30th Canary Islands Winter School 2018,
Big
Data analysis in Astronomy
La Laguna Tenerife, Spain, November 4-10, 2018, four lectures (ca. 1h each)
1) Introduction
2)The Perceptron
3) Support Vector Machines
4) Distance Based Systems,
General Remarks
Ecole Normale Superieure, Rue d'Ulm, Paris/France
Data Science Colloquium CFM-ESN, Feb. 27 2020 (1h08m)
Prototype-based
classifiers and relevance learning: medical applications"
Ecole Normale Superieure, Rue d'Ulm, Paris/France
Data Science Colloquium CFM-ESN, Feb. 27 2020 (1h08m)
Selected talks and tutorials (slides)
Talks can be viewed online (but not downloaded) at
SlideShare
If you have difficulties viewing the files, please contact m.biehl@rug.nl
Interpretable machine learning in endocrinology
An introdction to machine learning and its applications
in translational research
The statistical physics approach to the theory of learning
Prototype-based machine learning: bio-medical applications
The statistical physics of learning: typical learning curves
Evidence for tissue- and stage-specific
composition of the ribosome: machine learning analysis
of ribosomal protein mRNA datas
The statistical physics of learning revisited: Phase transtions in layered neural networks
Interpretable machine learning models (in endocrinology and beyond)
Medical applications of machine learning: Prototype-based classifiers and relevance learning
So
you thought the ribosome was constant and conserved...
Phase
transitions in layered neural networks: rectified linear
units vs. sigmoidal activation
Prototype-based
classifiers and relevance learning: medical applications
The statistical physics of learning - revisited
Prototype-based
models in unsupervised and supervised machine learning
Prototype-based models in machine learning
Biomedical
applications of prototype-based classifiers and relevance
learning
Predicting
Recurrence in Clear Cell Carcinoma
Classification of FDG-PET Brain Data
Distance-based classifiers: Basic concepts,
recent developments and application examples
Prototype-based
classifiers and their applications in the life sciences
Sometimes you can trust a rat
GMLVQ
analysis of flow cytometry data: Diagnosis of Acute Myeloid Leukaemia
Presentation at the APPIS conference, January 2024
Presentation at the ESE Summer School 2023, Insbruck/Austria
Presentation at the APPIS conference, January 2023
Presentation at the AMALEA workshop, September 2022
Presentation at the AMALEA workshop, September 2022
Lecture at the University of Groningen (Honors College), December 2021
Invited talk (45 minutes) in the Physics Colloquium, University of Leipzig,
Germany, June 2021
Invited talk (20 minutes) at the 23rd European Congress of Endocrinologe e-ECE 2021
Invited lecture (90 minutes) in the joint
Data Science for Life Sciences of the Hanze University
and
UMCG Medical Center Groningen (February 2021).
Short talk (15 minutes) presented at the
12th MiWoCI (online) in Mittweida/Germany,
July 2020
Updated version presented at CITEC
Bielefeld/Germany, June 2020
Invited talk at
Ecole Normale Superieure Paris/France, February 2020
July 2020
Invited colloquium at
Ecole Normale Superieure Paris/France, February 2020
Talk presented at the 10th MiWoCI, Mittweida/German, 2018
Invited talk (22 slides) presented at the
Astroinformatics in Cape Town, November 2017.
Tutorial (44 slides) presented at the
3rd Intl. Workshop on Brain-Inspired Computing in Cetraro/Italy, June
2017.
Keynote lecture (49 slides) at the
AlCoB 2017 in Aveiro/Portugal, 2017
Analysis of TCGA data using Outlier Analysis and GMLVQ
Presentation (16 slides) at the World Congress on Computational Intelligence (WCCI)
2016 in Vancouver / Canada
Presentation (22 slides) at the Workshop on Self-Organizing Maps (WSOM)
2016 in Houston / Texas
Tutorial (4 hrs., 102 slides)
at the Intl. Conference on Computer Analysis of Images
and Patterns, CAIP 2015 , Malta
Keynote lecture (46 slides) at the Workshop on Self-Organizing Maps
WSOM 2014 , Mittweida/Germany
Presentation (45 slides) of our contributions to the
sbv
Improver species translation challenge 2013
(best performance in 3 out of 4 sub-challenges)
Presentation (25 slides) of our best performing contribution to the
DREAM6 / FlowCAP II challenge 2011.