From PSI Repository

Contents 1 Group Resources 1.1 Background material 1.2 Relevant conferences 1.2.1 Machine learning 1.2.2 Coding and information theory 1.2.3 Computer vision 1.2.4 Speech processing 1.2.5 Signal processing 1.2.6 Bioinformatics 1.3 Relevant journals 1.4 Document Preparation 1.5 Miscellaneous

Group Resources

Background material

• CVPR 2000 tutorial: Vision by Inference and Learning in Graphical Models CASSP 2001 tutorial: Probabilistic Inference Techniques for Adaptive Signal Processing [PS | GZ | PDF]
• K-means clustering
• Principal components analysis (PCA)
• Factor analysis
• Probability propagation (aka belief propagation, sum-product algorithm) in graphical models
• Wonderful list of matrix algebra tricks (by Mike Brooks)

Relevant conferences

Machine learning

• Neural Information Processing Systems Conference (NIPS)
• The Learning Workshop (Snowbird)
• Artificial Intelligence and Statistics (AISTATS)
• Conference on Uncertainty in Artificial Intelligence (UAI)
• International Conference on Machine Learning (ICML)

Coding and information theory

• Annual Allerton Conference on Communication, Control, and Computing
• IEEE International Symposium on Information Theory (ISIT)
• IEEE Information Theory Workshop (ITW)
• UCSD Information Theory and Applications (ITA) workshop

Computer vision

• IEEE Computer Vision and Pattern Recognition Conference (CVPR)
• IEEE International Conference on Computer Vision (ICCV)
• European Conference on Computer Vision (ECCV)

Speech processing

• IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
• IEEE Automatic Speech Recognition and Understanding Workshop (ASRU)
• European Conference on Speech Communication and Technology (Eurospeech)

Signal processing

• IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)

Bioinformatics

• International Conference on Intelligent System for Molecular Biology (ISMB)
• International Conference on Research in Computational Molecular Biology (RECOMB)
• Pacific Symposium on Biocomputing (PSB)

Relevant journals

• IEEE Journal on Selected Areas in Communications
• IEEE Transactions on Communications
• IEEE Transactions on Information Theory
• IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI)
• International Journal of Computer Vision (IJCV)
• Neural Computation
• Science
• Nature
• Bioinformatics
• BMC Bioinformatics
• Journal of Computational Biology

Document Preparation

• Help with LaTeX commands
• The BibTeX format
• Some more LaTeX reference
• Downloading MiKTeX for Windows
• PSI technical reports style sheet
• PSI logo

Miscellaneous

• Notes from CRA-W Grad Cohort 2006