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1

Scalable Nonparametric Supervised Learning for Streaming and Massive Data: Applications in Healthcare Monitoring and Credit Risk
Chaouch, M. ; Al-Hamed, O.M.
IEEE Access Access, IEEE. 13:131716-131732 2025

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2

Improvement of the Real Capacity of the Process (Cpk), for Processes with Restrictions, Through the Method of Simultaneous Perturbation of Stochastic Approximations
Garcia Martinez, Rafael ; Sanchez Leal, Jaime ; Noriega Morales, Salvador
2023 12th International Conference On Software Process Improvement (CIMPS) Software Process Improvement (CIMPS), 2023 12th International Conference On. :8-17 Oct, 2023

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3

Optimization Over Time-Varying Networks and Unbounded Information Delays
Ramaswamy, A. ; Redder, A. ; Quevedo, D.E.
IEEE Transactions on Automatic Control IEEE Trans. Automat. Contr. Automatic Control, IEEE Transactions on. 67(8):4131-4137 Aug, 2022

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4

Stochastic Modeling and Optimization:Methods and Applications
Dieleman, Nanne Adriana
Dieleman , N A 2025 , ' Stochastic Modeling and Optimization : Methods and Applications ' , PhD , Vrije Universiteit Amsterdam . https://doi.org/10.5463/thesis.1040

stochastische optimalisa... stochastisch modelleren besliskunde algoritmen machine learning discrete gebeurtenismode...
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5

Multi-Time Scale Smoothed Functional With Nesterov’s Acceleration
Sharma, A. ; Lakshmanan, K. ; Gupta, R. ; et al.
IEEE Access Access, IEEE. 9:113489-113499 2021

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6

Stability of Stochastic Approximations With “Controlled Markov” Noise and Temporal Difference Learning
Ramaswamy, A. ; Bhatnagar, S.
IEEE Transactions on Automatic Control IEEE Trans. Automat. Contr. Automatic Control, IEEE Transactions on. 64(6):2614-2620 Jun, 2019

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7

Optimal Threshold Policies for Multivariate POMDPs in Radar Resource Management
Krishnamurthy, V. ; Djonin, D. V.
IEEE Transactions on Signal Processing IEEE Trans. Signal Process. Signal Processing, IEEE Transactions on. 57(10):3954-3969 Oct, 2009

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8

Structured Threshold Policies for Dynamic Sensor Scheduling—A Partially Observed Markov Decision Process Approach
Krishnamurthy, V. ; Djonin, D. V.
IEEE Transactions on Signal Processing IEEE Trans. Signal Process. Signal Processing, IEEE Transactions on. 55(10):4938-4957 Oct, 2007

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9

Analysis of Gradient Descent Methods With Nondiminishing Bounded Errors
Ramaswamy, A. ; Bhatnagar, S.
IEEE Transactions on Automatic Control IEEE Trans. Automat. Contr. Automatic Control, IEEE Transactions on. 63(5):1465-1471 May, 2018

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10

Recursive regression estimation based on the two-time-scale stochastic approximation method and Bernstein polynomials
Slaoui, Yousri ; Helali, Salima ; Laboratoire de mathématiques et applications UMR 7348 (LMA Poitiers ) ; et al.
ISSN: 0929-9629.

Two-time-scale stochasti... Bernstein polynomials regression estimation MSC 2010: 62G08 62L20 65... [MATH.MATH-ST]Mathematic...
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11

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12

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13

Strong error analysis for stochastic gradient descent optimization algorithms
Jentzen, Arnulf ; Kuckuck, Benno ; Neufeld, Ariel ; et al.
IMA Journal of Numerical Analysis, 41 (1)

Stochastic gradient desc... Stochastic approximation... Strong error analysis
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14

Distributed on-line multidimensional scaling for self-localization in wireless sensor networks
Morral, G. ; Bianchi, P.
In Signal Processing March 2016 120:88-98

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16

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17

Optimal multi-layered congestion based pricing schemes for enhanced QoS
Vemu, Koteswara Rao ; Bhatnagar, Shalabh ; Hemachandra, N.
In Computer Networks 16 March 2012 56(4):1249-1262

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18

Convergence of a normed eigenvector stochastic approximation process and application to online principal component analysis of a data stream
Monnez, Jean-Marie ; Skiredj, Abderrahman ; Centre d'investigation clinique plurithématique Pierre Drouin Nancy (CIC-P) ; et al.
https://hal.science/hal-01844419 ; [Research Report] IECL. 2019.

Stochastic approximation... Big Data Principal Component Anal... Online Estimation Data Stream Stochastic Ap- proximati...
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19

Monte-Carlo estimation of time-dependent statistical characteristics of random dynamical systems
Bhatnagar, Shalabh ; Karmeshu
In Applied Mathematical Modelling 2011 35(6):3063-3079

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20

Transport-entropy inequalities and deviation estimates for stochastic approximation schemes
Fathi, Max ; Frikha, Noufel ; Laboratoire de Probabilités et Modèles Aléatoires (LPMA) ; et al.
ISSN: 1083-6489 ; Electronic Journal of Probability ; https://hal.science/hal-00783125 ; Electronic Journal of Probability, 2013, 18 (67), pp.1-36.

deviation bounds transportation-entropy i... Euler scheme stochastic approximation... stochastic approximation... 60H35
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