Academic literature on the topic 'Hidden Variables'

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Journal articles on the topic "Hidden Variables"

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Alda, Václav. "Boolean embeddings and hidden variables." Časopis pro pěstování matematiky 112, no. 3 (1987): 284–95. http://dx.doi.org/10.21136/cpm.1987.118324.

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Johnson, Timothy V., Jennifer DeLong, and Viraj A. Master. "Hidden variables." Journal of the American Academy of Physician Assistants 24, no. 9 (September 2011): 38–40. http://dx.doi.org/10.1097/01720610-201109000-00007.

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Binder, Jiří. "A note on weak hidden variables." Časopis pro pěstování matematiky 114, no. 1 (1989): 53–56. http://dx.doi.org/10.21136/cpm.1989.118367.

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NIKOLIĆ, HRVOJE. "SOLIPSISTIC HIDDEN VARIABLES." International Journal of Quantum Information 10, no. 08 (December 2012): 1241016. http://dx.doi.org/10.1142/s021974991241016x.

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We argue that it is logically possible to have a sort of both reality and locality in quantum mechanics. To demonstrate this, we construct a new quantitative model of hidden variables (HV's), dubbed solipsistic HV's, that interpolates between the orthodox no-HV interpretation and nonlocal Bohmian interpretation. In this model, the deterministic point-particle trajectories are associated only with the essential degrees of freedom of the observer, and not with the observed objects. In contrast with Bohmian HV's, nonlocality in solipsistic HV's can be substantially reduced down to microscopic distances inside the observer. Even if such HV's may look philosophically unappealing to many, the mere fact that they are logically possible deserves attention.
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Forge, John. "Hidden variables revealed." Metascience 6, no. 2 (September 1997): 46–58. http://dx.doi.org/10.1007/bf03022131.

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Stairs, Allen. "POVMs and hidden variables." Physics Letters A 365, no. 4 (June 2007): 268–72. http://dx.doi.org/10.1016/j.physleta.2007.01.019.

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Jordan, Thomas F., and E. C. G. Sudarshan. "Simply no hidden variables." American Journal of Physics 59, no. 8 (August 1991): 698–700. http://dx.doi.org/10.1119/1.16773.

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Roudi, Yasser, and Graham Taylor. "Learning with hidden variables." Current Opinion in Neurobiology 35 (December 2015): 110–18. http://dx.doi.org/10.1016/j.conb.2015.07.006.

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Pulmannová, Sylvia. "On fuzzy hidden variables." Fuzzy Sets and Systems 155, no. 1 (October 2005): 119–37. http://dx.doi.org/10.1016/j.fss.2005.05.016.

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Santos, Emilio. "Problem of hidden variables." International Journal of Theoretical Physics 31, no. 10 (October 1992): 1909–13. http://dx.doi.org/10.1007/bf00678300.

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Dissertations / Theses on the topic "Hidden Variables"

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Ramachandran, Sowmya. "Theory refinement of Bayesian networks with hidden variables /." Digital version accessible at:, 1998. http://wwwlib.umi.com/cr/utexas/main.

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Johansson, Lars-Göran. "Understanding quantum mechanics : a realist interpretation without hidden variables." Doctoral thesis, Stockholms universitet, Filosofiska institutionen, 1992. http://urn.kb.se/resolve?urn=urn:nbn:se:su:diva-81416.

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Hallett, Joseph J. "Hidden Type Variables and Conditional Extension for More Expressive Generic Programs." Boston University Computer Science Department, 2007. https://hdl.handle.net/2144/1689.

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Generic object-oriented programming languages combine parametric polymorphism and nominal subtype polymorphism, thereby providing better data abstraction, greater code reuse, and fewer run-time errors. However, most generic object-oriented languages provide a straightforward combination of the two kinds of polymorphism, which prevents the expression of advanced type relationships. Furthermore, most generic object-oriented languages have a type-erasure semantics: instantiations of type parameters are not available at run time, and thus may not be used by type-dependent operations. This dissertation shows that two features, which allow the expression of many advanced type relationships, can be added to a generic object-oriented programming language without type erasure: 1. type variables that are not parameters of the class that declares them, and 2. extension that is dependent on the satisfiability of one or more constraints. We refer to the first feature as hidden type variables and the second feature as conditional extension. Hidden type variables allow: covariance and contravariance without variance annotations or special type arguments such as wildcards; a single type to extend, and inherit methods from, infinitely many instantiations of another type; a limited capacity to augment the set of superclasses after that class is defined; and the omission of redundant type arguments. Conditional extension allows the properties of a collection type to be dependent on the properties of its element type. This dissertation describes the semantics and implementation of hidden type variables and conditional extension. A sound type system is presented. In addition, a sound and terminating type checking algorithm is presented. Although designed for the Fortress programming language, hidden type variables and conditional extension can be incorporated into other generic object-oriented languages. Many of the same problems would arise, and solutions analogous to those we present would apply.
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Paneru, Dilip. "Experimental Tests of Multiplicative Bell Inequalities." Thesis, Université d'Ottawa / University of Ottawa, 2021. http://hdl.handle.net/10393/41621.

