Information processing using a single dynamical node as complex system.

Abstract:

:Novel methods for information processing are highly desired in our information-driven society. Inspired by the brain's ability to process information, the recently introduced paradigm known as 'reservoir computing' shows that complex networks can efficiently perform computation. Here we introduce a novel architecture that reduces the usually required large number of elements to a single nonlinear node with delayed feedback. Through an electronic implementation, we experimentally and numerically demonstrate excellent performance in a speech recognition benchmark. Complementary numerical studies also show excellent performance for a time series prediction benchmark. These results prove that delay-dynamical systems, even in their simplest manifestation, can perform efficient information processing. This finding paves the way to feasible and resource-efficient technological implementations of reservoir computing.

journal_name

Nat Commun

journal_title

Nature communications

authors

Appeltant L,Soriano MC,Van der Sande G,Danckaert J,Massar S,Dambre J,Schrauwen B,Mirasso CR,Fischer I

doi

10.1038/ncomms1476

subject

Has Abstract

pub_date

2011-09-13 00:00:00

pages

468

issn

2041-1723

pii

ncomms1476

journal_volume

2

pub_type

杂志文章
  • An in-silico approach to predict and exploit synthetic lethality in cancer metabolism.

    abstract::Synthetic lethality is a promising concept in cancer research, potentially opening new possibilities for the development of more effective and selective treatments. Here, we present a computational method to predict and exploit synthetic lethality in cancer metabolism. Our approach relies on the concept of genetic min...

    journal_title:Nature communications

    pub_type: 杂志文章

    doi:10.1038/s41467-017-00555-y

    authors: Apaolaza I,San José-Eneriz E,Tobalina L,Miranda E,Garate L,Agirre X,Prósper F,Planes FJ

    更新日期:2017-09-06 00:00:00

  • Ranking of non-coding pathogenic variants and putative essential regions of the human genome.

    abstract::A gene is considered essential if loss of function results in loss of viability, fitness or in disease. This concept is well established for coding genes; however, non-coding regions are thought less likely to be determinants of critical functions. Here we train a machine learning model using functional, mutational an...

    journal_title:Nature communications

    pub_type: 杂志文章

    doi:10.1038/s41467-019-13212-3

    authors: Wells A,Heckerman D,Torkamani A,Yin L,Sebat J,Ren B,Telenti A,di Iulio J

    更新日期:2019-11-20 00:00:00

  • Gfi1b regulates the level of Wnt/β-catenin signaling in hematopoietic stem cells and megakaryocytes.

    abstract::Gfi1b is a transcriptional repressor expressed in hematopoietic stem cells (HSCs) and megakaryocytes (MKs). Gfi1b deficiency leads to expansion of both cell types and abrogates the ability of MKs to respond to integrin. Here we show that Gfi1b forms complexes with β-catenin, its co-factors Pontin52, CHD8, TLE3 and CtB...

    journal_title:Nature communications

    pub_type: 杂志文章

    doi:10.1038/s41467-019-09273-z

    authors: Shooshtarizadeh P,Helness A,Vadnais C,Brouwer N,Beauchemin H,Chen R,Bagci H,Staal FJT,Coté JF,Möröy T

    更新日期:2019-03-20 00:00:00

  • Electronic spin separation induced by nuclear motion near conical intersections.

    abstract::Though the concept of Berry force was proposed thirty years ago, little is known about the practical consequences of this force as far as chemical dynamics are concerned. Here, we report that when molecular dynamics pass near a conical intersection, a massive Berry force can appear as a result of even a small amount o...

    journal_title:Nature communications

    pub_type: 杂志文章

    doi:10.1038/s41467-020-20831-8

    authors: Wu Y,Subotnik JE

    更新日期:2021-01-29 00:00:00

  • Long-term isolation of European steppe outposts boosts the biome's conservation value.

    abstract::The European steppes and their biota have been hypothesized to be either young remnants of the Pleistocene steppe belt or, alternatively, to represent relicts of long-term persisting populations; both scenarios directly bear on nature conservation priorities. Here, we evaluate the conservation value of threatened disj...

    journal_title:Nature communications

    pub_type: 杂志文章

    doi:10.1038/s41467-020-15620-2

    authors: Kirschner P,Záveská E,Gamisch A,Hilpold A,Trucchi E,Paun O,Sanmartín I,Schlick-Steiner BC,Frajman B,Arthofer W,STEPPE Consortium.,Steiner FM,Schönswetter P

    更新日期:2020-04-23 00:00:00

  • Organocatalytic enantio- and diastereoselective cycloetherification via dynamic kinetic resolution of chiral cyanohydrins.

