Kormilitzin, Andrey

1. A Primer on the Signature Method in Machine Learning
   2016/03/11 by Ilya Chevyrev, Andrey Kormilitzin, Chevyrev, Ilya +1 · 46 citations
   Computer Science · Mathematics · #Advanced Data Compression Techniques #Algorithms and Data Compression #Mathematical Analysis and Transform Methods
2. Few-shot Learning for Named Entity Recognition in Medical Text
   2018/11/13 by Maximilian Hofer, Hofer, Maximilian, Andrey Kormilitzin +5 · 4 citations
   Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Healthcare #Natural Language Processing Techniques #Topic Modeling
3. Detecting early signs of depressive and manic episodes in patients with bipolar disorder using the signature-based model
   2017/08/03 by Andrey Kormilitzin, Kormilitzin, Andrey, Kate Saunders +7 · 2 citations
   Computer Science · Psychology · #Bayesian Methods and Mixture Models #FOS: Computer and information sciences #Machine Learning (stat.ML) #Machine Learning in Healthcare #Mental Health Research Topics
4. Med7: a transferable clinical natural language processing model for\n electronic health records
   2020/03/02 by Andrey Kormilitzin, Kormilitzin, Andrey, Nemanja Vaci +5 · 2 citations
   Biochemistry, Genetics and Molecular Biology · Computer Science · #Biomedical Text Mining and Ontologies #Computation and Language (cs.CL) #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Machine Learning (cs.LG) #Machine Learning in Healthcare #Topic Modeling
5. Named Entity Recognition in Electronic Health Records Using Transfer Learning Bootstrapped Neural Networks
   2019/01/06 by Gligic, Luka, Kormilitzin, Andrey, Goldberg, Paul +1 · 1 citation
   #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (stat.ML)
6. Rationale production to support clinical decision-making
   2021/11/15 by Niall Taylor, Taylor, Niall, Lei Sha +9 · 1 citation
   Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning in Healthcare #Topic Modeling
7. Clinical Prompt Learning with Frozen Language Models
   2022/05/11 by Niall Taylor, Taylor, Niall, Yi Zhang +7 · 1 citation
   Medicine · Computer Science · #Artificial Intelligence in Healthcare and Education #Topic Modeling #Machine Learning in Healthcare
8. Efficiency at Scale: Investigating the Performance of Diminutive Language Models in Clinical Tasks
   2024/02/16 by Taylor, Niall, Ghose, Upamanyu, Rohanian, Omid +4 · 1 citation
   #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
9. Detecting the Clinical Features of Difficult-to-Treat Depression using Synthetic Data from Large Language Models
   2024/02/12 by Isabelle Lorge, Dan W. Joyce, Lorge, Isabelle +9 · 1 citation
   Computer Science · Psychology · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning in Healthcare #Mental Health via Writing