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Electronic Resource

Bayesian networks in R: with applications in systems biology

Nagarajan, Radhakrishnan - Nama Orang; Scutari, Marco - Nama Orang; Lèbre, Sophie - Nama Orang;

Bayesian Networks in R with Applications in Systems Biology is unique as it introduces the reader to the essential concepts in Bayesian network modeling and inference in conjunction with examples in the open-source statistical environment R. The level of sophistication is also gradually increased across the chapters with exercises and solutions for enhanced understanding for hands-on experimentation of the theory and concepts. The application focuses on systems biology with emphasis on modeling pathways and signaling mechanisms from high-throughput molecular data. Bayesian networks have proven to be especially useful abstractions in this regard. Their usefulness is especially exemplified by their ability to discover new associations in addition to validating known ones across the molecules of interest. It is also expected that the prevalence of publicly available high-throughput biological data sets may encourage the audience to explore investigating novel paradigms using theapproaches presented in the book.


Ketersediaan
#
Perpustakaan Pusat E553
E553
Tersedia
Informasi Detail
Judul Seri
Use R!
No. Panggil
E553
Penerbit
New York : Springer New York., 2014
Deskripsi Fisik
xiii, 157hlm.
Bahasa
English
ISBN/ISSN
9781461464464
Klasifikasi
NONE
Tipe Isi
-
Tipe Media
computer
Tipe Pembawa
online resource
Edisi
1
Subjek
Statistik
Komputasi statistik
Info Detail Spesifik
-
Pernyataan Tanggungjawab
Radhakrishnan Nagarajan, Marco Scutari, Sophie Lèbre
Versi lain/terkait

Tidak tersedia versi lain

Lampiran Berkas
  • Bayesian networks in R: with applications in systems biology
    https://doi.org/10.1007/978-1-4614-6446-4
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