In the last few decades, advances in molecular biology and in the research - frastructure in this ?eld has given rise to the "omics" revolution in molecular biology,alongwiththeexplosionofdatabases:fromgenomicstotranscriptomics, proteomics, interactomics,and metabolomics. However,the huge amount of b- logicalinformationavailablehasleftabottleneckindataprocessing:information over?ow has called for innovative techniques for their visualization, modelling, interpretationandanalysis.The manyresultsfromthe ?eldsofcomputerscience andengineeringhavethenmetwithbiology,leadingto new,emergingdisciplines such as bioinformatics and systems biology. So, for instance, as the result of - plicationoftechniquessuchasmachinelearning,self-organizingmaps,statistical algorithms,clusteringalgorithmsandmulti-agentsystemstomodernbiology,we can actually model and simulate some functions of the cell (e.g., protein inter- tion, gene expression and gene regulation), make inferences from the molecular biology database, make connections among biological data, and derive useful predictions. Today, and more generally, two di?erent scenarios characterize the po- genomic era.
On the one hand, the huge amount of datasets made available by biological research all over the world mandates for suitable techniques, tools and methods meant at modelling biological processes and analyzing biological sequences. On the other hand, biological systems work as the sources of a wide range of new computational models and paradigms, which are now ready to be applied in the context of computer-based systems.
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Provides information on inter- and multidisciplinary research in the fields of computer science and life sciences and supports a paradigmatic shift in the techniques from computer and information science to cope with the challenges arising from the systems-oriented point of view of biological phenomena.
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Computer-Aided DNA Base Calling from Forward and Reverse Electropherograms.- A Multi-agent System for Protein Secondary Structure Prediction.- Modeling Kohn Interaction Maps with Beta-Binders: An Example.- Multidisciplinary Investigation into Adult Stem Cell Behavior.- Statistical Model Selection Methods Applied to Biological Networks.- Using Secondary Structure Information to Perform Multiple Alignment.- Frequency Concepts and Pattern Detection for the Analysis of Motifs in Networks.- An Agent-Oriented Conceptual Framework for Systems Biology.- Genetic Linkage Analysis Algorithms and Their Implementation.- Abstract Machines of Systems Biology.
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Produktdetaljer
ISBN
9783540308836
Publisert
2005-12-12
Utgiver
Vendor
Springer-Verlag Berlin and Heidelberg GmbH & Co. K
Høyde
235 mm
Bredde
155 mm
Aldersnivå
Research, P, 06
Språk
Product language
Engelsk
Format
Product format
Heftet