Towards Personalized Diagnosis of Glioblastoma in Fluid-Attenuated Inversion Recovery (FLAIR) by Topological Interpretable Machine Learning

Radiomics in Glioblastoma: Current Status and Challenges Facing Clinical Implementation

(2019) Ahmad Chaddad et al.   Frontiers in Oncology

Segmenting brain tumors from FLAIR MRI using fully convolutional neural networks

(2019) Pablo Ribalta Lorenzo et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Hepatic tumor classification using texture and topology analysis of non-contrast-enhanced three-dimensional T1-weighted MR images with a radiomics approach

(2019) Asuka Oyama et al.   Scientific Reports

Optimizing Neuro-Oncology Imaging: A Review of Deep Learning Approaches for Glioma Imaging

(2019) Madeleine Shaver et al.   Cancers

Personalized Radiotherapy Design for Glioblastoma: Integrating Mathematical Tumor Models, Multimodal Scans, and Bayesian Inference

(2019) Jana Lipkova et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Automatic glioma segmentation based on adaptive superpixel

(2019) Yaping Wu et al.   BMC MEDICAL IMAGING

Predicting Clinical Outcomes in Glioblastoma: An Application of Topological and Functional Data Analysis

(2019) Lorin Crawford et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Multisite Concordance of DSC-MRI Analysis for Brain Tumors: Results of a National Cancer Institute Quantitative Imaging Network Collaborative Project

(2018) K.M. Schmainda et al.   AMERICAN JOURNAL OF NEURORADIOLOGY

A survey on deep learning for big data

(2018) Qingchen Zhang et al.   Information Fusion

Mathematical modeling of the proliferation gradient in multicellular tumor spheroids

(2018) T. Michel et al.   JOURNAL OF THEORETICAL BIOLOGY

Automated glioma detection and segmentation using graphical models

(2018) Zhe Zhao et al.   PLoS One

Synthetic Medical Images Using F&BGAN for Improved Lung Nodules Classification by Multi-Scale VGG16

(2018) Defang Zhao et al.   Symmetry-Basel

Persistent entropy for separating topological features from noise in vietoris-rips complexes

(2017) Nieves Atienza et al.   JOURNAL OF INTELLIGENT INFORMATION SYSTEMS

Radiomics: the bridge between medical imaging and personalized medicine

(2017) Philippe Lambin et al.   Nature Reviews Clinical Oncology

A new topological entropy-based approach for measuring similarities among piecewise linear functions

(2017) Matteo Rucco et al.   SIGNAL PROCESSING

Classifying Glioblastoma Multiforme Follow-Up Progressive vs. Responsive Forms Using Multi-Parametric MRI Features

(2017) Adrian Ion-Mărgineanu et al.   Frontiers in Neuroscience

A roadmap for the computation of persistent homology

(2017) Nina Otter et al.   EPJ Data Science

Delta-radiomics features for the prediction of patient outcomes in non–small cell lung cancer

(2017) Xenia Fave et al.   Scientific Reports

Deep MRI brain extraction: A 3D convolutional neural network for skull stripping

(2016) Jens Kleesiek et al.   NEUROIMAGE

A survey of machine learning for big data processing

(2016) Junfei Qiu et al.   EURASIP Journal on Advances in Signal Processing

Automated brain tumour detection and segmentation using superpixel-based extremely randomized trees in FLAIR MRI

(2016) Mohammadreza Soltaninejad et al.   International Journal of Computer Assisted Radiology and Surgery

Early post-operative magnetic resonance imaging in glioblastoma: correlation among radiological findings and overall survival in 60 patients

(2015) Carles Majós et al.   EUROPEAN RADIOLOGY

Evaluation of low-grade glioma structural changes after chemotherapy using DTI-based histogram analysis and functional diffusion maps

(2015) Antonella Castellano et al.   EUROPEAN RADIOLOGY

An entropy-based persistence barcode

(2015) Harish Chintakunta et al.   PATTERN RECOGNITION

Performance evaluation of classification algorithms by k-fold and leave-one-out cross validation

(2015) Tzu-Tsung Wong   PATTERN RECOGNITION

Variable importance analysis: A comprehensive review

(2015) Pengfei Wei et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Towards the Personalized Treatment of Glioblastoma: Integrating Patient-Specific Clinical Data in a Continuous Mechanical Model

(2015) Maria Cristina Colombo et al.   PLoS One

EANO guideline for the diagnosis and treatment of anaplastic gliomas and glioblastoma

(2014) Michael Weller et al.   LANCET ONCOLOGY

scikit-image: image processing in Python

(2014) Stéfan van der Walt et al.   PeerJ

The Cancer Imaging Archive (TCIA): Maintaining and Operating a Public Information Repository

(2013) Kenneth Clark et al.   JOURNAL OF DIGITAL IMAGING

Topological Strata of Weighted Complex Networks

(2013) Giovanni Petri et al.   PLoS One

An accurate skull stripping method based on simplex meshes and histogram analysis for magnetic resonance images

(2012) Francisco J. Galdames et al.   JOURNAL OF NEUROSCIENCE METHODS

Investigation of the Migration/Proliferation Dichotomy and its Impact on Avascular Glioma Invasion

(2012) K. Böttger et al.   Mathematical Modelling of Natural Phenomena

Intraoperative MRI-guided resection of glioblastoma multiforme: a systematic review

(2011) Pieter L Kubben et al.   LANCET ONCOLOGY

Correlation of the extent of tumor volume resection and patient survival in surgery of glioblastoma multiforme with high-field intraoperative MRI guidance

(2011) D. Kuhnt et al.   NEURO-ONCOLOGY

Topology and data

(2009) Gunnar Carlsson   BULLETIN OF THE AMERICAN MATHEMATICAL SOCIETY