Clustering breast cancer data by consensus of different validity indices

QR Code

Clustering breast cancer data by consensus of different validity indices

Clustering algorithms will, in general, either partition a given data set into a pre-specified number of clusters or will produce a hierarchy of clusters. In this paper we analyse several different clustering techniques and apply them to a particular data set of breast cancer data. When we do not kn...

Full description

Bibliographic Details
Main Authors:	Soria, Daniele, Garibaldi, Jonathan M., Ambrogi, Federico, Lisboa, Paulo J.G., Boracchi, Patrizia, Biganzoli, Elia M.
Format:	Conference or Workshop Item
Published:	IET Digital Library 2008
Subjects:	Clustering algorithms Breast cancer Validity indices
Online Access:	https://eprints.nottingham.ac.uk/28148/

Similar Items

Cancer profiles by Affinity Propagation
by: Soria, Daniele, et al.
Published: (2009)

Validation of a quantifier-based fuzzy classification system for breast cancer patients on external independent cohorts
by: Soria, Daniele, et al.
Published: (2016)

A methodology to identify consensus classes from clustering algorithms applied to immunohistochemical data from breast cancer patients
by: Soria, Daniele, et al.
Published: (2010)

A methodology for automatic classification of breast cancer immunohistochemical data using semi-supervised fuzzy c-means
by: Lai, Daphne Teck Ching, et al.
Published: (2014)

Cancer profiles by affinity propagation
by: Ambrogi, Federico, et al.
Published: (2008)

On using genetic algorithm for initialising semi-supervised fuzzy c-means clustering
by: Lai, Daphne Teck Ching, et al.
Published: (2016)

APSCAN: A parameter free algorithm for clustering
by: Chen, Xiaoming, et al.
Published: (2011)

Consensus clustering and fuzzy classification for breast cancer prognosis
by: Garibaldi, Jonathan M., et al.
Published: (2010)

Clustering ensemble learning method based on incremental genetic algorithms
by: Ghaemi, Reza
Published: (2012)

Cancer subtype identification pipeline: a classifusion approach
by: Agrawal, Utkarsh, et al.
Published: (2016)

Topological mapping and qualitative localization based on K-adjacent union clustering algorithm
by: Karasfi, Babak
Published: (2012)

Fuzzy clustering method and evaluation based on multi criteria decision making technique
by: Sameer, Fadhaa Othman
Published: (2018)

A "non-parametric" version of the naive Bayes classifier
by: Soria, Daniele, et al.
Published: (2011)

Statistical data preprocessing methods in distance functions to enhance k-means clustering algorithm
by: Dalatu, Paul Inuwa
Published: (2018)

An exploration of improvements to semi-supervised fuzzy c-means clustering for real-world biomedical data
by: Lai, Daphne Teck Ching
Published: (2014)

Relationship between economic indicators and selected social development indicators in the globalization process in Iran (1980-2010)
by: Moghaddam, Abdolmajid Arfaei
Published: (2015)

Measuring player’s behaviour change over time in public goods game
by: Fattah, Polla, et al.
Published: (2016)

A comparison of three different methods for classification of breast cancer data
by: Soria, Daniele, et al.
Published: (2008)

Promoting mental health and well-being: integrating individual, organisational and community-level indicators
by: Wiseman, J., et al.
Published: (2007)

A hybrid service metadata clustering methodology in the digital ecosystems environment
by: Dong, Hai, et al.
Published: (2009)

Improved normalization and standardization techniques for higher purity in K-means clustering
by: Dalatu, Paul Inuwa, et al.
Published: (2016)

Novel methods to elucidate core classes in multi-dimensional biomedical data
by: Soria, Daniele
Published: (2010)

Markers of progression in early-stage invasive breast cancer: a predictive immunohistochemical panel algorithm for distant recurrence risk stratification
by: Aleskandarany, Mohammed A., et al.
Published: (2015)

Genetic algorithm-based clustering ensemble: determination number of clusters
by: Mohammadi, M., et al.
Published: (2010)

Prediction of breast cancer relapse time in continuous scale based on type-2 TSK fuzzy model
by: Mahmoudian, Sayed Hamid
Published: (2010)

Convergence Patterns in Financial Development: Evidence From Club Convergence
by: Apergis, Nicholas, et al.
Published: (2012)

Development and validation of QMortality risk prediction algorithm to estimate short term risk of death and assess frailty: cohort study
by: Hippisley-Cox, Julia, et al.
Published: (2017)

The chemistry of first row transition metal-oxo clusters
by: Smith, M. A.
Published: (2021)

Infall and accretion of substructure in hydrodynamical simulations of galaxy clusters
by: Haggar, Roan
Published: (2022)

Techniques for improving clustering and association rules mining from very large transactional databases
by: Li, Yanrong
Published: (2009)

Scalability Improvement Of Multicast Source Movement Over Mobile Ipv6 Using Clustering Technique
by: Ali Al-Talib, Sahar A. M.
Published: (2006)

Improved clustering using robust and classical principal component
by: Hassn, Ahmed Kadom
Published: (2017)

A Study on Relationship Between Decision-making Behaviour and Myers-Briggs Type Indicator
by: Chen, Jelico
Published: (2007)

Socio-economic impact of cluster farming for smallholder farmers in Southern Philippines
by: Montiflor, M., et al.
Published: (2009)

Sunyaev-Zel'dovich observations with AMI of the hottest galaxy clusters detected in the XMM-Newton Cluster Survey
by: Shimwell, T., et al.
Published: (2013)

Interactive search with weak supervision
by: Wood, Stuart Thomas
Published: (2017)

Alpha-tocotrienol as a possible indicator for monitoring the presence of palm mid-fraction in dark chocolate
by: Farahany, Elham Moazami
Published: (2006)

Sparse subspace representation for spectral document clustering
by: Budhaditya, S., et al.
Published: (2012)

Methods For Clustered Microcalcifications Detection In Digital Mammograms
by: Wan Zaki, Wan Mimi Diyana
Published: (2005)

Methods for Clustered Microcalcifications Detection in Digital Mammograms
by: Wan Mimi Diyana Wan Zaki,
Published: (2005)