Combining complex networks and data mining: why and how
The increasing power of computer technology does not dispense with the need to extract
meaningful information out of data sets of ever growing size, and indeed typically …
meaningful information out of data sets of ever growing size, and indeed typically …
Pattern recognition for predictive, preventive, and personalized medicine in cancer
T Cheng, X Zhan - EPMA Journal, 2017 - Springer
Predictive, preventive, and personalized medicine (PPPM) is the hot spot and future
direction in the field of cancer. Cancer is a complex, whole-body disease that involved multi …
direction in the field of cancer. Cancer is a complex, whole-body disease that involved multi …
Model-free information-theoretic approach to infer leadership in pairs of zebrafish
Collective behavior affords several advantages to fish in avoiding predators, foraging,
mating, and swimming. Although fish schools have been traditionally considered egalitarian …
mating, and swimming. Although fish schools have been traditionally considered egalitarian …
Parenclitic and synolytic networks revisited
Parenclitic networks provide a powerful and relatively new way to coerce multidimensional
data into a graph form, enabling the application of graph theory to evaluate features …
data into a graph form, enabling the application of graph theory to evaluate features …
Scalable multilabel learning based on feature and label dimensionality reduction
The data‐driven management of real‐life systems based on a trained model, which in turn is
based on the data gathered from its daily usage, has attracted a lot of attention because it …
based on the data gathered from its daily usage, has attracted a lot of attention because it …
[PDF][PDF] DNA methylation changes with age as a complex system: A parenclitic network approach to a family-based cohort of patients with Down Syndrome
M Krivonosov, T Nazarenko, MG Bacalini… - bioRxiv, 2020 - scholar.archive.org
Network models are a powerful tool to represent, analyze and unfold the complexity of a
large-dimensional data system at the fundamental level. The main advantage of network …
large-dimensional data system at the fundamental level. The main advantage of network …
[PDF][PDF] Ensemble of correlation, parenclitic and synolitic graphs as a tool to detect universal changes in complex biological systems: Comment on" Dynamic and …
Complexity is a natural feature of biological systems. For example, a human can be
characterised by a vast amount of information, packed in a super-network that is, in principle …
characterised by a vast amount of information, packed in a super-network that is, in principle …
[PDF][PDF] Age-dependen t DNA methylation Parenclitic Networks in family-based cohor t patients with Down Syndrome
Network models are a powerful tool to represent, analyze and unfold the complexity of a
large-dimensional data system at the fundamental level. The main advantage of network …
large-dimensional data system at the fundamental level. The main advantage of network …
Comparison of Machine Learning Methods forA nalysis of Ulcerative Colitis Proteomic Data
A Ryblov, S Kolesov, E Fedulova… - Opera Medica et …, 2017 - cyberleninka.ru
Ulcerative colitis is a chronic inflammatory disease of the gastrointestinal system, affecting
adults and children. Its cause is unknown, and the knowledge of reliable biomarkers is …
adults and children. Its cause is unknown, and the knowledge of reliable biomarkers is …
Complex Networks and Data Mining: Toward a new perspective for the understanding of Complex Systems
M Zanin - 2014 - search.proquest.com
Complex systems, ie systems composed of a large set of elements interacting in a non-linear
way, are constantly found all around us. In the last decades, different approaches have been …
way, are constantly found all around us. In the last decades, different approaches have been …