Journal ArticleDOI
Inferring statistical complexity.
James P. Crutchfield,Karl Young +1 more
TLDR
A technique is presented that directly reconstructs minimal equations of motion from the recursive structure of measurement sequences, demonstrating a form of superuniversality that refers only to the entropy and complexity of a data stream.Abstract:
Statistical mechanics is used to describe the observed information processing complexity of nonlinear dynamical systems. We introduce a measure of complexity distinct from and dual to the information theoretic entropies and dimensions. A technique is presented that directly reconstructs minimal equations of motion from the recursive structure of measurement sequences. Application to the period-doubling cascade demonstrates a form of superuniversality that refers only to the entropy and complexity of a data stream.read more
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The sequence of the human genome.
J. Craig Venter,Mark Raymond Adams,Eugene W. Myers,Peter W. Li,Richard J. Mural,Granger G. Sutton,Hamilton O. Smith,Mark Yandell,Cheryl A. Evans,Robert A. Holt,Jeannine D. Gocayne,Peter Amanatides,Richard M. Ballew,Daniel H. Huson,Jennifer R. Wortman,Qing Zhang,Chinnappa D. Kodira,Xiangqun H. Zheng,Lin Chen,Marian P. Skupski,Gangadharan Subramanian,Paul Thomas,Jinghui Zhang,George L. Gabor Miklos,Catherine R. Nelson,Samuel Broder,Andrew G. Clark,J. H. Nadeau,Victor A. McKusick,Norton D. Zinder,Arnold J. Levine,Richard J. Roberts,M. I. Simon,Carolyn W. Slayman,Michael W. Hunkapiller,Randall Bolanos,Arthur L. Delcher,Ian M. Dew,Daniel Fasulo,Michael Flanigan,Liliana Florea,Aaron L. Halpern,Sridhar Hannenhalli,Saul A. Kravitz,Samuel Levy,Clark M. Mobarry,Knut Reinert,Karin A. Remington,Jane Abu-Threideh,Ellen M. Beasley,Kendra Biddick,Vivien Bonazzi,Rhonda Brandon,Michele Cargill,Ishwar Chandramouliswaran,Rosane Charlab,Kabir Chaturvedi,Zuoming Deng,Valentina Di Francesco,Patrick Dunn,Karen Eilbeck,Carlos Evangelista,Andrei Gabrielian,Weiniu Gan,Wangmao Ge,Fangcheng Gong,Zhiping Gu,Ping Guan,Thomas J. Heiman,Maureen E. Higgins,Rui-Ru Ji,Zhaoxi Ke,Karen A. Ketchum,Zhongwu Lai,Yiding Lei,Zhenya Li,Jiayin Li,Yong Liang,Xiaoying Lin,Fu Lu,Gennady V. Merkulov,Natalia Milshina,Helen M. Moore,Ashwinikumar K Naik,Vaibhav A. Narayan,Beena Neelam,Deborah Nusskern,Douglas B. Rusch,Steven L. Salzberg,Wei Shao,Bixiong Chris Shue,Jingtao Sun,Zhen Yuan Wang,Aihui Wang,Xin Wang,Jian Wang,Ming-Hui Wei,Ron Wides,Chunlin Xiao,Chunhua Yan,Alison Yao,Jane Ye,Ming Zhan,Weiqing Zhang,Hongyu Zhang,Qi Zhao,Liansheng Zheng,Fei Zhong,Wenyan Zhong,Shiaoping C. Zhu,Shaying Zhao,Dennis A. Gilbert,Suzanna Baumhueter,Gene Spier,Christine Carter,Anibal Cravchik,Trevor Woodage,Feroze Ali,Huijin An,Aderonke Awe,Danita Baldwin,Holly Baden,Mary Barnstead,Ian Barrow,Karen Beeson,Dana A. Busam,Amy Carver,Ming Lai Cheng,Liz Curry,Steve Danaher,Lionel Davenport,Raymond Desilets,Susanne Dietz,Kristina Dodson,Lisa Doup,Steven Ferriera,Neha Garg,Andres Gluecksmann,Brit J. Hart,Jason Haynes,Charles Haynes,Cheryl Heiner,Suzanne Hladun,Damon Hostin,Jarrett Houck,Timothy Howland,Chinyere Ibegwam,Jeffery Johnson,Francis Kalush,Lesley