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Recurrent neural networks (RNNs) are types of artificial neural networks (ANNs) that are well suited to forecasting and sequence classification. They have been applied extensively to forecasting univariate financial time series, however…

Trading and Market Microstructure · Quantitative Finance 2017-07-19 Matthew F Dixon

In this paper we get two new classes of regular sequences in the polynomial ring over the field of complex numbers.

Commutative Algebra · Mathematics 2015-03-25 Ri-Xiang Chen

The equations for Yang-Mills field in a medium are derived in a linear approximation with respect to the gauge coupling parameter and the external field. The obtained equations closely resemble the macroscopic Maxwell equations. A canonical…

High Energy Physics - Phenomenology · Physics 2008-11-26 M. K. Djongolov , S. Pisov , V. Rizov

We define natural classes of rational and polynomial representations of the Yangian of the general linear Lie algebra. We also present the classification and explicit realizations of all irreducible rational representations of the Yangian.

Representation Theory · Mathematics 2014-09-02 Sergey Khoroshkin , Maxim Nazarov , Alexander Shapiro

We study a new class of networks, generated by sequences of letters taken from a finite alphabet consisting of $m$ letters (corresponding to $m$ types of nodes) and a fixed set of connectivity rules. Recently, it was shown how a binary…

Disordered Systems and Neural Networks · Physics 2009-02-17 Jie Sun , Takashi Nishikawa , Daniel ben-Avraham

We investigate the class of quasitrivial semigroups and provide various characterizations of the subclass of quasitrivial and commutative semigroups as well as the subclass of quasitrivial and order-preserving semigroups. We also determine…

Rings and Algebras · Mathematics 2019-05-10 Miguel Couceiro , Jimmy Devillet , Jean-Luc Marichal

Aperiodic autocorrelation is an important indicator of performance of sequences used in communications, remote sensing, and scientific instrumentation. Knowing a sequence's autocorrelation function, which reports the autocorrelation at…

Information Theory · Computer Science 2025-01-07 Daniel J. Katz , Adeebur Rahman , Michael J Ward

We show that a wide class of $W$-(super)algebras, including $W_N^{(N-1)}$, $U(N)$-superconformal as well as $W_N$ nonlinear algebras, can be linearized by embedding them as subalgebras into some {\em linear} (super)conformal algebras with…

High Energy Physics - Theory · Physics 2009-10-28 S. Krivonos , A. Sorin

We study approximations of theories both in general context and with respect to some natural classes of theories. Some kinds of approximations are considered, connections with finitely axiomatizable theories and minimal generating sets of…

Logic · Mathematics 2019-01-28 Sergey Sudoplatov

Normalization techniques are essential for accelerating the training and improving the generalization of deep neural networks (DNNs), and have successfully been used in various applications. This paper reviews and comments on the past,…

Machine Learning · Computer Science 2020-09-29 Lei Huang , Jie Qin , Yi Zhou , Fan Zhu , Li Liu , Ling Shao

We define sequence patterns of length $n$ and level $\ell$ to be equivalence classes of sequences that have $n$ elements from the set of $\ell$ integer symbols $\{1,2,\ldots,\ell\}$ with no restriction on repetition, where the equivalence…

Combinatorics · Mathematics 2023-01-10 Pengyu Liu , Jingzhou Na

We find canonical decompositions for finitely presented groups which specialize to the classical JSJ-decomposition when restricted to the fundamental groups of Haken manifolds. The decompositions that we obtain are invariant under…

Group Theory · Mathematics 2007-05-23 Peter Scott , Gadde Swarup

It is widely believed that the practical success of Convolutional Neural Networks (CNNs) and Recurrent Neural Networks (RNNs) owes to the fact that CNNs and RNNs use a more compact parametric representation than their Fully-Connected Neural…

Machine Learning · Statistics 2019-07-02 Simon S. Du , Yining Wang , Xiyu Zhai , Sivaraman Balakrishnan , Ruslan Salakhutdinov , Aarti Singh

Morphic sequences form a natural class of infinite sequences, typically defined as the coding of a fixed point of a morphism. Different morphisms and codings may yield the same morphic sequence. This paper investigates how to prove that two…

Symbolic Computation · Computer Science 2024-07-29 Hans Zantema

Three-graded root systems can be arranged into nested sequences. One exceptional sequence provides a natural means to recover some structures and symmetries familiar in the context of particle physics.

Combinatorics · Mathematics 2020-12-09 Benjamin Nasmith

We show that a rational normal scroll can in general be set-theoretically defined by a proper subset of the 2-minors of the associated two-row matrix. This allows us to find a class of rational normal scrolls that are almost set-theoretic…

Algebraic Geometry · Mathematics 2007-05-23 Margherita Barile

Flexible models for probability distributions are an essential ingredient in many machine learning tasks. We develop and investigate a new class of probability distributions, which we call a Squared Neural Family (SNEFY), formed by squaring…

Machine Learning · Computer Science 2023-10-27 Russell Tsuchida , Cheng Soon Ong , Dino Sejdinovic

For a general family of non-negative functions matching upper and lower bounds are established for their average over the values of any equidistributed sequence.

Number Theory · Mathematics 2024-03-20 Stephanie Chan , Peter Koymans , Carlo Pagano , Efthymios Sofos

This note is a survey and collection of results, as well as presenting some original research. For Bessel sequences and frames, the analysis, synthesis and frame operators as well as the Gram matrix are well-known, bounded operators. We…

Functional Analysis · Mathematics 2012-05-31 Peter Balazs , Diana T. Stoeva , Jean-Pierre Antoine

Based on continued fractions with subtractions, we identify the set of real numbers with the set of infinite integer sequences with all terms but the first one greater or equal to two. Each such sequence produces in a canonical way a unique…

Number Theory · Mathematics 2020-10-13 Rinat Kashaev