A rough path between mathematics and data science : All Pages

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• Temp
• Information Extraction from Swedish Medical Prescriptions with Sig-Transformer Encoder
• Infant Cognitive Scores Prediction With Multi-stream Attention-based Temporal Path Signature Features
• OxCOVID19 Database: a multimodal data repository for better understanding the global impact of COVID-19
• Learning to Detect Bipolar Disorder and Borderline Personality Disorder with Language and Speech in Non-Clinical Interviews
• Skorohod and Rough Integration for Stochastic Differential Equations Driven by Volterra Processes
• Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
• Deriving information from missing data: implications for mood prediction
• Computing the full signature kernel as the solution of a Goursat problem
• Temp 1
• Semi-implicit Taylor schemes for stiff rough differential equations
• Distribution Regression for Continuous-Time Processes via the Expected Signature
• A Data-driven Market Simulator for Small Data Environments
• Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections
• Conditional Sig-Wasserstein GANs for Time Series Generation