REVIEW 1 major objections 1 cited by
Optimal Harvesting under Stochastic Control: HJB Equation and Feynman-Kac Representation
T0 review · 1 major / 0 minor · reviewed 2026-06-27 · grok-4.3
Pith's one-line read The HJB equation and Feynman-Kac representation produce consistent optimal harvesting policies for renewable resources under stochastic environmental fluctuations.
desk verdict Routine application of standard HJB and Feynman-Kac methods to stochastic harvesting with no new derivations, examples, or validation. read the letter →
The pith
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
The reading
What carries the argument
The Hamilton-Jacobi-Bellman (HJB) equation and Feynman-Kac representation applied to stochastic control of population dynamics modeled by stochastic differential equations.
What would settle it
A concrete numerical example of a stochastic population model in which the optimal harvesting control obtained from solving the HJB equation produces a different expected return than the value computed directly from the Feynman-Kac representation.
Extended reading notes
Core claim
The paper claims that the Hamilton-Jacobi-Bellman equation and the Feynman-Kac representation, when applied to stochastic differential equation models of population dynamics, yield theoretically consistent characterizations of the value function and therefore both can be used to identify harvesting controls that are economically efficient and ecologically sustainable under environmental uncertainty.
Load-bearing premise
Population dynamics can be modeled by stochastic differential equations whose solutions admit well-defined value functions under both the HJB and Feynman-Kac frameworks.
Editorial extensions
If this is right
- Harvesting policies derived from either method will maximize net economic returns while respecting population sustainability constraints under uncertainty.
- The two approaches confirm identical value functions for the same stochastic harvesting problem.
- Resource managers can select controls that remain effective when environmental fluctuations are incorporated into the population model.
- Both frameworks support the creation of policies that are robust to random environmental variability.
Reading between the lines
- The consistency result suggests that numerical schemes for the HJB PDE could be cross-checked against Monte Carlo paths generated from the Feynman-Kac formula.
- The same pair of methods could be applied to harvesting problems with additional features such as price uncertainty or multiple interacting species.
- If the population model includes climate-driven parameters, the derived policies would automatically adjust to projected changes in environmental noise.
Signed reviews
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The manuscript investigates optimal harvesting of renewable biological resources under stochastic environmental fluctuations modeled by stochastic differential equations. It employs the Hamilton-Jacobi-Bellman (HJB) equation to provide a dynamic optimization rule and characterize the value function via a nonlinear PDE, alongside the Feynman-Kac representation for a probabilistic interpretation of expected returns. A comparative analysis is claimed to demonstrate the theoretical consistency and practical relevance of both methods for designing economically efficient and ecologically sustainable harvesting policies under uncertainty.
Significance. If substantiated with explicit models and derivations, the work would illustrate the complementary application of two standard stochastic control frameworks to renewable resource management, potentially informing policy design that accounts for uncertainty. The approach uses established tools without introducing new free parameters or ad-hoc axioms.
major comments (1)
- The manuscript provides no concrete stochastic differential equation for population dynamics, no explicit form of the HJB equation, no Feynman-Kac formula, and no comparative results or numerical examples. This absence means the central claim of a 'comparative analysis' demonstrating consistency cannot be evaluated.
Simulated Author's Rebuttal
We thank the referee for the constructive comments. We agree that the manuscript as currently written is too general and lacks the concrete derivations and examples needed to substantiate the central claims. We will revise the paper accordingly.
read point-by-point responses
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Referee: The manuscript provides no concrete stochastic differential equation for population dynamics, no explicit form of the HJB equation, no Feynman-Kac formula, and no comparative results or numerical examples. This absence means the central claim of a 'comparative analysis' demonstrating consistency cannot be evaluated.
Authors: The referee is correct. The submitted version outlines the general approach in the abstract and introductory sections but does not supply an explicit SDE, the derived HJB PDE, the Feynman-Kac integral representation, or any comparative numerical results. In the revised manuscript we will add a specific logistic-type SDE with stochastic fluctuations, derive the corresponding nonlinear HJB equation, state the Feynman-Kac formula for the value function, and include a side-by-side numerical comparison of the two methods on the same parameter set to demonstrate consistency. revision: yes
Circularity Check
No significant circularity detected
full rationale
The paper applies the standard HJB PDE and Feynman-Kac probabilistic representation to a stochastic harvesting control problem. These are complementary, externally established frameworks in stochastic optimal control with no self-definitional loops, fitted inputs renamed as predictions, or load-bearing self-citations in the provided abstract. The comparative analysis claims consistency between two independent methods rather than deriving one from the other by construction. No equations appear that would allow reduction of any result to its own inputs.
Assumptions & free parameters
Cite this review
Pith. "Pith review of Optimal Harvesting under Stochastic Control: HJB Equation and Feynman-Kac Representation." pith.science (2026). https://pith.science/paper/YTPXSVFR
@misc{pith2026260608428,
author = {Pith},
title = {Pith review of: Optimal Harvesting under Stochastic Control: HJB Equation and Feynman-Kac Representation},
year = {2026},
howpublished = {\url{https://pith.science/paper/YTPXSVFR}},
note = {Machine review of arXiv:2606.08428}
}
read the original abstract
Sustainable resource management requires harvesting strategies that account for environmental variability and ecological uncertainty. This study investigates optimal harvesting of renewable biological resources within a stochastic framework, where population dynamics are influenced by random environmental fluctuations and modeled using stochastic differential equations. Two complementary approaches are employed: the Hamilton-Jacobi-Bellman (HJB) equation and the Feynman-Kac representation. The HJB framework provides a dynamic optimization rule and characterizes the value function through a nonlinear partial differential equation, while the Feynman-Kac approach offers a probabilistic interpretation of expected returns. A comparative analysis demonstrates the theoretical consistency and practical relevance of both methods for designing economically efficient and ecologically sustainable harvesting policies under uncertainty.
