New Results
Modern machine learning far outperforms GLMs at predicting spikes
Ari S. Benjamin, Hugo L. Fernandes, Tucker Tomlinson, Pavan Ramkumar, Chris VerSteeg, Lee Miller, Konrad Paul Kording
doi: https://doi.org/10.1101/111450
Ari S. Benjamin
1.Department of Biomedical Engineering, Northwestern University,, Evanston, IL, 60208, USA
Hugo L. Fernandes
2.Department of Physical Medicine and Rehabilitation, Northwestern University and Rehabilitation Institute of Chicago, Chicago, IL, 60611, USA
Tucker Tomlinson
3.Department of Physiology, Northwestern University, Chicago, IL, 60611, USA
Pavan Ramkumar
2.Department of Physical Medicine and Rehabilitation, Northwestern University and Rehabilitation Institute of Chicago, Chicago, IL, 60611, USA
4.Department of Neurobiology, Northwestern University, Evanston, IL, 60208, USA
Chris VerSteeg
1.Department of Biomedical Engineering, Northwestern University,, Evanston, IL, 60208, USA
Lee Miller
1.Department of Biomedical Engineering, Northwestern University,, Evanston, IL, 60208, USA
2.Department of Physical Medicine and Rehabilitation, Northwestern University and Rehabilitation Institute of Chicago, Chicago, IL, 60611, USA
3.Department of Physiology, Northwestern University, Chicago, IL, 60611, USA
Konrad Paul Kording
1.Department of Biomedical Engineering, Northwestern University,, Evanston, IL, 60208, USA
2.Department of Physical Medicine and Rehabilitation, Northwestern University and Rehabilitation Institute of Chicago, Chicago, IL, 60611, USA
3.Department of Physiology, Northwestern University, Chicago, IL, 60611, USA
Article usage
Posted February 24, 2017.
Modern machine learning far outperforms GLMs at predicting spikes
Ari S. Benjamin, Hugo L. Fernandes, Tucker Tomlinson, Pavan Ramkumar, Chris VerSteeg, Lee Miller, Konrad Paul Kording
bioRxiv 111450; doi: https://doi.org/10.1101/111450
Subject Area
Subject Areas
- Biochemistry (11697)
- Bioengineering (8714)
- Bioinformatics (29116)
- Biophysics (14924)
- Cancer Biology (12047)
- Cell Biology (17347)
- Clinical Trials (138)
- Developmental Biology (9405)
- Ecology (14136)
- Epidemiology (2067)
- Evolutionary Biology (18260)
- Genetics (12214)
- Genomics (16758)
- Immunology (11838)
- Microbiology (27986)
- Molecular Biology (11544)
- Neuroscience (60776)
- Paleontology (450)
- Pathology (1864)
- Pharmacology and Toxicology (3228)
- Physiology (4936)
- Plant Biology (10381)
- Synthetic Biology (2876)
- Systems Biology (7331)
- Zoology (1642)