Comparative analysis of machine learning algorithms for multi-syndrome classification of neurodegenerative syndromes

Autor: Leonie Lampe, Sebastian Niehaus, Hans-Jürgen Huppertz, Alberto Merola, Janis Reinelt, Karsten Mueller, Sarah Anderl-Straub, Klaus Fassbender, Klaus Fliessbach, Holger Jahn, Johannes Kornhuber, Martin Lauer, Johannes Prudlo, Anja Schneider, Matthis Synofzik, Adrian Danek, Janine Diehl-Schmid, Markus Otto, FTLD-Consortium Germany, Arno Villringer, Karl Egger, Elke Hattingen, Rüdiger Hilker-Roggendorf, Alfons Schnitzler, Martin Südmeyer, Wolfgang Oertel, German Atypical Parkinson Consortium Study Group, Jan Kassubek, Günter Höglinger, Matthias L. Schroeter

Publikováno v: Alzheimer’s Research & Therapy, Vol 14, Iss 1, Pp 1-13 (2022)

Abstract Importance The entry of artificial intelligence into medicine is pending. Several methods have been used for the predictions of structured neuroimaging data, yet nobody compared them in this context. Objective Multi-class prediction is key f

Externí odkaz: https://doaj.org/article/432717d710b541bc9487a725d27bb8d9

Development of sensor system and data analytic framework for non-invasive blood glucose prediction.

Autor: Rajeswari, S. V. K. R.¹ (AUTHOR), Vijayakumar, P.¹ (AUTHOR) vijayakp@srmist.edu.in

Publikováno v: Scientific Reports. 4/22/2024, Vol. 14 Issue 1, p1-22. 22p.

Modern Methods of Diagnostics and Treatment of Neurodegenerative Diseases and Depression.

Autor: Shusharina, Natalia¹ (AUTHOR) nnshusharina@gmail.com, Yukhnenko, Denis² (AUTHOR), Botman, Stepan¹ (AUTHOR), Sapunov, Viktor¹ (AUTHOR), Savinov, Vladimir¹ (AUTHOR), Kamyshov, Gleb¹ (AUTHOR), Sayapin, Dmitry¹ (AUTHOR), Voznyuk, Igor^1,3 (AUTHOR)

Publikováno v: Diagnostics (2075-4418). Feb2023, Vol. 13 Issue 3, p573. 27p.

Differential diagnosis of frontotemporal dementia subtypes with explainable deep learning on structural MRI.

Autor: Da Ma, Stocks, Jane, Rosen, Howard, Kantarci, Kejal, Lockhart, Samuel N., Bateman, James R., Craft, Suzanne, Gurcan, Metin N., Popuri, Karteek, Beg, Mirza Faisal, Lei Wang

Publikováno v: Frontiers in Neuroscience; 2024, p1-11, 11p

Graph-Based Disease Prediction in Neuroimaging: Investigating the Impact of Feature Selection.

Autor: Kiakou D; Hellenic Open University, Patra, Greece. kiakoud@cbs.mpg.de.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany. kiakoud@cbs.mpg.de., Adamopoulos A; Hellenic Open University, Patra, Greece.; Democritus University of Thrace, Department of Medicine, Medical Physics Lab, Alexandroupolis, Greece., Scherf N; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany.; Center for Scalable Data Analytics and Artificial Intelligence ScaDS.AI, Dresden/Leipzig, Leipzig, Germany.

Publikováno v: Advances in experimental medicine and biology [Adv Exp Med Biol] 2023; Vol. 1424, pp. 223-230.