Identification of subregions in parameter maps by GMM

版本 1.0.1 (7.1 KB) 作者: Oscar Jalnefjord

The package provides functions for identification of subregions in parameter maps based on Gaussian mixture models

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更新时间 2019/6/3

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The package provides functions for identification of subregions in parameter maps (e.g. tumor parameter maps) based on Gaussian mixture models. The clustering is performed on a group level to enable comparison across subjects and time.
A toy example is provided to show simple use of the functions. If the functions are used in research, please cite as described in the corresponding function.

引用格式

Jalnefjord, Oscar, et al. “Data-Driven Identification of Tumor Subregions Based on Intravoxel Incoherent Motion Reveals Association with Proliferative Activity.” Magnetic Resonance in Medicine, Wiley, May 2019, doi:10.1002/mrm.27820.

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AI, Data Science, and Statistics > Statistics and Machine Learning Toolbox > Cluster Analysis and Anomaly Detection > Gaussian Mixture Models >

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v1

版本	已发布	发行说明
1.0.1	2019/6/3	Updated citation information	下载
1.0.0	2019/5/9		下载

MLA	Jalnefjord, Oscar, et al. “Data-Driven Identification of Tumor Subregions Based on Intravoxel Incoherent Motion Reveals Association with Proliferative Activity.” Magnetic Resonance in Medicine, Wiley, May 2019, doi:10.1002/mrm.27820.
APA	Jalnefjord, O., Montelius, M., Arvidsson, J., Forssell-Aronsson, E., Starck, G., & Ljungberg, M. (2019). Data-driven identification of tumor subregions based on intravoxel incoherent motion reveals association with proliferative activity. Magnetic Resonance in Medicine. Wiley. Retrieved from https://doi.org/10.1002%2Fmrm.27820
BibTeX	@article{Jalnefjord_2019, doi = {10.1002/mrm.27820}, url = {https://doi.org/10.1002%2Fmrm.27820}, year = 2019, month = {may}, publisher = {Wiley}, author = {Oscar Jalnefjord and Mikael Montelius and Jonathan Arvidsson and Eva Forssell-Aronsson and Göran Starck and Maria Ljungberg}, title = {Data-driven identification of tumor subregions based on intravoxel incoherent motion reveals association with proliferative activity}, journal = {Magnetic Resonance in Medicine} }