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This thesis is the synthesis of theoretical and experimental works performed in the area of quantum foundations, particularly on quantum correlations and experimental tests of multiplicative Bell inequalities. First we begin with a comprehensive theoretical work performed on the foundations of quantum mechanics, focusing on the puzzling concepts of quantum entanglement, and hidden variable theories. Specifically, we present a broad overview of different classes of hidden variable theories such as local, crypto-nonlocal, contextual and non-local theories, along with several Bell like inequalities for these theories, providing theoretical proofs based on quantum mechanics for the falsification of some of these theories. Second we present a body of experimental, and theoretical works performed on a new class of Bell inequalities, i.e., the multiplicative Bell inequalities. We experimentally report the observation of the Bell parameters close to the Tsirelson (quantum) limit, upto a large number of measurement devices $(n)$, and compare the results with a particular deterministic strategy. We also obtain classical bounds for some $n$, and report the experimental violation of these classical limits. We theoretically derive new richer bounds on the CHSH inequality (named after John Clauser, Michael Horne, Abnor Shimony and Richard Holt) and the multiplicative Bell parameter for $n=2$, based on the principle of ``relativistic independence'', and experimentally observe the distribution of Bell parameters as predicted by these bounds.
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Pope, Damian. "Contrasting quantum mechanics to local hidden variables theories in quantum optics and quantum information science /." [St. Luica, Qld.], 2002. http://www.library.uq.edu.au/pdfserve.php?image=thesisabs/absthe16765.pdf.

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Touron, Augustin. "Modélisation multivariée de variables météorologiques." Thesis, Université Paris-Saclay (ComUE), 2019. http://www.theses.fr/2019SACLS264/document.

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La production d'énergie renouvelable et la consommation d'électricité dépendent largement des conditions météorologiques : température, précipitations, vent, rayonnement solaire... Ainsi, pour réaliser des études d'impact sur l'équilibre offre-demande, on peut utiliser un générateur de temps, c'est-à-dire un modèle permettant de simuler rapidement de longues séries de variables météorologiques réalistes, au pas de temps journalier. L'une des approches possibles pour atteindre cet objectif utilise les modèles de Markov caché : l'évolution des variables à modéliser est supposée dépendre d'une variable latente que l'on peut interpréter comme un type de temps. En adoptant cette approche, nous proposons dans cette thèse un modèle permettant de simuler simultanément la température, la vitesse du vent et les précipitations, en tenant compte des non-stationnarités qui caractérisent les variables météorologiques. D'autre part, nous nous intéressons à certaines propriétés théoriques des modèles de Markov caché cyclo-stationnaires : nous donnons des conditions simples pour assurer leur identifiabilité et la consistance forte de l'estimateur du maximum de vraisemblance. On montre aussi cette propriété de l'EMV pour des modèles de Markov caché incluant des tendances de long terme sous forme polynomiale
Renewable energy production and electricity consumption both depend heavily on weather: temperature, precipitations, wind, solar radiation... Thus, making impact studies on the supply/demand equilibrium may require a weather generator, that is a model capable of quickly simulating long, realistic times series of weather variables, at the daily time step. To this aim, one of the possible approaches is using hidden Markov models : we assume that the evolution of the weather variables are governed by a latent variable that can be interpreted as a weather type. Using this approach, we propose a model able to simulate simultaneously temperature, wind speed and precipitations, accounting for the specific non-stationarities of weather variables. Besides, we study some theoretical properties of cyclo-stationary hidden Markov models : we provide simple conditions of identifiability and we show the strong consistency of the maximum likelihood estimator. We also show this property of the MLE for hidden Markov models including long-term polynomial trends
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Arribas, Gil Ana. "Estimation dans des modèles à variables cachées : alignement des séquences biologiques et modèles d'évolution." Paris 11, 2007. http://www.theses.fr/2007PA112054.

