Projects in Fall 2002
Instructor: Mike Jordan
- Inference of Internet Link Stability from Routing Updates
- Prediction of Transmembrane Proteins
- Spam Filtering using Graphical Models
- Surface Integrability via Belief Propagation
- Pricing Barrier Options with Graphical Models
- Taxonomy of Graph Triangulation Methods
- Shape from Polka Dots
- Health Monitoring for Structural Systems
- Human Motion Classification
- Analysis of Semiconductor Defectivity Data - An Application of Graphical Model Formalism to Quality Control
- Modeling E-customer Behavior using a Mixture of Markov Chains
- Modeling Jazz Music
- Naive Bayes Prediction of Workstation Failures
- Estimating Link Characteristics from End-to-End Measurements
- Variable Length Markov Chains
- Approximation Algorithms for Clustering
- Using Unlabeled Data for Naive Bayes Classifier
- Bayesian Network of Gene Expression using Biologically-Motivated Priors
- Flight Status Classification using HMMs
- English Verb Classification with Mixture Models
- Gibbs Sampling and EM for Motif Finding in Biological Sequences
- A SSM of the Temporal Control of Complex Movements
- Generalized Belief Propagation and Free Energy Minimization
- Emotion Inference
- Topic Extraction from News Photo Captions
- A Bayesian Interpretation of Ontologies
- Approaches to Time Series Classification
- Application of One-class SVM on Sudden Oak Death in California
- Context-Aware Word Prediction
- Mixture Output SSM with Application to Sensor Fault Detection
- Application of Clustering Algorithm in Anti-Spam for Email
- Power Analysis Against Randomized Addition-Subtraction Chains
- Efficient IPF -- A Different Approach
- Evaluating Classifier Techniques for Medical Claims Negotiations
- Estimating the Number of Clusters in 2D Data Sets
- Parameter Estimation of Skeletons
- Clustering for Surface Reconstruction
- Bounded Loss Network Flows
- Augmenting Support Vector Machines via Coordinate Descent
- Probabilistic CCA
- Loss Prediction in Overlay Networks
- Using Factor Analysis and Modified PCA to Compress Hyperspectral Image
- Appications of Computer Vision
- Visuomotor Tracking
- Using Throughput Independence for Detecting Shared Bottlenecks in Networks
- Learning Finite Automata for Specification Mining
- Estimation of Thermal Sensation Complaint Levels for Building Occupants: Using the EM algorithm and Results from Level-Crossing Theory
- Various KF Algorithms for a 16 state non-linear helicopter model
- Relational Models for Cold-Start Collaborative Filtering
- Human Motion Classification
- Email Sort
- Unsuppervised Word Sense Disambiguation using a Thesaurus
- Increasing Usability in Physical Interaction Builders through Filters
- On Concentration of Expectations in GLIMs and Approximate Inference in Multi-layer Networks
- A Graphical Model for Statistical Population Genetics
- Experiments with Discriminative Variable Memory Markov Models for Text Classification
- Estimating the Arrival Rate for a Poisson Process with Unreliable Sensor Data
- Delay Modeling of Low Voltage CMOS Circuit
- Budget Deficit Cuts: A HMM with Mixture Emisions Approach
- Irregular Repeat-Accumulate Codes
- Data Preplacement
- LDPC Codes Can Achieve The Slepian Wolf Bound
- Signal Peptide Prediction Using HMM Clustering
- Quantifying Privacy in Sensor Networks
- Discriminating Cloud over Ice using MISR Data
- PRMs
- Damage Detection of Structures by Linear Classification
- Coordination of Factor Analyzers
- Pairwise Independence Varieties
- Highway Traffic State Estimation Using Switching Kalman Filters
- Clustering on Gene Expression Data
- Error Analysis of 3-D Pose Estimation for Simultaneous Localization and Mapping with One Camera
- Flow Classification for Traffic Engineering in Internet
- Optical Network Failure Diagnosis Using Graphic Models
- Regression for Data with Rounding Error
- Stereo using Loopy Belief Propagation
- Online Handwriting Text Drawing Classification
Projects in Fall 2003
Instructor: Peter Bartlett
- Speaker clustering using the bayesian info criterion
- Linear regression as distributed inference
- Combining semantic and feature based information for co
- Prediction of structural RNA genes through computational
- Localization of robots via particle filters on line sensor da
- Implementation of the metropolis light transport alg
- Factored MDPs
- LSA, PLSA for SL modeling in speech recognition
- Motion estimation and segmentation in images
- I/O HMMs, comparison to other models, and apps in time
- Detection of eukaryotic regulatory modules using HMMs
- Using MCMC methods for bayesian phylogenetic inference
- Graphical models for recognizing deformable objects
- Belief propagation for random k-sat.
- Global and local techniques for nonlinear dimensionality re
- Adaptive protection environment
- Prediction of structural RNA genes through computational
- Information geometry interpretations of SLT Methods
- augmented markov chains for protein secondary struct
- Low discrepancy sequences and learning
- Adaptive protection environment
- Inference for relational web page classification
- Graphical models for game theory
- Mean time to data loss with conditional independence
- A naive bayes spam filter
- Nonlinear dimensionality reduction on human facial exp
- HMM for network traffic anomaly detection
- Applications of SVMs in bioinformatics
- Graphical models in robust part of speech tagging
- Classification of magnetic sensor vehicle data using SVMs
- SNP modelling
- Radar and rain guage data assimilation
- unsupervised clustering
- Learning evaluation functions to improve gaussian mixture model parameter est
- Application of conditional mixtures on the transferability study of land
- surface m
- probabilistic framework for decision of tunnel support
- Survey of new techniques in nonlinear dimensionality reduction
- Model selection methods and phylogenetic inference
- Directed graphical model selection
- Variations on the theme of survey propagation: a non-physicists perspective
- Mutual information calculation on graphical models
- Kalman filtering and HCCI engine modelling
- Nucleotide substitution models
- PCFG EM
- applications of semidefinite programming to problems in SLT
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