[PDF][PDF] Some greedy learning algorithms for sparse regression and classification with mercer kernels

PB Nair, A Choudhury, AJ Keane - Journal of Machine Learning Research, 2002 - jmlr.org
We present some greedy learning algorithms for building sparse nonlinear regression and
classification models from observational data using Mercer kernels. Our objective is to …

On Minimality of Initial Data Required to Uniquely Characterize Every Trajectory in a Discrete -D System

M Mukherjee, D Pal - SIAM Journal on Control and Optimization, 2021 - SIAM
In this paper, we provide an essentially complete answer to the question of minimal initial
data required to solve an overdetermined system of linear partial difference equations with …

Lyapunov stability of 2D finite-dimensional behaviours

DN Avelli, P Rapisarda, P Rocha - International Journal of Control, 2011 - Taylor & Francis
In this article we investigate a Lyapunov approach to the stability of finite-dimensional 2D
systems. We use the behavioural framework and consider a notion of stability following the …

Every discrete 2D autonomous system admits a finite union of parallel lines as a characteristic set

D Pal - Multidimensional Systems and Signal Processing, 2017 - Springer
In this paper, we show that every discrete 2D autonomous system, that is described by a set
of linear partial difference equations with constant real coefficients, admits a finite union of …

State representations of convolutional codes over a finite ring

D Napp, R Pinto, C Rocha - Linear Algebra and Its Applications, 2022 - Elsevier
In this paper we study finite support convolutional codes over Z pr by means of an input-state-
output representation. We show that the set of finite weight input-state-output trajectories …

Feasible initial conditions for 2D discrete state-space systems

R Pereira, P Rocha - IFAC-PapersOnLine, 2022 - Elsevier
The aim of this contribution is to characterize the set of feasible initial conditions on a
diagonal line in order to compute the solutions of a 2D discrete state-space system (defined …

The generic degree of autonomy

S Shankar, P Rocha - SIAM Journal on Applied Algebra and Geometry, 2018 - SIAM
This paper calculates the degree of autonomy of a generic autonomous nD system defined
by the kernel of a partial difference operator. The calculation implies that attaching a generic …

Algorithms for verification of characteristic sets of discrete autonomous nD systems with n≥ 2

M Mukherjee, D Pal - IFAC-PapersOnLine, 2017 - Elsevier
An important question for multidimensional systems is to characterize the minimum
information required to uniquely specify a 'trajectory'. For a discrete nD system described by …

On restrictions of n-d systems to 1-d subspaces

D Pal, HK Pillai - Multidimensional Systems and Signal Processing, 2014 - Springer
In this paper, we look into restrictions of the solution set of a system of PDEs to 1-d
subspaces. We bring out its relation with certain intersection modules. We show that the …

On Arbitrary Assignability of Initial Conditions for a Discrete Autonomous -D System

M Mukherjee, D Pal - IEEE Transactions on Automatic Control, 2022 - ieeexplore.ieee.org
The issue of initial/boundary conditions for a general system of partial difference equations
(PDEs)—called a discrete-D system—is resolved through the notion of characteristic sets …