000 03063nam a22006015i 4500
001 978-3-319-43222-9
003 DE-He213
005 20200421112042.0
007 cr nn 008mamaa
008 161115s2016 gw | s |||| 0|eng d
020 _a9783319432229
_9978-3-319-43222-9
024 7 _a10.1007/978-3-319-43222-9
_2doi
050 4 _aQ334-342
050 4 _aTJ210.2-211.495
072 7 _aUYQ
_2bicssc
072 7 _aTJFM1
_2bicssc
072 7 _aCOM004000
_2bisacsh
082 0 4 _a006.3
_223
100 1 _aBossomaier, Terry.
_eauthor.
245 1 3 _aAn Introduction to Transfer Entropy
_h[electronic resource] :
_bInformation Flow in Complex Systems /
_cby Terry Bossomaier, Lionel Barnett, Michael Harr�e, Joseph T. Lizier.
264 1 _aCham :
_bSpringer International Publishing :
_bImprint: Springer,
_c2016.
300 _aXXIX, 190 p. 24 illus., 21 illus. in color.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
505 0 _aIntroduction -- Statistical Preliminaries -- Information Theory -- Transfer Entropy -- Information Transfer in Canonical Systems -- Information Transfer in Financial Markets -- Miscellaneous Applications of Transfer Entropy -- Concluding Remarks.
520 _aThis book considers a relatively new metric in complex systems, transfer entropy, derived from a series of measurements, usually a time series. After a qualitative introduction and a chapter that explains the key ideas from statistics required to understand the text, the authors then present information theory and transfer entropy in depth. A key feature of the approach is the authors' work to show the relationship between information flow and complexity. The later chapters demonstrate information transfer in canonical systems, and applications, for example in neuroscience and in finance. The book will be of value to advanced undergraduate and graduate students and researchers in the areas of computer science, neuroscience, physics, and engineering.
650 0 _aComputer science.
650 0 _aNeurosciences.
650 0 _aComputers.
650 0 _aArtificial intelligence.
650 0 _aSystem theory.
650 0 _aApplied mathematics.
650 0 _aEngineering mathematics.
650 1 4 _aComputer Science.
650 2 4 _aArtificial Intelligence (incl. Robotics).
650 2 4 _aAppl.Mathematics/Computational Methods of Engineering.
650 2 4 _aComplex Systems.
650 2 4 _aNeurosciences.
650 2 4 _aTheory of Computation.
650 2 4 _aStatistical Physics and Dynamical Systems.
700 1 _aBarnett, Lionel.
_eauthor.
700 1 _aHarr�e, Michael.
_eauthor.
700 1 _aLizier, Joseph T.
_eauthor.
710 2 _aSpringerLink (Online service)
773 0 _tSpringer eBooks
776 0 8 _iPrinted edition:
_z9783319432212
856 4 0 _uhttp://dx.doi.org/10.1007/978-3-319-43222-9
912 _aZDB-2-SCS
942 _cEBK
999 _c56682
_d56682