J Data Analytics And Consulting
Data Analysis,
Machine Learning and Development of Diagnostics
In affiliation with
Jacobsson Analytics & Consulting AB
AP Hagman Consulting AB
K. Magnus Åberg, Assoc. Prof. Stockholm University
Statistical Analysis Data Analytics and Machine Learning
→ Stability study data
e.g. according to ICH Q1
→ Assay development and validation
e.g. according to (ICH Q2)
→ Diagnostic tools and evaluation
e.g. based on Biomarkers
→ Study design
e.g. experimental design
→ Classification and regression
e.g. Logistic regression, Boosting/Ensembles and Deep Learning
→ Clustering
e.g. t-SNE, K-means, Principal Component Analysis
→ Time series analysis
e.g. ARIMA, Prophet, Neural Networks (RNN, LSTM)
Development of Diagnostics
Development of Diagnostics
e.g. Protein Biomarkers and Metabolomics