    abstract::Enantioselective approaches to synthesize six-membered oxacycles with multiple stereogenic centres are in high demand to enable the discovery of new therapeutic agents. Here we present a concise organocatalytic cycloetherification for the highly enantio- and diastereoselective synthesis of tetrahydropyrans involving s...

    journal_title:Nature communications

    pub_type: 杂志文章

    doi:10.1038/s41467-017-01099-x

    authors: Yoneda N,Fujii Y,Matsumoto A,Asano K,Matsubara S

    更新日期:2017-11-09 00:00:00

  • Single cell analysis of human foetal liver captures the transcriptional profile of hepatobiliary hybrid progenitors.

    abstract::The liver parenchyma is composed of hepatocytes and bile duct epithelial cells (BECs). Controversy exists regarding the cellular origin of human liver parenchymal tissue generation during embryonic development, homeostasis or repair. Here we report the existence of a hepatobiliary hybrid progenitor (HHyP) population i...

    journal_title:Nature communications

    pub_type: 杂志文章

    doi:10.1038/s41467-019-11266-x

    authors: Segal JM,Kent D,Wesche DJ,Ng SS,Serra M,Oulès B,Kar G,Emerton G,Blackford SJI,Darmanis S,Miquel R,Luong TV,Yamamoto R,Bonham A,Jassem W,Heaton N,Vigilante A,King A,Sancho R,Teichmann S,Quake SR,Nakauchi H,Rash

    更新日期:2019-07-26 00:00:00

  • Hepatic Ago2-mediated RNA silencing controls energy metabolism linked to AMPK activation and obesity-associated pathophysiology.

    abstract::RNA silencing inhibits mRNA translation. While mRNA translation accounts for the majority of cellular energy expenditure, it is unclear if RNA silencing regulates energy homeostasis. Here, we report that hepatic Argonaute 2 (Ago2)-mediated RNA silencing regulates both intrinsic energy production and consumption and di...

    journal_title:Nature communications

    pub_type: 杂志文章

    doi:10.1038/s41467-018-05870-6

    authors: Zhang C,Seo J,Murakami K,Salem ESB,Bernhard E,Borra VJ,Choi K,Yuan CL,Chan CC,Chen X,Huang T,Weirauch MT,Divanovic S,Qi NR,Thomas HE,Mercer CA,Siomi H,Nakamura T

    更新日期:2018-09-10 00:00:00

  • Metal-centred azaphosphatriptycene gear with a photo- and thermally driven mechanical switching function based on coordination isomerism.

    abstract::Metal ions can serve as a centre of molecular motions due to their coordination geometry, reversible bonding nature and external stimuli responsiveness. Such essential features of metal ions have been utilized for metal-mediated molecular machines with the ability to motion switch via metallation/demetallation or coor...

    journal_title:Nature communications

    pub_type: 杂志文章

    doi:10.1038/ncomms14296

    authors: Ube H,Yasuda Y,Sato H,Shionoya M

    更新日期:2017-02-08 00:00:00

  • Acyl radical to rhodacycle addition and cyclization relay to access butterfly flavylium fluorophores.

    abstract::Transition metal-catalyzed C-H activation and radical reactions are two versatile strategies to construct diverse organic skeletons. Here we show the construction of a class of flavylium fluorophores via the merge of radical chemistry and C-H activation starting from (hetero)aryl ketones and alkynes. This protocol is ...

    journal_title:Nature communications

    pub_type: 杂志文章

    doi:10.1038/s41467-019-13611-6

    authors: Yin J,Zhang Y,Li J,Zhu L,Lan Y,You J

    更新日期:2019-12-11 00:00:00

  • Ice rule fragility via topological charge transfer in artificial colloidal ice.

    abstract::Artificial particle ices are model systems of constrained, interacting particles. They have been introduced theoretically to study ice-manifolds emergent from frustration, along with domain wall and grain boundary dynamics, doping, pinning-depinning, controlled transport of topological defects, avalanches, and memory ...

    journal_title:Nature communications

    pub_type: 杂志文章

    doi:10.1038/s41467-018-06631-1

    authors: Libál A,Lee DY,Ortiz-Ambriz A,Reichhardt C,Reichhardt CJO,Tierno P,Nisoli C

    更新日期:2018-10-08 00:00:00

  • Organocatalytic enantioselective β-functionalization of aldehydes by oxidation of enamines and their application in cascade reactions.

    abstract::Iminium catalysis, involving the transformation of iminium ions to enamines, has been extensively studied in the context of a number of organic processes. However, the reverse of this process involving conversion of enamines to iminium species has not been realized. Here, we describe a new transformation-'oxidative en...

