Days/times
Dec. 14 (Thursday) 10:00am to 8:00pm (including dinner)
Dec. 15 (Friday) 10:00am to 2:00pm
Detailed schedule
Dec. 14 (Thursday)
Session 1: High-Dimensional Data I – Genetics (Chair: J. Harezlak)
10:00 – 10:15 Introduction (J. Harezlak)
10:15 – 11:00 Sorted L-One Penalized Estimation (M. Bogdan)
11:00 — 11:45 Integrated Machine Learning Genetic Signatures (MLGenSig) based on gene expression and DNA methylation with applications to The Cancer Genome Atlas project (P. Biecek)
11:45 – 12:00 MLExpResso: a tool for integrative analyses and visualization of gene expression and DNA methylation data (A. Gosiewska)
12:00 – 12:15 Large scale predictive modeling for lung cancer (A. Grudziaz)
12:15 – 13:15 Lunch
Session 2: Brain Imaging I (Chair: M. Straczkiewicz)
13:15 – 14:00 A time-varying AR coefficient model of functional near-infrared spectroscopy data (T. Johnson)
14:00 – 14:45 Towards in-vivo histology of the brain (J. Polzehl)
14:45 – 15:15 Finding graphs in the brain (D. Brzyski)
15:15 – 15:45 Coffee break
Session 3: Brain Imaging II (Chair: P. Drozd)
15:45 – 16:30 Adaptive smoothing of Multi Parameter Maps (K. Tabelow)
16:30 – 17:15 A longitudinal Bayesian model for spectral analysis of neuroimaging time series data (M. Fiecas)
17:15 – 17:30 Local interpretability of machine learning models (M. Staniak)
18:00 — 20:00 Dinner at the “Il nuovo primo” (Fontanepromenade 1, 10967 Berlin – Kreuzberg) – 10 minute walk
Dec. 15 (Friday)
Session 4: High-Dimensional Data II (Chair: D. Brzyski)
10:00 – 10:15 Agent-based modeling of spread of public opinion (P. Drozd)
10:15 – 10:30 How much do we know about our clients? A short story on recommendation systems (M. Halupka)
10:30 – 11:15 Analyzing Non-Stationary High-Dimensional Time Series: Structural Break Detection and Parameter Estimation (A. Shojaie)
11:15 – 11:45 Coffee break
Session 5: High-Dimensional Data III – Raw Accelerometry (M. Staniak)
11:45 – 12:30 What can raw accelerometry data tell us about human activity? Walking vs. stair climbing (J. Harezlak)
12:30 – 13:00 Challenges in walking recognition using accelerometers at various body locations (M. Straczkiewicz)
13:00 – 14:00 General discussion and lunch
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