Usual numerical learning methods are primarily concerned with finding a good numerical fit to data and often make predictions that do not correspond to qualitative laws in the domain of modelling or expert intuition. In contrast, the idea of Q learning is to induce qualitative constraints from training data, and use the constraints to guide numerical regression. The resulting numerical predicti...

Emerging applications of RFID require high e–ciency of tag identiflcation. Since passive tags have dumb functionality, the efflciency of tag identiflcation in RFID system relies on the performance of the collision arbitration algorithm embedded in a reader. In this paper, we develop a novel collision arbitration algorithm, which is named Q-Algorithm, improving Q-Algorithm which is introduced in...

Let R be a real closed field, Q ⊂ R[Y1, . . . , Y`, X1, . . . , Xk], with degY (Q) ≤ 2, degX(Q) ≤ d,Q ∈ Q,#(Q) = m, and P ⊂ R[X1, . . . , Xk] with degX(P ) ≤ d, P ∈ P,#(P) = s. Let S ⊂ R`+k be a semi-algebraic set defined by a Boolean formula without negations, with atoms P = 0, P ≥ 0, P ≤ 0, P ∈ P ∪ Q. We describe an algorithm for computing the the Betti numbers of S generalizing a similar alg...

We propose a simple one sided Monte-Carlo algorithm to dis-tinguish, to any given degree of certainty, the symplectic group Cn(q) =PSp2n(q) from the orthogonal group Bn(q) = Ω2n+1(q) where q > 3 is oddand n and q are given. The algorithm does not use an order oracle and worksin polynomial, of n log q, time. This paper corrects an error in the previously published version of the<...

We introduce a fast algorithm for determining the linear complexity and the minimal polynomial of a sequence with period p over GF(q) , where p is an odd prime, q is a prime and a primitive root modulo p; and its two generalized algorithms. One is the algorithm for determining the linear complexity and the minimal polynomial of a sequence with period pq over GF(q), the other is the algorithm fo...

In [Koepf (1992)] it was shown how for a given holonomic function a representation as a formal power series of hypergeometric type can be determined algorithmically. This algorithm – that we call FPS algorithm (Formal Power Series) – combines three steps to obtain the desired representation. The authors implemented this algorithm in the computer algebra system Maple as c̀onvert/FormalPowerSeries...

The major environmental hazard in this pandemic is the unhygienic disposal of medical waste. Medical wastage not properly managed it will become a to environment and humans. Managing issue city, municipalities aspects environment, logistics. An efficient supply chain with edge computing technology used managing operations include processing waste collection, transportation, Many research works ...