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Cette thèse est consacrée à l'estimation paramétrique dans certains modèles d'alignement de séquences biologiques. Ce sont des modèles construits à partir des considérations sur le processus d'évolution des séquences. Dans le cas de deux séquences, le processus d'évolution classique résulte dans un modèle d'alignement appelé pair-Hidden Markov Model (pair-HMM). Dans le pair-HMM les observations sont formées par le couple de séquences à aligner et l'alignement caché est une chaîne de Markov. D'un point de vue théorique nous donnons un cadre rigoureux pour ce modèle et étudions la consistance des estimateurs bayésien et par maximum de vraisemblance. D'un point de vue appliqué nous nous intéressons à la détection de motifs conservés dans les séquences à travers de l'alignement. Pour cela nous introduisons un processus d'évolution permettant différents comportements évolutifs à différents endroits de la séquence et pour lequel le modèle d'alignement est toujours un pair-HMM. Nous proposons des algorithmes d'estimation d'alignements et paramètres d'évolution adaptés à la complexité du modèle. Finalement, nous nous intéressons à l'alignement multiple (plus de deux séquences). Le processus d'évolution classique résulte dans ce cas dans un modèle d'alignement à variables cachées plus complexe et dans lequel il faut prendre en compte les relations phylogénétiques entre les séquences. Nous donnons le cadre théorique pour ce modèle et étudions, comme dans le cas de deux séquences, la propriété de consistance des estimateurs
This thesis is devoted to parameter estimation in models for biological sequence alignment. These are models constructed considering an evolution process on the sequences. In the case of two sequences evolving under the classical evolution process, the alignment model is called a pair-Hidden Markov Model (pair-HMM). Observations in a pair-HMM are formed by the couple of sequences to be aligned and the hidden alignment is a Markov chain. From a theoretical point of view, we provide a rigorous formalism for these models and study consistency of maximum likelihood and bayesian estimators. From the point of view of applications, we are interested in detection of conserved motifs in the sequences. To do this we present an evolution process that allows heterogeneity along the sequence. The alignment under this process still fits the pair-HMM. We propose efficient estimation algorithms for alignments and evolution parameters. Finally we are interested in multiple alignment (more than two sequences). The classical evolution process for the sequences provides a complex hidden variable model for the alignment in which the phylogenetic relationships between the sequences must be taken into account. We provide a theoretical framework for this model and study, as for the pairwise alignment, the consistency of estimators
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Harms, Heather. "Hidden Variable." Master's thesis, University of Central Florida, 2012. http://digital.library.ucf.edu/cdm/ref/collection/ETD/id/5289.

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Hidden Variable is a novel that blends linear storytelling with the novel-in-stories form. It poses questions about the nature of identity as well as the feasibility of personal power, particularly with respect to disorders of the mind. Darla Pierson, the novel's protagonist, is a woman in crisis. She is steeped in self-loathing brought on by the knowledge that she has, in effect, become her dead father—a genius with an epic libido, habitually using and discarding people. Her father has another habit that Darla doesn't share: being struck by lightning. After the second strike kills him, Darla makes a conscious attempt to recreate herself. But soon the new Darla sinks into depression, and her act begins to crumble, damaging her and those around her. Throughout the years, she and her family members experience periodic clashes with nature, never fully realizing that sometimes the most powerful, most devastating opponent comes not from without, but within.
M.F.A.
Masters
English
Arts and Humanities
Creative Writing
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Dubarry, Cyrille. "Méthodes de lissage et d'estimation dans des modèles à variables latentes par des méthodes de Monte-Carlo séquentielles." Phd thesis, Institut National des Télécommunications, 2012. http://tel.archives-ouvertes.fr/tel-00762243.

