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Titlebook: Association Analysis Techniques and Applications in Bioinformatics; Qingfeng Chen Book 2024 Guangxi Education Publishing House, Guangxi, C

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發(fā)表于 2025-3-21 19:43:26 | 只看該作者 |倒序?yàn)g覽 |閱讀模式
期刊全稱Association Analysis Techniques and Applications in Bioinformatics
影響因子2023Qingfeng Chen
視頻videohttp://file.papertrans.cn/164/163501/163501.mp4
發(fā)行地址Provides essential information on both theoretical and practical aspects of association analysis.Includes case studies that illustrate the application of data mining in computational biology.Offers re
圖書封面Titlebook: Association Analysis Techniques and Applications in Bioinformatics;  Qingfeng Chen Book 2024 Guangxi Education Publishing House, Guangxi, C
影響因子Advances in experimental technologies have given rise to tremendous amounts of biology data. This not only offers valuable sources of data to help understand biological evolution and functional mechanisms, but also poses challenges for accurate and effective data analysis.?.This book offers an essential introduction to the theoretical and practical aspects of association analysis, including data pre-processing, data mining methods/algorithms, and tools that are widely applied for computational biology. It covers significant recent advances in the field, both foundational and application-oriented, helping readers understand the basic principles and emerging techniques used to discover interesting association patterns in diverse and heterogeneous biology data, such as structure-function correlations, and complex networks with gene/protein regulation.?.The main results and approaches are described in an easy-to-follow way and accompanied by sufficientreferences and suggestions for future research. This carefully edited monograph is intended to provide investigators in the fields of data mining, machine learning, artificial intelligence, and bioinformatics with a profound guide to the
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,Ecalle’s Acceleration Operators,This chapter introduces an approach to modeling called complex networks. Complex networks are an abstract model for understanding real-world complex systems. It abstracts entities in a complex system into nodes and abstracts the relationship between entities into connections.
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Highest-Level Formal Solutions,Association analysis is used to discover intriguing associations hidden in datasets. In this chapter, we present the application of association analysis in bioinformatics to discover potential non-coding RNA-disease associations.
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Association Analysis: Basic Concepts and Algorithms,In 1993, Agrawal et al. pioneered the theory of mining association rules from large database, which is used to identify interesting links between items in market basket data transactions. Market basket transaction is a typical example of the application of association analysis.
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Fusion and Radiomics Study of Multimodal Medical Images,With the tremendous technological advances in the medical field, various medical imaging devices have emerged to produce images that enhance clinical medical diagnosis, and different medical imaging modalities are now widely used in clinical applications of diseases.
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