    journal_title:Nature communications

    pub_type: 杂志文章

    doi:10.1038/ncomms1214

    authors: Zhang SL,Xie HX,Zhu J,Li H,Zhang XS,Li J,Wang W

    更新日期:2011-01-01 00:00:00

  • The cryo-EM structure of the SNX-BAR Mvp1 tetramer.

    abstract::Sorting nexins (SNX) are a family of PX domain-containing proteins with pivotal roles in trafficking and signaling. SNX-BARs, which also have a curvature-generating Bin/Amphiphysin/Rvs (BAR) domain, have membrane-remodeling functions, particularly at the endosome. The minimal PX-BAR module is a dimer mediated by BAR-B...

    journal_title:Nature communications

    pub_type: 杂志文章

    doi:10.1038/s41467-020-15110-5

    authors: Sun D,Varlakhanova NV,Tornabene BA,Ramachandran R,Zhang P,Ford MGJ

    更新日期:2020-03-20 00:00:00

  • Stable magnetostructural coupling with tunable magnetoresponsive effects in hexagonal ferromagnets.

    abstract::The magnetostructural coupling between the structural and the magnetic transition has a crucial role in magnetoresponsive effects in a martensitic-transition system. A combination of various magnetoresponsive effects based on this coupling may facilitate the multifunctional applications of a host material. Here we dem...

    journal_title:Nature communications

    pub_type: 杂志文章

    doi:10.1038/ncomms1868

    authors: Liu E,Wang W,Feng L,Zhu W,Li G,Chen J,Zhang H,Wu G,Jiang C,Xu H,de Boer F

    更新日期:2012-05-29 00:00:00

  • Drug design from the cryptic inhibitor envelope.

    abstract::Conformational dynamics plays an important role in enzyme catalysis, allosteric regulation of protein functions and assembly of macromolecular complexes. Despite these well-established roles, such information has yet to be exploited for drug design. Here we show by nuclear magnetic resonance spectroscopy that inhibito...

    journal_title:Nature communications

    pub_type: 杂志文章

    doi:10.1038/ncomms10638

    authors: Lee CJ,Liang X,Wu Q,Najeeb J,Zhao J,Gopalaswamy R,Titecat M,Sebbane F,Lemaitre N,Toone EJ,Zhou P

    更新日期:2016-02-25 00:00:00

  • Vanadium dioxide nanowire-based microthermometer for quantitative evaluation of electron beam heating.

    abstract::Temperature measurement is critical for many technological applications and scientific experiments, and different types of thermometers have been developed to detect temperature at macroscopic length scales. However, quantitative measurement of the temperature of nanostructures remains a challenge. Here, we show a new...

    journal_title:Nature communications

    pub_type: 杂志文章

    doi:10.1038/ncomms5986

    authors: Guo H,Khan MI,Cheng C,Fan W,Dames C,Wu J,Minor AM

    更新日期:2014-10-13 00:00:00

  • Blood coagulation protein fibrinogen promotes autoimmunity and demyelination via chemokine release and antigen presentation.

    abstract::Autoimmunity and macrophage recruitment into the central nervous system (CNS) are critical determinants of neuroinflammatory diseases. However, the mechanisms that drive immunological responses targeted to the CNS remain largely unknown. Here we show that fibrinogen, a central blood coagulation protein deposited in th...

    journal_title:Nature communications

    pub_type: 杂志文章

    doi:10.1038/ncomms9164

    authors: Ryu JK,Petersen MA,Murray SG,Baeten KM,Meyer-Franke A,Chan JP,Vagena E,Bedard C,Machado MR,Rios Coronado PE,Prod'homme T,Charo IF,Lassmann H,Degen JL,Zamvil SS,Akassoglou K

    更新日期:2015-09-10 00:00:00

  • TET2 directs mammary luminal cell differentiation and endocrine response.

    abstract::Epigenetic regulation plays an important role in governing stem cell fate and tumorigenesis. Lost expression of a key DNA demethylation enzyme TET2 is associated with human cancers and has been linked to stem cell traits in vitro; however, whether and how TET2 regulates mammary stem cell fate and mammary tumorigenesis...

    journal_title:Nature communications

    pub_type: 杂志文章

    doi:10.1038/s41467-020-18129-w

    authors: Kim MR,Wu MJ,Zhang Y,Yang JY,Chang CJ

    更新日期:2020-09-15 00:00:00

  • Spatially selective manipulation of cells with single-beam acoustical tweezers.

