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1. State-Space Models and Latent Processes in the Statistical Analysis of Neural Data

Vidne, Michael
2011
Theses
MathematicsStatisticsNeurosciences

2. Inference of functional neural connectivity and convergence acceleration methods

Nikitchenko, Maxim V.
2013
Theses
NeurosciencesStatistics

3. Low-rank graphical models and Bayesian inference in the statistical analysis of noisy neural data

Smith, Carl Alexander
2013
Theses
StatisticsNeurosciences

4. Distributed Bayesian Computation and Self-Organized Learning in Sheets of Spiking Neurons with Local Lateral Inhibition

Buesing, Lars; Habenschuss, Stefan; Bill, Johannes; Nessler, Bernhard; Maass, Wolfgang; Legenstein, Robert
2015
Articles
NeuroplasticityNeuronsInhibitionBayesian statistical decision theoryNeurosciencesMolecular biologyStatistics

5. Learning Structure in Time Series for Neuroscience and Beyond

Pfau, David Benjamin
2015
Theses
NeurosciencesStatistics

6. Using neuroimaging to investigate the effect of expertise in rapid perceptual decision making

Muraskin, Jordan Scott
2015
Theses
Brain--Magnetic resonance imagingExpertiseDecision making--ResearchBiomedical engineeringNeurosciencesStatistics

7. Deconstructing Spinal Interneurons, one cell type at a time

Gabitto, Mariano Ignacio
2016
Theses
InterneuronsBayesian statistical decision theoryMolecular biology--Statistical methodsSpinal cordNeurosciencesStatistics

8. New perspectives on learning, inference, and control in brains and machines

Merel, Joshua Scott
2016
Theses
Machine learningHuman-machine systemsNeural networks (Computer science)--Statistical methodsBrain-computer interfacesNeural circuitryNeurosciencesStatistics

9. Identification and Validation of Structures in Neural Population Responses

Elsayed, Gamaleldin Fathy
2017
Theses
NeurosciencesElectrical engineeringStatisticsNeurons

10. Statistical Machine Learning Methods for High-dimensional Neural Population Data Analysis

Gao, Yuanjun
2017
Theses
StatisticsNeurosciencesDimensional analysis

11. Efficient and accurate extraction of in vivo calcium signals from microendoscopic video data

Zhou, Pengcheng; Resendez, Shanna L.; Rodriguez-Romaguera, Jose; Jimenez, Jessica; Neufeld, Shay Q.; Giovannucci, Andrea; Friedrich, Johannes; Pnevmatikakis, Eftychios; Stuber, Garret D.; Hen, Rene; Kheirbek, Mazen A.; Sabatini, Bernardo L.; Kass, Robert E.; Paninski, Liam
2018
Articles
NeurosciencesNeuronsBiometryEndoscopyStatistics

12. Advances in Statistical Machine Learning Methods for Neural Data Science

Zhou, Ding
2021
Theses
StatisticsNeurosciencesBayesian statistical decision theoryCalcium imaging

13. Statistical Methods for Modeling Progression and Learning Mechanisms of Neuropsychiatric Disorders

Wang, Qinxia
2021
Theses
BiometryNeurosciencesNervous system--DiseasesStatisticsAlcoholismCOVID-19 (Disease)--EpidemiologyElectroencephalography