update readme

readme.md

@@ -8,8 +8,8 @@ Parisot, S., Ktena, S. I., Ferrante, E., Lee, M., Moreno, R. G., Glocker, B., &
 [Spectral Graph Convolutions for Population-based Disease Prediction](https://arxiv.org/abs/1703.03020). <br />
 arXiv preprint arXiv:1703.03020.
 
-We provide an implementation applied to the ABIDE dataset for diagnosis of Autism Spectrum Disorder 
-(preprocessed-connectomes-project.org/abide).
+We provide an implementation applied to the [ABIDE dataset](preprocessed-connectomes-project.org/abide) 
+for diagnosis of Autism Spectrum Disorder.
 
 #### INSTALLATION
 
@@ -25,9 +25,16 @@ python fetch_data.py
 
 #### USAGE
 
+To run the programme with default parameters: 
+ ```python
 python main_ABIDE.py 
+```
+
+To get a detailed description of parameters:
+ ```python
+python main_ABIDE.py --help 
+ ```
 
-python main_ABIDE --help provides a detailed description of parameters 
 
 #### REQUIREMENTS 
 
@@ -41,12 +48,14 @@ joblib
 
 Please cite our paper if you use this code in your own work:
 
-@article{parisot2017spectral, <br />
-  title={Spectral Graph Convolutions on Population Graphs for Disease Prediction}, <br />
-  author={Parisot, Sarah and Ktena, Sofia Ira and Ferrante, Enzo and Lee, Matthew and Moreno, Ricardo Guerrerro and Glocker, Ben and Rueckert, Daniel}, <br />
-  journal={arXiv preprint arXiv:1703.03020}, <br />
-  year={2017} <br />
+```
+@article{parisot2017spectral, 
+  title={Spectral Graph Convolutions on Population Graphs for Disease Prediction}, 
+  author={Parisot, Sarah and Ktena, Sofia Ira and Ferrante, Enzo and Lee, Matthew and Moreno, Ricardo Guerrerro and Glocker, Ben and Rueckert, Daniel}, 
+  journal={arXiv preprint arXiv:1703.03020}, 
+  year={2017} 
 }
+```