    abstract::Acoustical tweezers open major prospects in microbiology for cells and microorganisms contactless manipulation, organization and mechanical properties testing since they are biocompatible, label-free and have the potential to exert forces several orders of magnitude larger than their optical counterpart at equivalent ...

    journal_title:Nature communications

    pub_type: 杂志文章

    doi:10.1038/s41467-020-18000-y

    authors: Baudoin M,Thomas JL,Sahely RA,Gerbedoen JC,Gong Z,Sivery A,Matar OB,Smagin N,Favreau P,Vlandas A

    更新日期:2020-08-25 00:00:00

  • Structural insight into the mutual recognition and regulation between Suppressor of Fused and Gli/Ci.

    abstract::Hedgehog (Hh) signalling regulates embryonic development and adult tissue homoeostasis. Mutations of its pathway components including Suppressor of Fused (Sufu) and Gli/Ci predispose to cancers and congenital anomalies. The Sufu-Gli protein complex occupies a central position in the vertebrate Hh signalling pathway, e...

    journal_title:Nature communications

    pub_type: 杂志文章

    doi:10.1038/ncomms3608

    authors: Zhang Y,Fu L,Qi X,Zhang Z,Xia Y,Jia J,Jiang J,Zhao Y,Wu G

    更新日期:2013-01-01 00:00:00

  • Systemic short chain fatty acids limit antitumor effect of CTLA-4 blockade in hosts with cancer.

    abstract::Gut microbiota composition influences the clinical benefit of immune checkpoints in patients with advanced cancer but mechanisms underlying this relationship remain unclear. Molecular mechanism whereby gut microbiota influences immune responses is mainly assigned to gut microbial metabolites. Short-chain fatty acids (...

    journal_title:Nature communications

    pub_type: 杂志文章

    doi:10.1038/s41467-020-16079-x

    authors: Coutzac C,Jouniaux JM,Paci A,Schmidt J,Mallardo D,Seck A,Asvatourian V,Cassard L,Saulnier P,Lacroix L,Woerther PL,Vozy A,Naigeon M,Nebot-Bral L,Desbois M,Simeone E,Mateus C,Boselli L,Grivel J,Soularue E,Lepage P,

    更新日期:2020-05-01 00:00:00

  • Within-host evolution of Helicobacter pylori shaped by niche-specific adaptation, intragastric migrations and selective sweeps.

    abstract::The human pathogen Helicobacter pylori displays extensive genetic diversity. While H. pylori is known to evolve during infection, population dynamics inside the gastric environment have not been extensively investigated. Here we obtained gastric biopsies from multiple stomach regions of 16 H. pylori-infected adults, a...

    journal_title:Nature communications

    pub_type: 杂志文章

    doi:10.1038/s41467-019-10050-1

    authors: Ailloud F,Didelot X,Woltemate S,Pfaffinger G,Overmann J,Bader RC,Schulz C,Malfertheiner P,Suerbaum S

    更新日期:2019-05-22 00:00:00

  • European mushroom assemblages are darker in cold climates.

    abstract::Thermal melanism theory states that dark-colored ectotherm organisms are at an advantage at low temperature due to increased warming. This theory is generally supported for ectotherm animals, however, the function of colors in the fungal kingdom is largely unknown. Here, we test whether the color lightness of mushroom...

    journal_title:Nature communications

    pub_type: 杂志文章

    doi:10.1038/s41467-019-10767-z

    authors: Krah FS,Büntgen U,Schaefer H,Müller J,Andrew C,Boddy L,Diez J,Egli S,Freckleton R,Gange AC,Halvorsen R,Heegaard E,Heideroth A,Heibl C,Heilmann-Clausen J,Høiland K,Kar R,Kauserud H,Kirk PM,Kuyper TW,Krisai-Greilhub

    更新日期:2019-06-28 00:00:00

  • DHX9 helicase promotes R-loop formation in cells with impaired RNA splicing.

    abstract::R-loops are stable nucleic acid structures that have important physiological functions, but which also pose a significant threat to genomic stability. Increased R-loops cause replication stress and chromosome fragility and have been associated with diseases such as neurodegeneration and cancer. Although excessive R-lo...

    journal_title:Nature communications

    pub_type: 杂志文章

    doi:10.1038/s41467-018-06677-1

    authors: Chakraborty P,Huang JTJ,Hiom K

    更新日期:2018-10-19 00:00:00

  • Microbiota derived short chain fatty acids promote histone crotonylation in the colon through histone deacetylases.

    abstract::The recently discovered histone post-translational modification crotonylation connects cellular metabolism to gene regulation. Its regulation and tissue-specific functions are poorly understood. We characterize histone crotonylation in intestinal epithelia and find that histone H3 crotonylation at lysine 18 is a surpr...