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Les modèles de chaînes de Markov cachées ou plus généralement ceux de Feynman-Kac sont aujourd'hui très largement utilisés. Ils permettent de modéliser une grande diversité de séries temporelles (en finance, biologie, traitement du signal, ...) La complexité croissante de ces modèles a conduit au développement d'approximations via différentes méthodes de Monte-Carlo, dont le Markov Chain Monte-Carlo (MCMC) et le Sequential Monte-Carlo (SMC). Les méthodes de SMC appliquées au filtrage et au lissage particulaires font l'objet de cette thèse. Elles consistent à approcher la loi d'intérêt à l'aide d'une population de particules définies séquentiellement. Différents algorithmes ont déjà été développés et étudiés dans la littérature. Nous raffinons certains de ces résultats dans le cas du Forward Filtering Backward Smoothing et du Forward Filtering Backward Simulation grâce à des inégalités de déviation exponentielle et à des contrôles non asymptotiques de l'erreur moyenne. Nous proposons également un nouvel algorithme de lissage consistant à améliorer une population de particules par des itérations MCMC, et permettant d'estimer la variance de l'estimateur sans aucune autre simulation. Une partie du travail présenté dans cette thèse concerne également les possibilités de mise en parallèle du calcul des estimateurs particulaires. Nous proposons ainsi différentes interactions entre plusieurs populations de particules. Enfin nous illustrons l'utilisation des chaînes de Markov cachées dans la modélisation de données financières en développant un algorithme utilisant l'Expectation-Maximization pour calibrer les paramètres du modèle exponentiel d'Ornstein-Uhlenbeck multi-échelles
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Besson, Virgile. "L’interprétation causale de la mécanique quantique : biographie d’un programme de recherche minoritaire (1951–1964)." Thesis, Lyon, 2018. http://www.theses.fr/2018LYSE1014/document.

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L'interprétation causale de la mécanique quantique a été décrite en premier lieu par les historiens comme une conséquence de l'influence croissante du marxisme chez les physiciens des pays occidentaux. En effet, au cours des années 1950, le noyau du groupe de physiciens impliqués dans le programme causal autour de Jean-Pierre Vigier et Louis de Broglie à l'Institut Henri Poincaré est majoritairement constitué soit de membres, soit de sympathisants du PCF. Leurs travaux sont fortement influencés par les critiques soviétiques contre l'interprétation dominante de la mécanique quantique, l'interprétation dite de Copenhague. Entre autres, Vigier critique le pragmatisme qui règne dans la physique de l'après-guerre et pense que le manque de réflexion philosophique est en grande partie responsable de la crise que traverse la physique fondamentale, telle que le problème de la renormalisation. Le groupe a également porté la question de l'interprétation de la théorie au sein du PCF d'où est née une controverse au sein du parti qui a soulevé la problématique de la relation entre le marxisme et la science.La théorie fait également partie d'un programme de recherche plus global lié aux questions contemporaines en physique. Ce point est souvent oublié, ce qui mène à la conclusion erronée que la motivation du groupe IHP est seulement de nature idéologique et, par conséquent, que leur activité est hors de la science. Dès 1957, en collaboration avec des physiciens japonais, le groupe a proposé une théorie des particules élémentaires et un système de classification, à une époque où une théorie consensuelle manque encore
The Causal Interpretation of Quantum Mechanics was in the first place described by historians as a consequence of the growing influence of Marxism among physicists in Western countries. Indeed, during the 1950s, the core of the group of physicists involved in the Causal program around Jean-Pierre Vigier and Louis de Broglie at the Institut Henri Poincaré was mainly constituted either of members or sympathizers of the PCF. Their works were strongly influenced by critics from Soviet Union against the mainstream interpretation of Quantum Mechanics, the so called Copenhagen interpretation. Vigier criticized the pragmatism which prevailed in the Postwar physics and thought that the lack of philosophical considerations was in great part responsible for the crisis in fundamental physics, such as the problem of renormalization. They also put the issue of the interpretation of the theory inside the PCF and created a controversy inside the party which raised the relationship between Marxism and science. The theory was also part of a more global research program linked with contemporary questions in physics. This point is often forgotten which leads to the erroneous conclusion that the motivation of the IHP group was only ideological and, therefore, their activity was out of science. As early as 1957, in collaboration with Japanese physicists, the group proposed a theory for elementary particles and a method of their classification, in a period in where a standard theory was still missing
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Books on the topic "Hidden Variables"

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Giuntini, Roberto. Quantum logic and hidden variables. Mannheim: BI Wissenschaftsverlag, 1991.

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Understanding quantum mechanics: A realist interpretation without hidden variables. Stockholm: Almqvist & Wiksell International, 1992.

