| Feature vector regularization in machine learning | Dec 19, 2012 | BIG-bench Machine LearningCancer Classification | —Unverified | 0 |
| Macro-Economic Time Series Modeling and Interaction Networks | Dec 10, 2012 | regressionSymbolic Regression | —Unverified | 0 |
| Lossy Compression via Sparse Linear Regression: Computationally Efficient Encoding and Decoding | Dec 7, 2012 | regression | —Unverified | 0 |
| Pointwise Tracking the Optimal Regression Function | Dec 1, 2012 | regression | —Unverified | 0 |
| Projection Retrieval for Classification | Dec 1, 2012 | ClassificationGeneral Classification | —Unverified | 0 |
| Multiple Operator-valued Kernel Learning | Dec 1, 2012 | regression | —Unverified | 0 |
| Extractive Multi-Document Summarization with Integer Linear Programming and Support Vector Regression | Dec 1, 2012 | Document SummarizationMulti-Document Summarization | —Unverified | 0 |
| Context-Sensitive Decision Forests for Object Detection | Dec 1, 2012 | General ClassificationObject | —Unverified | 0 |
| High-Order Multi-Task Feature Learning to Identify Longitudinal Phenotypic Markers for Alzheimer's Disease Progression Prediction | Dec 1, 2012 | Multi-Task Learningregression | —Unverified | 0 |
| Multiplicative Forests for Continuous-Time Processes | Dec 1, 2012 | regression | —Unverified | 0 |
| Gradient Weights help Nonparametric Regressors | Dec 1, 2012 | regression | —Unverified | 0 |
| Simultaneously Leveraging Output and Task Structures for Multiple-Output Regression | Dec 1, 2012 | parameter estimationregression | —Unverified | 0 |
| Learning curves for multi-task Gaussian process regression | Dec 1, 2012 | Multi-Task Learningregression | —Unverified | 0 |
| Fully Bayesian inference for neural models with negative-binomial spiking | Dec 1, 2012 | Bayesian InferenceData Augmentation | —Unverified | 0 |
| Max-Margin Structured Output Regression for Spatio-Temporal Action Localization | Dec 1, 2012 | Action LocalizationObject Localization | —Unverified | 0 |
| Nonparametric Reduced Rank Regression | Dec 1, 2012 | Formregression | —Unverified | 0 |
| A Polynomial-time Form of Robust Regression | Dec 1, 2012 | Formregression | —Unverified | 0 |
| Fast Bayesian Inference for Non-Conjugate Gaussian Process Regression | Dec 1, 2012 | Bayesian InferenceGaussian Processes | —Unverified | 0 |
| A Marginalized Particle Gaussian Process Regression | Dec 1, 2012 | Computational Efficiencyregression | —Unverified | 0 |
| Understanding the Performance of Statistical MT Systems: A Linear Regression Framework | Dec 1, 2012 | Machine Translationregression | —Unverified | 0 |
| Selecting Diverse Features via Spectral Regularization | Dec 1, 2012 | Diversityfeature selection | —Unverified | 0 |
| Supervised Learning with Similarity Functions | Dec 1, 2012 | General Classificationregression | —Unverified | 0 |
| Semi-Supervised Domain Adaptation with Non-Parametric Copulas | Dec 1, 2012 | Domain Adaptationregression | —Unverified | 0 |
| A Geometric take on Metric Learning | Dec 1, 2012 | Dimensionality ReductionMetric Learning | —Unverified | 0 |
| Multi-Target Regression via Input Space Expansion: Treating Targets as Inputs | Nov 28, 2012 | General ClassificationMulti-Label Classification | —Unverified | 0 |
| Random Projections for Linear Support Vector Machines | Nov 26, 2012 | Dimensionality ReductionGeneral Classification | —Unverified | 0 |
| Physics constrained nonlinear regression models for time series | Nov 20, 2012 | regressionTime Series | CodeCode Available | 0 |
| K-Plane Regression | Nov 7, 2012 | Clusteringregression | —Unverified | 0 |
| Randomized Dimension Reduction on Massive Data | Nov 7, 2012 | Dimensionality Reductionregression | —Unverified | 0 |
| Random walk kernels and learning curves for Gaussian process regression on random graphs | Nov 6, 2012 | Gaussian Processesregression | —Unverified | 0 |
| The complexity of learning halfspaces using generalized linear methods | Nov 3, 2012 | regression | —Unverified | 0 |
| Laplace approximation for logistic Gaussian process density estimation and regression | Nov 1, 2012 | Bayesian InferenceDensity Estimation | CodeCode Available | 0 |
| Venn-Abers predictors | Oct 31, 2012 | Predictionregression | CodeCode Available | 0 |
| Strong oracle optimality of folded concave penalized estimation | Oct 22, 2012 | quantile regressionregression | —Unverified | 0 |
| Mixture model for designs in high dimensional regression and the LASSO | Oct 17, 2012 | regressionVariable Selection | —Unverified | 0 |
| Bayesian Analysis for miRNA and mRNA Interactions Using Expression Data | Oct 12, 2012 | regressionSpecificity | —Unverified | 0 |
| An efficient model-free estimation of multiclass conditional probability | Sep 22, 2012 | quantile regressionregression | —Unverified | 0 |
| Regression trees for longitudinal and multiresponse data | Sep 21, 2012 | Missing Valuesregression | —Unverified | 0 |
| Efficient Regularized Least-Squares Algorithms for Conditional Ranking on Relational Data | Sep 21, 2012 | Computational EfficiencyInformation Retrieval | —Unverified | 0 |
| Comunication-Efficient Algorithms for Statistical Optimization | Sep 19, 2012 | regression | —Unverified | 0 |
| Group descent algorithms for nonconvex penalized linear and logistic regression models with grouped predictors | Sep 10, 2012 | regressionVariable Selection | —Unverified | 0 |
| Consistent selection of tuning parameters via variable selection stability | Aug 16, 2012 | regressionVariable Selection | —Unverified | 0 |
| Sharp analysis of low-rank kernel matrix approximations | Aug 9, 2012 | regression | —Unverified | 0 |
| Gaussian process regression as a predictive model for Quality-of-Service in Web service systems | Jul 30, 2012 | General Classificationregression | —Unverified | 0 |
| The Fast Cauchy Transform and Faster Robust Linear Regression | Jul 19, 2012 | regression | —Unverified | 0 |
| Higher-Order Partial Least Squares (HOPLS): A Generalized Multi-Linear Regression Method | Jul 5, 2012 | regression | CodeCode Available | 0 |
| A Regression-based Approach to Modeling Addressee Backchannels | Jul 1, 2012 | regression | —Unverified | 0 |
| Probabilistic Finite State Machines for Regression-based MT Evaluation | Jul 1, 2012 | Machine TranslationNatural Language Inference | —Unverified | 0 |
| DeepPurple: Estimating Sentence Semantic Similarity using N-gram Regression Models and Web Snippets | Jul 1, 2012 | Machine TranslationNatural Language Inference | —Unverified | 0 |
| UNITOR: Combining Semantic Text Similarity functions through SV Regression | Jul 1, 2012 | Information RetrievalOpinion Mining | —Unverified | 0 |