Personalised Modelling Framework and Systems for Data Analysis: Integrated Optimisation Method based on Personalised Modelling for Genomic Data Analysis and Biomedical Applications - Softcover

Hu, Yingjie

 
9783844328530: Personalised Modelling Framework and Systems for Data Analysis: Integrated Optimisation Method based on Personalised Modelling for Genomic Data Analysis and Biomedical Applications
Softcover
ISBN 10: 384432853X ISBN 13: 9783844328530
Verlag: LAP LAMBERT Academic Publishing, 2011

Inhaltsangabe

This research is focusing at the development of novel information methods and systems based on personalised modelling for genomic data analysis and biomedical applications. It has presented a novel personalised modelling framework and system for analysing the data from different sources. The main idea of personalised modelling is based on the assumption that every data sample has its unique pattern only being represented by a certain number of similar samples with a small set of important features. The proposed personalised modelling system is an integrated computational system that combines different information processing techniques, applied at different stages of the data analysis, e.g. feature selection, classification, outcome prediction, personalised profiling and visualisation, etc. This study is a feasibility analysis for personalised modelling on different sources of data, such as gene expression data, proteomic data and SNPs data. The developed algorithms and models are generic which can be potentially incorporated into a variety of applications for data analysis with certain constraints, such as financial risk analysis, time series data prediction, etc.

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Über die Autorin bzw. den Autor

Dr. Yingjiee Hu received his Master degree (Hons) and PhD in Computer and Information Sciences from Auckland University of Technology, New Zealand. He is currently a postdoctoral research fellow in KEDRI at AUT. His research interests are in the areas of neural network computing, data mining techniques, personalized modelling and bioinformatics.

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Verlag
LAP LAMBERT Academic Publishing
Erscheinungsdatum
2011
Sprache
Englisch
ISBN 10 
384432853X
ISBN 13 
9783844328530
Einband
Taschenbuch
Anzahl der Seiten
300
Kontakt zum Hersteller
Nicht verfügbar
Verantwortliche Person
JustFiction Edition
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