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Fooled by randomness: The hidden role of chance in life and in the markets. 2nd ed. New York: Random House Trade Paperbacks, 2005.

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Fooled by randomness: The hidden role of chance in the markets and in life. New York: Texere, 2001.

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Budroni, Costantino. Temporal Quantum Correlations and Hidden Variable Models. Cham: Springer International Publishing, 2016. http://dx.doi.org/10.1007/978-3-319-24169-2.

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Leder, Gilah C., Erkki Pehkonen, and Günter Törner, eds. Beliefs: A Hidden Variable in Mathematics Education? Dordrecht: Springer Netherlands, 2002. http://dx.doi.org/10.1007/0-306-47958-3.

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Lynagh, Caitlin. Hidden Variables. Troubador Publishing Limited, 2018.

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Sheffield, Charles. Hidden Variables. Phoenix Pick, 2018.

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Lynagh, Caitlin. Hidden Variables. Troubador Publishing Limited, 2018.

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Sheffield, Charles. Hidden Variables. Phoenix Pick, 2018.

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Book chapters on the topic "Hidden Variables"

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Dürr, Detlef, and Dustin Lazarovici. "Hidden Variables." In Understanding Quantum Mechanics, 161–71. Cham: Springer International Publishing, 2020. http://dx.doi.org/10.1007/978-3-030-40068-2_9.

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Hiley, Basil J. "Hidden Variables." In Compendium of Quantum Physics, 284–87. Berlin, Heidelberg: Springer Berlin Heidelberg, 2009. http://dx.doi.org/10.1007/978-3-540-70626-7_88.

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Brody, Jed. "Hidden Variables." In Science Fiction by Scientists, 67–79. Cham: Springer International Publishing, 2016. http://dx.doi.org/10.1007/978-3-319-41102-6_6.

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Brody, Thomas A. "Are Hidden Variables Possible?" In The Philosophy Behind Physics, 197–204. Berlin, Heidelberg: Springer Berlin Heidelberg, 1993. http://dx.doi.org/10.1007/978-3-642-78978-6_16.

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Grib, Andrey Anatoljevich, and Waldyr Alves Rodrigues. "Hidden Variables Theories (HVT)." In Nonlocality in Quantum Physics, 97–114. Boston, MA: Springer US, 1999. http://dx.doi.org/10.1007/978-1-4615-4687-0_9.

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Bottazzini, Umberto, and Jeremy Gray. "Chapter 9 Several Complex Variables." In Hidden Harmony—Geometric Fantasies, 665–89. New York, NY: Springer New York, 2013. http://dx.doi.org/10.1007/978-1-4614-5725-1_10.

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Bricmont, Jean. "Schrödinger’s Cat and Hidden Variables." In Quantum Sense and Nonsense, 69–85. Cham: Springer International Publishing, 2017. http://dx.doi.org/10.1007/978-3-319-65271-9_5.

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Mardari, Ghenadie N. "Local Realism Without Hidden Variables." In STEAM-H: Science, Technology, Engineering, Agriculture, Mathematics & Health, 141–54. Cham: Springer International Publishing, 2018. http://dx.doi.org/10.1007/978-3-319-74971-6_12.

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Rédei, Miklós. "The problem of hidden variables." In Quantum Logic in Algebraic Approach, 139–69. Dordrecht: Springer Netherlands, 1998. http://dx.doi.org/10.1007/978-94-015-9026-6_9.

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Foo, Norman Y. "Hidden Variables in Knowledge Representation." In Lecture Notes in Computer Science, 7–8. Berlin, Heidelberg: Springer Berlin Heidelberg, 2002. http://dx.doi.org/10.1007/3-540-45683-x_3.

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Conference papers on the topic "Hidden Variables"

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Berloffa, E. H. "Hidden variables: basically unfolded." In SPIE Optical Engineering + Applications, edited by Chandrasekhar Roychoudhuri, Al F. Kracklauer, and Hans De Raedt. SPIE, 2013. http://dx.doi.org/10.1117/12.2019776.

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Willems, J. C. "Hidden variables in dissipative systems." In 2004 43rd IEEE Conference on Decision and Control (CDC) (IEEE Cat. No.04CH37601). IEEE, 2004. http://dx.doi.org/10.1109/cdc.2004.1428655.

