Nonlinear Deconvolution by Sampling Biophysically Plausible Hemodynamic Models Mar 23, 2018 Time Series Time Series Analysis
— Unverified An Incremental Boolean Tensor Factorization approach to model Change Patterns of Objects in Images Mar 23, 2018 Change Detection General Classification
— Unverified Classification of simulated radio signals using Wide Residual Networks for use in the search for extra-terrestrial intelligence Mar 23, 2018 General Classification Time Series
Code Code Available Chatter Classification in Turning Using Machine Learning and Topological Data Analysis Mar 23, 2018 BIG-bench Machine Learning General Classification
— Unverified Jumping VaR: Order Statistics Volatility Estimator for Jumps Classification and Market Risk Modeling Mar 22, 2018 Time Series Time Series Analysis
Code Code Available Enforcing constraints for interpolation and extrapolation in Generative Adversarial Networks Mar 22, 2018 Generative Adversarial Network Time Series Analysis
— Unverified An Unsupervised Multivariate Time Series Kernel Approach for Identifying Patients with Surgical Site Infection from Blood Samples Mar 21, 2018 General Classification Imputation
— Unverified Seglearn: A Python Package for Learning Sequences and Time Series Mar 21, 2018 BIG-bench Machine Learning General Classification
Code Code Available Reservoir computing approaches for representation and classification of multivariate time series Mar 21, 2018 Dimensionality Reduction General Classification
Code Code Available Efficient Recurrent Neural Networks using Structured Matrices in FPGAs Mar 20, 2018 Model Compression Time Series
— Unverified Universal features of price formation in financial markets: perspectives from Deep Learning Mar 19, 2018 Time Series Analysis
— Unverified Learning non-Gaussian Time Series using the Box-Cox Gaussian Process Mar 19, 2018 Gaussian Processes Time Series
— Unverified Dynamic Natural Language Processing with Recurrence Quantification Analysis Mar 19, 2018 Time Series Time Series Analysis
Code Code Available Coordinating users of shared facilities via data-driven predictive assistants and game theory Mar 16, 2018 Time Series Analysis
— Unverified Forecasting Economics and Financial Time Series: ARIMA vs. LSTM Mar 16, 2018 Deep Learning Time Series
— Unverified Theory and Algorithms for Forecasting Time Series Mar 15, 2018 Time Series Time Series Analysis
— Unverified Capturing Structure Implicitly from Time-Series having Limited Data Mar 15, 2018 scientific discovery Small Data Image Classification
Code Code Available Generalised Structural CNNs (SCNNs) for time series data with arbitrary graph topology Mar 14, 2018 Time Series Time Series Analysis
— Unverified Adaptive Kernel Estimation of the Spectral Density with Boundary Kernel Analysis Mar 11, 2018 Time Series Time Series Analysis
— Unverified Deep reinforcement learning for time series: playing idealized trading games Mar 11, 2018 Deep Reinforcement Learning Q-Learning
Code Code Available Sales forecasting using WaveNet within the framework of the Kaggle competition Mar 11, 2018 Time Series Time Series Analysis
— Unverified Detecting Nonlinear Causality in Multivariate Time Series with Sparse Additive Models Mar 11, 2018 Additive models Model Selection
— Unverified ARMDN: Associative and Recurrent Mixture Density Networks for eRetail Demand Forecasting Mar 10, 2018 Demand Forecasting Time Series
— Unverified Construction of neural networks for realization of localized deep learning Mar 9, 2018 Deep Learning Dimensionality Reduction
— Unverified DeepMoTIon: Learning to Navigate Like Humans Mar 9, 2018 Navigate Time Series
— Unverified Hybrid Forecasting of Chaotic Processes: Using Machine Learning in Conjunction with a Knowledge-Based Model Mar 9, 2018 BIG-bench Machine Learning Time Series
— Unverified Precision and Recall for Time Series Mar 8, 2018 Anomaly Detection General Classification
Code Code Available Applicability and interpretation of the deterministic weighted cepstral distance Mar 8, 2018 BIG-bench Machine Learning Clustering
Code Code Available Improving Optimization for Models With Continuous Symmetry Breaking Mar 8, 2018 Representation Learning Time Series
— Unverified Fast Robust Methods for Singular State-Space Models Mar 7, 2018 State Space Models Time Series
— Unverified Dimensionality Reduction for Stationary Time Series via Stochastic Nonconvex Optimization Mar 6, 2018 Dimensionality Reduction Stochastic Optimization
— Unverified M3Fusion: A Deep Learning Architecture for Multi-Scale/Modal/Temporal satellite data fusion Mar 5, 2018 Earth Observation Time Series
Code Code Available An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling Mar 4, 2018 Audio Synthesis Language Modelling
Code Code Available SAFE: Spectral Evolution Analysis Feature Extraction for Non-Stationary Time Series Prediction Mar 4, 2018 GPU Time Series
— Unverified A bootstrap test to detect prominent Granger-causalities across frequencies Mar 1, 2018 Time Series Time Series Analysis
Code Code Available Model-Based Clustering and Classification of Functional Data Mar 1, 2018 Classification Clustering
— Unverified Synthetic Control Methods and Big Data Feb 28, 2018 counterfactual Time Series
— Unverified A High GOPs/Slice Time Series Classifier for Portable and Embedded Biomedical Applications Feb 27, 2018 Time Series Time Series Analysis
— Unverified Missing Data in Sparse Transition Matrix Estimation for Sub-Gaussian Vector Autoregressive Processes Feb 26, 2018 Time Series Time Series Analysis
— Unverified Model Agnostic Time Series Analysis via Matrix Estimation Feb 25, 2018 Imputation Missing Values
Code Code Available Symmetric thermal optimal path and time-dependent lead-lag relationship: Novel statistical tests and application to UK and US real-estate and monetary policies Feb 24, 2018 Time Series Time Series Analysis
— Unverified Time Series Learning using Monotonic Logical Properties Feb 24, 2018 Time Series Time Series Analysis
— Unverified Diffusion Maps meet Nyström Feb 23, 2018 Dimensionality Reduction Time Series
— Unverified Deep Multi-View Spatial-Temporal Network for Taxi Demand Prediction Feb 23, 2018 image-classification Image Classification
Code Code Available Learning Causally-Generated Stationary Time Series Feb 22, 2018 Time Series Time Series Analysis
— Unverified Structured low-rank matrix completion for forecasting in time series analysis Feb 22, 2018 Low-Rank Matrix Completion Matrix Completion
— Unverified Deep learning algorithm for data-driven simulation of noisy dynamical system Feb 22, 2018 Multi-Label Classification MUlTI-LABEL-ClASSIFICATION
— Unverified Learning Without Mixing: Towards A Sharp Analysis of Linear System Identification Feb 22, 2018 Time Series Time Series Analysis
— Unverified Nonparametric Bayesian Sparse Graph Linear Dynamical Systems Feb 21, 2018 Time Series Time Series Analysis
— Unverified Data-Driven Forecasting of High-Dimensional Chaotic Systems with Long Short-Term Memory Networks Feb 21, 2018 Gaussian Processes Time Series
— Unverified 