https://nemenmanlab.org/~ilya/index.php?action=history&feed=atom&title=Nemenman%2C_2004 2026-04-05T21:58:36Z Revision history for this page on the wiki MediaWiki 1.31.0 https://nemenmanlab.org/~ilya/index.php?title=Nemenman,_2004&diff=57&oldid=prev 2018-07-04T16:28:38Z

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Ilya https://nemenmanlab.org/~ilya/index.php?title=Nemenman,_2004&diff=56&oldid=prev 2006-11-13T02:01:59Z

<p></p> <p><b>New page</b></p><div>{{back to publ}}<br /> I Nemenman. Information theory, multivariate dependence, and genetic network inference. ''Technical Report'' NSF-KITP-04-54, KITP, UCSB, 2004. [[media:nemenman-04.pdf | PDF]], [http://arXiv.org/abs/q-bio/0406015 arXiv].<br /> ;Abstract: We define the concept of dependence among multiple variables using maximum entropy techniques and introduce a graphical notation to denote the dependencies. Direct inference of information theoretic quantities from data uncovers dependencies even in undersampled regimes when the joint probability distribution cannot be reliably estimated. The method is tested on synthetic data. We anticipate it to be useful for inference of genetic circuits and other biological signaling networks.</div>

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