components

    A component based framework for data input/output, preprocessing, predictive modelling, ensemble methods, and modelling validation. [GPL]

    http://www.ailab.si/orange

    Pattern Matching Pointers

    Using algorithms to address issues of searching and matching strings and more complicated patterns such as trees, regular expressions, graphs, point sets, and arrays. [GPL]

    http://www.cs.ucr.edu/~stelo/pattern.html

    Pfam: Database of Protein Families and HMMs

    A large collection of multiple sequence alignments and trained hidden Markov models covering many common protein domains. Alignments are included as well as models for 8296 protein families, based on the Swissprot 48.9 and SP-TrEMBL 31.9 protein sequence databases. [GPL]

    http://pfam.janelia.org/

    The PNC2 Rule Induction System

    Windows software tool that induces rules from your data using the PNC2 cluster algorithm. An integrated parameter-tuning component allows easy adjustment of the algorithms behavior to the given problem without requiring any further knowledge. [GPL]

    http://www.newty.de/pnc2/index.html

    PRAPI: Pattern Recognition Application Programmer's Interface

    A library for many pattern recognition tasks. The main focus of this package is on image analysis but utilizes a general architecture and XML-based data interchange format. Written in C++ [GPL]

    http://www.ee.oulu.fi/~topiolli/cppdocs/

    Probabilistic Networks Library (PNL), and Open Source Machine Learning Library (OpenML) by Intel

    Open source library of tools for building machine learning software based on Bayesian mathematical principles. Links on lower left of page article. [GPL]

    http://deviceforge.com/news/NS5332804106.html

    PRODIGY: An Architecture for Planning and Learning

    A system of research planning and learning utilizing explanation-based learning, partial evaluation, experimentation, graphical knowledge acquisition, automatic abstraction, mixed-initiative planning, and case-based reasoning. [Free]

    http://www.cs.cmu.edu/afs/cs.cmu.edu/project/prodigy/Web/prodigy-home.html

    Rapid Miner

    The Rapid Miner toolset is an environment for machine learning through use of nested operators. Multiple experiments can be arbitrarily nested together through use of a graphical XML based user interface. (Formerly YALE) [GPL]

    http://rapid-i.com/

    SenseClusters

    Programs to cluster similar contexts together using unsupervised knowledge-lean methods for word sense discrimination, email categorization, and name discrimination. Written in Perl. [GNU]

    http://senseclusters.sourceforge.net/

    SNoW: Sparse Network of Winnows

    A learning architecture specifically tailored for learning in very high-dimensional feature spaces. The current release uses sparse variations of Winnow, Perceptron, and Naive Bayes. [AFL]

    http://l2r.cs.uiuc.edu/~danr/snow.html

    Software Packages for Graphical Models/Bayesian Networks

    Tools for modeling graphs and Bayesian networks. Scroll down. [AFL], [Commercial]

    http://www.ai.mit.edu/~murphyk/Software/bnsoft.html

    Sorting Algorithms for Machine Learning

    Various sorting algorithms including insertion, quick, merge, heap, Dutch National Flag, and radix with on-line demos. [Free]

    http://www.csse.monash.edu.au/%7Elloyd/tildeAlgDS/Sort/

    Spider: General Purpose Machine Learning Toolbox in Matlab

    An object orientated environment for machine learning in Matlab. Algorithms can be plugged together and can be compared with (e.g. model selection, statistical tests and visual plots). Algorithms may be downloaded separately. [GPL]

    http://www.kyb.tuebingen.mpg.de/bs/people/spider/index.html

    SUBDUE: Graph Based Knowledge Discovery

    A program which discovers interesting and repetitive subgraphs in labeled graph representations using the minimum description length principle. Includes applications to molecular biology. [Free]

    http://ailab.wsu.edu/subdue/

    SUrrogate MOdeling (SUMO) Toolbox

    A Matlab toolbox that automatically builds surrogate models of a given data source within the accuracy and time constraints set by the user. Some key features are the inclusion of scalable regression models, knowledge discovery, best-in-class modelling techniques, and logging and profiling tools. [COMM]

    http://www.sumo.intec.ugent.be/?q=SUMO_toolbox

    TIMBL: Tilburg Memory Based Learner

    A program implementing several memory-based learning techniques. These learners store representation of the training set explicitly, and classifies new cases by extrapolation from the most similar stored cases. [AFL]

    http://ilk.uvt.nl/software.html

    The Torch Machine Learning Library

    This package forms a complete gradient descent machine learning library. Modules support vector machines in classification and regression, ensemble models such as bagging or adaboost, non-parametric models such as K-nearest neighbors, Parzen regression, and Parzen density estimation. Includes speech recognition tools. Written in C++ [BSD]

    http://www.torch.ch

    Tree Visualizer

    Software which allows one to navigate (fly) through the data tree, zoom in on interesting nodes, click on bars to get counts, and mark interesting places in the tree. Includes datasets for automobiles, voting, produce, and medical research. Uses LEDA, ([AFL] licensed only). [GPL]

    http://www.sgi.com/tech/mlc/trees.html

    UCI Machine Learning

    A repository of databases, domain theories and data generators that are used by the machine learning community for the empirical analysis of machine learning algorithms at the University of California at Irvine. [Free]

    http://www.ics.uci.edu/~mlearn/MLRepository.html

    UMDHMM and other statistical programs

    This tool implements Hidden Markov Models and application to part-of-speech tagging. Also available; a multivariate hypothesis testing software for gaussian data, and a groundtruth/metadata editing and visualizing toolkit for OCR. [GPL]

    http://www.kanungo.com/software/software.html

    VIBES: Variational Inference for Bayesian Networks

    A software package which allows variance-modeled posterior inference to be performed automatically on a Bayesian network. [GPL]