Kline,Shashi Koduru,Amy Love,Felecia Mann,David May,Steven McCawley,Tina C. McIntosh,Ivy McMullen,Mee Moy,Linda Moy,Brian Murphy,Keith Nelson,Cynthia Pfannkoch,Eric Pratts,Vinita Puri,Hina Qureshi,Matthew Reardon,Robert Rodriguez,Yu-Hui Rogers,Deanna Romblad,Bob Ruhfel,Richard T. Scott,Cynthia Sitter,Michelle Smallwood,Erin Stewart,Renee Strong,Ellen Suh,Reginald Thomas,Ni Ni Tint,Sukyee Tse,Claire Vech,Gary Wang,Jeremy Wetter,Sherita Williams,Monica Williams,Sandra Windsor,Emily Winn-Deen,Keriellen Wolfe,Jayshree Zaveri,Karena Zaveri,Josep F. Abril,Roderic Guigó,Michael J. Campbell,Kimmen Sjölander,Brian Karlak,Anish Kejariwal,Huaiyu Mi,Betty Lazareva,Thomas Hatton,Apurva Narechania,Karen Diemer,Anushya Muruganujan,Nan Guo,Shinji Sato,Vineet Bafna,Sorin Istrail,Ross Lippert,Russell Schwartz,Brian P. Walenz,Shibu Yooseph,David Allen,Anand Basu,James Baxendale,Louis Blick,Marcelo Caminha,John Carnes-Stine,Parris Caulk,Yen-Hui Chiang,My Coyne,Carl Dahlke,Anne Deslattes Mays,Maria Dombroski,Michael Donnelly,Dale Ely,Shiva Esparham,Carl Fosler,Harold Gire,Stephen Glanowski,Kenneth Glasser,Anna Glodek,Mark Gorokhov,Ken Graham,Barry Gropman,Michael Harris,Jeremy Heil,Scott Henderson,Jeffrey Hoover,Donald Jennings,Catherine Jordan,James Jordan,John Kasha,Leonid Kagan,Cheryl L. Kraft,Alexander Levitsky,Mark Lewis,Xiangjun Liu,John Lopez,Daniel Ma,William H. Majoros,Joe McDaniel,Sean C. Murphy,Matthew Newman,Trung Hieu Nguyen,Ngoc Nguyen,Marc Nodell,Sue Pan,Jim Peck,Marshall Peterson,William Rowe,Robert Sanders,John Scott,Michael Simpson,Thomas J. Smith,Arlan Sprague,Timothy B. Stockwell,Russell Turner,Eli Venter,Mei Wang,Meiyuan Wen,David Wu,Mitchell Wu,Ashley Xia,Ali Zandieh,Xiaohong Zhu +272 more
TL;DR: Comparative genomic analysis indicates vertebrate expansions of genes associated with neuronal function, with tissue-specific developmental regulation, and with the hemostasis and immune systems are indicated.
Journal ArticleDOI
Whatever next? Predictive brains, situated agents, and the future of cognitive science
TL;DR: This target article critically examines this "hierarchical prediction machine" approach, concluding that it offers the best clue yet to the shape of a unified science of mind and action.
Journal ArticleDOI
Consciousness and Complexity
Giulio Tononi,Gerald M. Edelman +1 more
TL;DR: Applying measures of neural integration and complexity, together with an analysis of extensive neurological data, leads to a testable proposal-the dynamic core hypothesis-about the properties of the neural substrate of consciousness.
Journal ArticleDOI
A Statistical Measure of Complexity
TL;DR: In this article, a measure of complexity based on a probabilistic description of physical systems is proposed, which can be applied to many physical situations and to different descriptions of a given system.
Journal ArticleDOI
The calculi of emergence: computation, dynamics and induction
TL;DR: An overview of an inductive framework-hierarchical ϵ-machine reconstruction—in which the emergence of complexity is associated with the innovation of new computational model classes is presented, along with an analysis of the constraints on the dynamics of innovation.