Probabilistic Programming with Gaussian Process Memoization Dec 17, 2015 Bayesian Optimization Gaussian Processes
— Unverified Time-dependent scaling patterns in high frequency financial data Dec 16, 2015 Time Series Time Series Analysis
— Unverified Anomalous volatility scaling in high frequency financial data Dec 16, 2015 Time Series Time Series Analysis
— Unverified Distilling Knowledge from Deep Networks with Applications to Healthcare Domain Dec 11, 2015 Computational Phenotyping Decision Making
— Unverified Moving poselets: A discriminative and interpretable skeletal motion representation for action recognition Dec 7, 2015 Action Recognition Dictionary Learning
— Unverified Hierarchical Sparse Modeling: A Choice of Two Group Lasso Formulations Dec 5, 2015 Computational Efficiency Time Series Analysis
— Unverified Temporal Subspace Clustering for Human Motion Segmentation Dec 1, 2015 Clustering Motion Segmentation
— Unverified Learning Theory and Algorithms for Forecasting Non-stationary Time Series Dec 1, 2015 Learning Theory Time Series
— Unverified Minimax Time Series Prediction Dec 1, 2015 Prediction Time Series
— Unverified Bidirectional Recurrent Neural Networks as Generative Models Dec 1, 2015 Bayesian Inference Time Series
— Unverified GP Kernels for Cross-Spectrum Analysis Dec 1, 2015 Gaussian Processes Time Series
— Unverified Learning Stationary Time Series using Gaussian Processes with Nonparametric Kernels Dec 1, 2015 Denoising Gaussian Processes
— Unverified Rate-Agnostic (Causal) Structure Learning Dec 1, 2015 All Time Series
— Unverified Sequential visibility-graph motifs Dec 1, 2015 Time Series Time Series Analysis
— Unverified Recognizing Temporal Linguistic Expression Pattern of Individual with Suicide Risk on Social Media Nov 30, 2015 Time Series Time Series Analysis
— Unverified The Automatic Statistician: A Relational Perspective Nov 26, 2015 Gaussian Processes Time Series
— Unverified Black box variational inference for state space models Nov 23, 2015 State Space Models Time Series
Code Code Available Learning Representations Using Complex-Valued Nets Nov 19, 2015 Representation Learning Time Series
— Unverified Learning Representations from EEG with Deep Recurrent-Convolutional Neural Networks Nov 19, 2015 EEG Electroencephalogram (EEG)
Code Code Available Graph-based denoising for time-varying point clouds Nov 16, 2015 Denoising Time Series
— Unverified Probabilistic Segmentation via Total Variation Regularization Nov 16, 2015 Density Estimation Segmentation
— Unverified Deep Kalman Filters Nov 16, 2015 counterfactual Counterfactual Inference
Code Code Available A genetic algorithm to discover flexible motifs with support Nov 16, 2015 Time Series Time Series Analysis
Code Code Available Signal Fluctuation Sensitivity: an improved metric for optimizing detection of resting-state fMRI networks Nov 13, 2015 Sensitivity Time Series
— Unverified Seeing the Unseen Network: Inferring Hidden Social Ties from Respondent-Driven Sampling Nov 13, 2015 Stochastic Optimization Time Series
— Unverified Granger Causality in Multi-variate Time Series using a Time Ordered Restricted Vector Autoregressive Model Nov 11, 2015 EEG Electroencephalogram (EEG)
— Unverified Instantaneous Modelling and Reverse Engineering of DataConsistent Prime Models in Seconds! Nov 11, 2015 parameter estimation Time Series
— Unverified Learning to Diagnose with LSTM Recurrent Neural Networks Nov 11, 2015 Time Series Time Series Analysis
— Unverified A Winner-Take-All Approach to Emotional Neural Networks with Universal Approximation Property Nov 8, 2015 All General Classification
— Unverified Population size predicts lexical diversity, but so does the mean sea level - why it is important to correctly account for the structure of temporal data Nov 6, 2015 Diversity Time Series Analysis
— Unverified Prediction of Dynamical time Series Using Kernel Based Regression and Smooth Splines Oct 31, 2015 Denoising regression
— Unverified Linear-time Detection of Non-linear Changes in Massively High Dimensional Time Series Oct 28, 2015 Change Detection Time Series
— Unverified Blitzkriging: Kronecker-structured Stochastic Gaussian Processes Oct 27, 2015 Gaussian Processes General Classification
— Unverified Phenotyping of Clinical Time Series with LSTM Recurrent Neural Networks Oct 26, 2015 General Classification Time Series
— Unverified Uncovering the evolution of non-stationary stochastic variables: the example of asset volume-price fluctuations Oct 25, 2015 Geophysics Time Series
— Unverified Data-driven detrending of nonstationary fractal time series with echo state networks Oct 24, 2015 Time Series Time Series Analysis
Code Code Available Accelerometer based Activity Classification with Variational Inference on Sticky HDP-SLDS Oct 19, 2015 General Classification Time Series
— Unverified Clustering Noisy Signals with Structured Sparsity Using Time-Frequency Representation Oct 18, 2015 Clustering Dimensionality Reduction
Code Code Available Multifractal Flexibly Detrended Fluctuation Analysis Oct 17, 2015 Time Series Time Series Analysis
— Unverified Optimizing and Contrasting Recurrent Neural Network Architectures Oct 16, 2015 Time Series Time Series Analysis
— Unverified A Survey: Time Travel in Deep Learning Space: An Introduction to Deep Learning Models and How Deep Learning Models Evolved from the Initial Ideas Oct 16, 2015 Deep Learning Time Series
— Unverified Quantification in-the-wild: data-sets and baselines Oct 16, 2015 parameter estimation Time Series
— Unverified Detecting a trend change in cross-border epidemic transmission Oct 14, 2015 Time Series Time Series Analysis
— Unverified Dynamical spectral unmixing of multitemporal hyperspectral images Oct 14, 2015 Time Series Time Series Analysis
— Unverified Evaluating Real-time Anomaly Detection Algorithms - the Numenta Anomaly Benchmark Oct 12, 2015 Anomaly Detection Time Series
Code Code Available Is the Indian Stock Market efficient - A comprehensive study of Bombay Stock Exchange Indices Oct 10, 2015 Time Series Time Series Analysis
— Unverified p-Markov Gaussian Processes for Scalable and Expressive Online Bayesian Nonparametric Time Series Forecasting Oct 9, 2015 Gaussian Processes regression
— Unverified Conditional Risk Minimization for Stochastic Processes Oct 9, 2015 Time Series Time Series Analysis
— Unverified Quantifying Emergent Behavior of Autonomous Robots Oct 6, 2015 Time Series Time Series Analysis
Code Code Available Predicting Sector Index Movement with Microblogging Public Mood Time Series on Social Issues Oct 1, 2015 Sentiment Analysis Stock Prediction
— Unverified 