    journal_title:Nature communications

    pub_type: 杂志文章

    doi:10.1038/s41467-017-02651-5

    authors: Fellows R,Denizot J,Stellato C,Cuomo A,Jain P,Stoyanova E,Balázsi S,Hajnády Z,Liebert A,Kazakevych J,Blackburn H,Corrêa RO,Fachi JL,Sato FT,Ribeiro WR,Ferreira CM,Perée H,Spagnuolo M,Mattiuz R,Matolcsi C,Guedes J

    更新日期:2018-01-09 00:00:00

  • Central insulin modulates food valuation via mesolimbic pathways.

    abstract::Central insulin is thought to act at the neural interface between metabolic and hedonic drives to eat. Here, using pharmacological fMRI, we show that intranasal insulin (INI) changes the value of food cues through modulation of mesolimbic pathways. Overnight fasted participants rated the palatability of food pictures ...

    journal_title:Nature communications

    pub_type: 杂志文章

    doi:10.1038/ncomms16052

    authors: Tiedemann LJ,Schmid SM,Hettel J,Giesen K,Francke P,Büchel C,Brassen S

    更新日期:2017-07-18 00:00:00

  • A PAX1 enhancer locus is associated with susceptibility to idiopathic scoliosis in females.

    abstract::Idiopathic scoliosis (IS) is a common paediatric musculoskeletal disease that displays a strong female bias. By performing a genome-wide association study (GWAS) of 3,102 individuals, we identify significant associations with 20p11.22 SNPs for females (P=6.89 × 10(-9)) but not males (P=0.71). This association with IS ...

    journal_title:Nature communications

    pub_type: 杂志文章

    doi:10.1038/ncomms7452

    authors: Sharma S,Londono D,Eckalbar WL,Gao X,Zhang D,Mauldin K,Kou I,Takahashi A,Matsumoto M,Kamiya N,Murphy KK,Cornelia R,TSRHC Scoliosis Clinical Group.,Japan Scoliosis Clinical Research Group.,Herring JA,Burns D,Ahituv N,Ike

    更新日期:2015-03-18 00:00:00

  • Parkinson's disease associated mutation E46K of α-synuclein triggers the formation of a distinct fibril structure.

    abstract::Amyloid aggregation of α-synuclein (α-syn) is closely associated with Parkinson's disease (PD) and other synucleinopathies. Several single amino-acid mutations (e.g. E46K) of α-syn have been identified causative to the early onset of familial PD. Here, we report the cryo-EM structure of an α-syn fibril formed by N-ter...

    journal_title:Nature communications

    pub_type: 杂志文章

    doi:10.1038/s41467-020-16386-3

    authors: Zhao K,Li Y,Liu Z,Long H,Zhao C,Luo F,Sun Y,Tao Y,Su XD,Li D,Li X,Liu C

    更新日期:2020-05-26 00:00:00

  • Osteoclast-derived exosomal miR-214-3p inhibits osteoblastic bone formation.

    abstract::Emerging evidence indicates that osteoclasts direct osteoblastic bone formation. MicroRNAs (miRNAs) have a crucial role in regulating osteoclast and osteoblast function. However, whether miRNAs mediate osteoclast-directed osteoblastic bone formation is mostly unknown. Here, we show that increased osteoclastic miR-214-...

    journal_title:Nature communications

    pub_type: 杂志文章

    doi:10.1038/ncomms10872

    authors: Li D,Liu J,Guo B,Liang C,Dang L,Lu C,He X,Cheung HY,Xu L,Lu C,He B,Liu B,Shaikh AB,Li F,Wang L,Yang Z,Au DW,Peng S,Zhang Z,Zhang BT,Pan X,Qian A,Shang P,Xiao L,Jiang B,Wong CK,Xu J,Bian Z,Liang Z,

    更新日期:2016-03-07 00:00:00

  • Attosecond interferometry with self-amplified spontaneous emission of a free-electron laser.

    abstract::Light-phase-sensitive techniques, such as coherent multidimensional spectroscopy, are well-established in a broad spectral range, already spanning from radio-frequencies in nuclear magnetic resonance spectroscopy to visible and ultraviolet wavelengths in nonlinear optics with table-top lasers. In these cases, the abil...

    journal_title:Nature communications

    pub_type: 杂志文章

    doi:10.1038/ncomms15626

    authors: Usenko S,Przystawik A,Jakob MA,Lazzarino LL,Brenner G,Toleikis S,Haunhorst C,Kip D,Laarmann T

    更新日期:2017-05-30 00:00:00