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RECENT ADVANCES IN LIMIT THEOREMS AND THEIR APPLICATIONS

AUTHORS:
Dr. Mrinal Sarma
Mentor
Affiliation
Narangi Anchalik Mahavidyalaya, Assam, India
CC BY 4.0 License:
This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
Abstract

Limit theorems are at the core of probability theory as they offer key information on how sums of random variables and stochastic processes behave. From the classical Law of Large Numbers (LLN) and Central Limit Theorem (CLT) more recent generalizations with heavy tails, random environments or dependent structures among test variables, duality between theory development and practical application is a characteristic feature of the progress in limit theorems.


The chapter discusses various important new developments in limit theorems, including generalizations of classical results, relationship between these and stable laws and heavy-tails phenomena, functional limit theorems and applications to a number of areas, such as finance, network traffic analysis or statistical physics up to machine learning and stochastic modelling of complex systems. We explore into recent advances nonclassical limits, refined convergence modes and large deviation principles, high dimensional probability which demonstrates modern probability combines theory with applications. The chapter ends with a presentation of possible future work and a selection of references for further study.

Keywords
Probability Theory Limit Theorems Central Limit Theorem Stable Laws Heavy-Tailed Distributions Functional Convergence Large Deviations
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Sarma, M. (2026). Recent Advances in Limit Theorems and their Applications. International Journal of Science, Strategic Management and Technology, 02(03). https://doi.org/10.55041/ijsmt.v2i3.025

Sarma, Mrinal. "Recent Advances in Limit Theorems and their Applications." International Journal of Science, Strategic Management and Technology, vol. 02, no. 03, 2026, pp. . doi:https://doi.org/10.55041/ijsmt.v2i3.025.

Sarma, Mrinal. "Recent Advances in Limit Theorems and their Applications." International Journal of Science, Strategic Management and Technology 02, no. 03 (2026). https://doi.org/https://doi.org/10.55041/ijsmt.v2i3.025.

References
1.Billingsley, P. (1999). Convergence of Probability Measures. Wiley.

2.Durrett, R. (2019). Probability: Theory and Examples. Cambridge University Press.

3.Embrechts, P., Klüppelberg, C., & Mikosch, T. (1997). Modelling Extremal Events. Springer.

4.Resnick, S. (2007). Heavy-Tail Phenomena: Probabilistic and Statistical Modeling. Springer.

5.Ledoux, M., & Talagrand, M. (1991). Probability in Banach Spaces. Springer.

6.van der Vaart, A. W., & Wellner, J. A. (1996). Weak Convergence and Empirical Processes. Springer.

7.Taqqu, M. S. (2003). Fractional Brownian Motion and Long-Range Dependence. In Theory and Applications of Long-Range Dependence.

8.Sreenivasan, K. R., & Antonia, R. A. (1997). The phenomenology of small-scale turbulence. Annual Review of Fluid Mechanics.

9.Doukhan, P., Oppenheim, G., & Taqqu, M. S. (2003). Theory and Applications of Long-Range Dependence. Birkhäuser.

10.Talagrand, M. (2014). Upper and Lower Bounds for Stochastic Processes. Springer.
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