Microarray technology allows to measureing the expression levels of thousands of genes in an experiment. This technology required requires computational solutions capable of dealing with great amounts of data and as well as techniques to explore the data and extract knowledge which allow patients classification. This paper presents a systems based on Case-based reasoning (CBR) for automatic classification of leukemia patients from microarray data. The system incorporates novel algorithms for data mining that allow to filter and classify as well as extraction of knowledge. The system has been tested and the results obtained are presented in this paper
The accumulation of large-scale data gathered from experiments and tests in the medical field prompt...
In recent years, there has been an explosion in the rate of using technology that help discovering t...
Abstract—A major challenge in biomedical studies in recent years has been the classification of gene...
Microarray technology can measure the expression levels of thousands of genes in an experiment. This...
Microarray technology allows measuring the expression levels of thousands of genes providing huge qu...
Microarray technology allows to measure the expression levels of thousands of genes in an experiment...
During the last few years there has been a growing need for using computational intelligence techniq...
The continuous advances in genomics, and specifically in the field of transcriptome, require novel c...
Gene expression profiles are composed of thousands of genes at the same time, representing the compl...
Case Based Reasoning has been applied in different fields such as medicine, industry, tutoring syste...
Abstract Background Accurate classification of microarray data is critical for successful clinical d...
Abstract—Case-based reasoning (CBR) is a suitable paradigm for class discovery in molecular biology,...
Bioinformatics and medical informatics are two research fields that serve the needs of different but...
Knowledge management is a key element in medical environments. Arrays CGH make possible the realizat...
The detection of genetic mutations has attracted global attention. several methods have proposed to ...
The accumulation of large-scale data gathered from experiments and tests in the medical field prompt...
In recent years, there has been an explosion in the rate of using technology that help discovering t...
Abstract—A major challenge in biomedical studies in recent years has been the classification of gene...
Microarray technology can measure the expression levels of thousands of genes in an experiment. This...
Microarray technology allows measuring the expression levels of thousands of genes providing huge qu...
Microarray technology allows to measure the expression levels of thousands of genes in an experiment...
During the last few years there has been a growing need for using computational intelligence techniq...
The continuous advances in genomics, and specifically in the field of transcriptome, require novel c...
Gene expression profiles are composed of thousands of genes at the same time, representing the compl...
Case Based Reasoning has been applied in different fields such as medicine, industry, tutoring syste...
Abstract Background Accurate classification of microarray data is critical for successful clinical d...
Abstract—Case-based reasoning (CBR) is a suitable paradigm for class discovery in molecular biology,...
Bioinformatics and medical informatics are two research fields that serve the needs of different but...
Knowledge management is a key element in medical environments. Arrays CGH make possible the realizat...
The detection of genetic mutations has attracted global attention. several methods have proposed to ...
The accumulation of large-scale data gathered from experiments and tests in the medical field prompt...
In recent years, there has been an explosion in the rate of using technology that help discovering t...
Abstract—A major challenge in biomedical studies in recent years has been the classification of gene...