    http://vibes.sourceforge.net/

    WebMO

    Web-based interface to computational chemistry. Has support for Gaussian 94/98/03, GAMESS, MolPro 2002, MOPAC 7/93/200x, NWChem 4.6+, QChem 2.1+, and Tinker 4.2+. Unix or Linux based. [Free]

    http://www.webmo.net/

    Weka 3: Data Mining Software

    A collection of tools that implement decision trees and tables, rule learners, Naive Bayes, support vector machines, voted perceptrons, multi-layer perceptron. Meta schemes include bagging, stacking, and boosting. Written in Java. [GPL]

    http://www.cs.waikato.ac.nz/~ml/weka/index.html

    What If: Web-based Scientific Discovery

    An algorithm engine which will calculate everything from symmetry, torsion angles, polar fraction through protein analysis and bond angles. Online version only. [Free]

    http://swift.cmbi.kun.nl/WIWWWI/

    WinBUGS: The BUGS Project

    A stand-alone program to allow practical MCMC methods available to applied statisticians. Either a point and click interface can be used to control the analysis or a graphical interface can be constructed. The BUGs project also includes links to GeoBUGS for spatial analysis, PKBUGS for pharmacokinetic modelling, and OpenBUGS for latest developments. [GPL]

    http://www.mrc-bsu.cam.ac.uk/bugs/winbugs/contents.shtml

    WinMine Toolkit

    A set of tools for Windows 2000/NT/XP that allow you to build statistical models from data. [Free]

    http://research.microsoft.com/~dmax/WinMine/tooldoc.htm

    Self-Taught: Software That Learns By Doing

    Short article on self-modifying software touching on co-training, partial-programming, and genetic programming (GP) methods of problem solving. [FREE] (February 6, 2006)

    http://www.computerworld.com/softwaretopics/software/story/0,10801,108320,00.html

    England rugby star's driving ban

    The England and Gloucester rugby player Mike Tindall is banned from driving for three years after admitting being over the drink-drive limit.

    news.bbc.co.uk

    City airport runway 'was unsafe'

    Passenger planes were involved in "serious" incidents on a temporary runway surface at Bristol Airport, a report says.

    news.bbc.co.uk

    Bombs hit Gaza as UN urges truce

    Israeli forces carry out more air strikes on Gaza as the UN Security Council calls for an immediate ceasefire.

    news.bbc.co.uk

    Heat may spark world food crisis

    Half the world's population could face food crisis by 2100 as soaring temperatures cripple staple crops, scientists warn.

    news.bbc.co.uk

    Pakistan al-Qaeda leaders 'dead'

    Al-Qaeda's operations chief in Pakistan and another top aide are believed to have been killed, US intelligence sources say.

    news.bbc.co.uk

    BBC Sound of 2009

    Is this Britain's new pop queen? Electro princess Little Boots is named brightest rising music star

    news.bbc.co.uk

    Private school exodus 'expected'

    The Liberal Democrats demand government action to prepare schools for a predicted influx of pupils from the private sector.

    news.bbc.co.uk

    Falling interest

    Pensioners worried as saving rate cuts hit income

    news.bbc.co.uk

    Gas shut-off

    Europeans feel the cold as Russia suspends fuel

    news.bbc.co.uk

    Fond farewell

    Bollywood's light-hearted goodbye to President Bush

    news.bbc.co.uk

    Strauss ready to rebuild England

    Andrew Strauss insists he has the backing of predecessor Kevin Pietersen as he takes over the England captaincy.

    news.bbc.co.uk

    Mixed-sex wards 'blighting NHS'

    The government has failed to live up to its promise to phase out mixed-sex wards in hospitals in England, the Conservatives say.

    news.bbc.co.uk

    Citi backs mortgage relief plan

    US bank Citigroup backs a proposed change in US bankruptcy law to help mortgage borrowers avoid losing their homes.

    news.bbc.co.uk

    Send your video, pictures and story ideas

    Have you got a good story? BBC News wants to hear from you.

    news.bbc.co.uk

    Gadgets galore

    Some of the goodies on offer at Las Vegas tech fair

    news.bbc.co.uk

    Ronaldo survives Ferrari smash

    Manchester United forward Cristiano Ronaldo writes off his Ferrari in a crash near Manchester Airport.

    news.bbc.co.uk

    Canadians set a new record for the fastest trek across Antarctica

    A trio of Canadians claim a new record for the fastest trek across Antarctica to the South Pole.

    news.bbc.co.uk

    Murray win sets up Federer clash

    Britain's Andy Murray will face Roger Federer in the semi-finals of the Qatar Open after a 6-4 6-2 win over Sergiy Stakhovsky.

    news.bbc.co.uk

    Taking back what's mine - man asks for kidney's return in divorce

    A US man divorcing his wife demands that she return the kidney he donated to her or pay him $1.5m (£1m) in compensation.

    news.bbc.co.uk

    Monitors key to Russian gas deal

    Russia says it will resume pumping gas to Europe once independent monitors are in place to check the flow to EU markets.

    news.bbc.co.uk

    Many to mourn

    Tuberculosis is tearing lives apart in Tajikistan

    news.bbc.co.uk

    Bad signs

    What effect has Israel's actions in Gaza had in UK?

    news.bbc.co.uk

    Pakistan slum-dwellers die in blaze

    At least 30 people are killed when fire engulfs homes in a shanty town in the Pakistani city of Karachi, officials say.

    news.bbc.co.uk

    UK e-mail law 'attack on rights'

    A law ensuring the details of every e-mail sent in the UK are kept is an attack on civil liberties, critics say.

    news.bbc.co.uk

    Man City fail in Santa Cruz bid

    Blackburn reject a bid in excess of £12m from Manchester City for striker Roque Santa Cruz.

    news.bbc.co.uk

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