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Aristov, V. V., and A. V. Nikulov. "Quantum computation and hidden variables." In SPIE Proceedings, edited by Yuri I. Ozhigov. SPIE, 2008. http://dx.doi.org/10.1117/12.801893.

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Brooks, Juliana H. J. "Hidden variables: the resonance factor." In SPIE Optical Engineering + Applications, edited by Chandrasekhar Roychoudhuri, Al F. Kracklauer, and Andrei Yu Khrennikov. SPIE, 2009. http://dx.doi.org/10.1117/12.834292.

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Ray, Soumi, and Tim Oates. "Discovering and characterizing Hidden Variables." In 3d Conference on Artificial General Intelligence (AGI-10). Paris, France: Atlantis Press, 2010. http://dx.doi.org/10.2991/agi.2010.7.

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Smolin, Lee. "Matrix models as hidden variables theories." In STRING THEORY; 10th Tohwa University International Symposium on String Theory. AIP, 2002. http://dx.doi.org/10.1063/1.1454379.

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Yu, Hang, Justin Dauwels, and Xueou Wang. "Copula Gaussian graphical models with hidden variables." In ICASSP 2012 - 2012 IEEE International Conference on Acoustics, Speech and Signal Processing. IEEE, 2012. http://dx.doi.org/10.1109/icassp.2012.6288344.

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Shepherd, David C., Nicholas A. Kraft, and Patrick Francis. "Visualizing the "Hidden" Variables in Robot Programs." In 2019 IEEE/ACM 2nd International Workshop on Robotics Software Engineering (RoSE). IEEE, 2019. http://dx.doi.org/10.1109/rose.2019.00007.

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Brooks, Juliana H. J. "Hidden variables: the elementary quantum of light." In SPIE Optical Engineering + Applications, edited by Chandrasekhar Roychoudhuri, Al F. Kracklauer, and Andrei Yu Khrennikov. SPIE, 2009. http://dx.doi.org/10.1117/12.834291.

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Takeuchi, Jun'ichi, and Andrew R. Barron. "Asymptotically minimax regret for models with hidden variables." In 2014 IEEE International Symposium on Information Theory (ISIT). IEEE, 2014. http://dx.doi.org/10.1109/isit.2014.6875392.

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Reports on the topic "Hidden Variables"

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Oden, J. T. A Finite Element Analysis of a Class of Problems in Elasto-Plasticity with Hidden Variables. Fort Belvoir, VA: Defense Technical Information Center, September 1985. http://dx.doi.org/10.21236/ada161642.

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Perdigão, Rui A. P., and Julia Hall. Spatiotemporal Causality and Predictability Beyond Recurrence Collapse in Complex Coevolutionary Systems. Meteoceanics, November 2020. http://dx.doi.org/10.46337/201111.

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Causality and Predictability of Complex Systems pose fundamental challenges even under well-defined structural stochastic-dynamic conditions where the laws of motion and system symmetries are known. However, the edifice of complexity can be profoundly transformed by structural-functional coevolution and non-recurrent elusive mechanisms changing the very same invariants of motion that had been taken for granted. This leads to recurrence collapse and memory loss, precluding the ability of traditional stochastic-dynamic and information-theoretic metrics to provide reliable information about the non-recurrent emergence of fundamental new properties absent from the a priori kinematic geometric and statistical features. Unveiling causal mechanisms and eliciting system dynamic predictability under such challenging conditions is not only a fundamental problem in mathematical and statistical physics, but also one of critical importance to dynamic modelling, risk assessment and decision support e.g. regarding non-recurrent critical transitions and extreme events. In order to address these challenges, generalized metrics in non-ergodic information physics are hereby introduced for unveiling elusive dynamics, causality and predictability of complex dynamical systems undergoing far-from-equilibrium structural-functional coevolution. With these methodological developments at hand, hidden dynamic information is hereby brought out and explicitly quantified even beyond post-critical regime collapse, long after statistical information is lost. The added causal insights and operational predictive value are further highlighted by evaluating the new information metrics among statistically independent variables, where traditional techniques therefore find no information links. Notwithstanding the factorability of the distributions associated to the aforementioned independent variables, synergistic and redundant information are found to emerge from microphysical, event-scale codependencies in far-from-equilibrium nonlinear statistical mechanics. The findings are illustrated to shed light onto fundamental causal mechanisms and unveil elusive dynamic predictability of non-recurrent critical transitions and extreme events across multiscale hydro-climatic problems.
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