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Forward citations
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Reference graph
Works this paper leans on
-
[2]
Bellman, R. (1957). Dynamic Programming . Princeton University Press, Princeton, NJ
1957
-
[3]
Brites, N. M. and Braumann, C. A. (2023). Harvesting optimization with stochastic differential equations models: Is the optimal enemy of the good? Stochastic Models , 39(1):41--59
2023
-
[4]
E., Finn, E., Sykora, P., Lynch, V
Bulls, S. E., Finn, E., Sykora, P., Lynch, V. J., Pramanik, P., Glaberman, S., and Chiari, Y. (2025). Assessing cometchip technology for dna damage studies in non-model species: distinct uv-induced responses in turtles and mammals. BMC Research Notes , 18(1):1--7
2025
-
[5]
Carey, L., Perou, C., Livasy, C., Dressler, L., Cowan, D., Conway, K., Karaca, G., Troester, M., Tse, C., and Edmiston, S. (2006). Race, breast cancer subtypes, and survival in the carolina breast cancer study. JAMA , 295(21):2492--2502
2006
-
[6]
A., Pramanik, P., Marbut, S
Dasgupta, S., Acharya, S., Khan, M. A., Pramanik, P., Marbut, S. M., Yunus, F., Galeas, J. N., Singh, S., Singh, A. P., and Dasgupta, S. (2023). Frequent loss of cacna1c, a calcium voltage-gated channel subunit is associated with lung adenocarcinoma progression and poor prognosis. Cancer Research , 83(7\_Supplement):3318--3318
2023
-
[7]
L., Banerjee, R., Alsatari, E
Dasgupta, S., Galappaththi, S. L., Banerjee, R., Alsatari, E. S., Pramanik, P., Marbut, S. M., Yunus, F., Galeas, J. N., and Dasgupta, S. (2026). Frequent loss of cacna1c is associated with poor prognosis in non-small cell lung cancer. The FASEB Journal , 40(4):e71614
2026
-
[10]
Ellington, C., Pramanik, P., and Robinson, H. K. (2025b). Playmydata: A statistical analysis of a video game dataset on review scores and gaming platforms. Analytics , 4(4):31
-
[11]
Feynman, R. P. (1948). Space-time approach to non-relativistic quantum mechanics. Reviews of Modern Physics , 20(2):367--387
1948
Show all 155 references
-
[12]
Global capture production database
Food and Agriculture Organization of the United Nations (2026). Global capture production database. FAO Fisheries and Aquaculture Statistics. Capture fisheries production data by country, species item, and fishing area
2026
-
[13]
Gaudet, M., Press, M., Haile, R., Lynch, C., Glaser, S., Schildkraut, J., Gammon, M., Douglas Thompson, W., and Bernstein, J. (2011). Risk factors by molecular subtypes of breast cancer across a population-based study of women 56 years or younger. Breast Cancer Research and Tr...
2011
-
[14]
and Tran, K
Hening, A. and Tran, K. Q. (2020). Harvesting and seeding of stochastic populations: Analysis and numerical approximation. Journal of Mathematical Biology , 81(1):65--112
2020
-
[15]
L., Vikramdeo, K
Hertweck, K. L., Vikramdeo, K. S., Galeas, J. N., Marbut, S. M., Pramanik, P., Yunus, F., Singh, S., Singh, A. P., and Dasgupta, S. (2023). Clinicopathological significance of unraveling mitochondrial pathway alterations in non-small-cell lung cancer. The FASEB Journal , 37(7):e23018
2023
-
[16]
Hua, L., Polansky, A., and Pramanik, P. (2019). Assessing bivariate tail non-exchangeable dependence. Statistics & Probability Letters , 155:108556
2019
-
[17]
Imai, K., Keele, L., and Yamamoto, T. (2010). Identification, inference and sensitivity analysis for causal mediation effects. Project euclid
2010
-
[18]
Kac, M. (1949). On distributions of certain wiener functionals. Transactions of the American Mathematical Society , 65(1):1--13
1949
-
[19]
P., Sarkar, C., and Chakroborty, D
Kakkat, S., Pramanik, P., Singh, S., Singh, A. P., Sarkar, C., and Chakroborty, D. (2023). Cardiovascular complications in patients with prostate cancer: Potential molecular connections. International Journal of Molecular Sciences , 24(8):6984
2023
-
[20]
A., Frankel, W
Kakkat, S., Suman, P., Goswami, S., Kola, B., Bruno, K. A., Frankel, W. L., Basu, S., Turbat-Herrera, E. A., Ramirez-Alcantara, V., Heslin, M. J., et al. (2026). Angiotensin ii type 1 receptor blockade inhibits gastric cancer metastasis through tight junction restoration. bioR...
2026
-
[21]
A., Acharya, S., Anand, S., Sameeta, F., Pramanik, P., Keel, C., Singh, S., Carter, J
Khan, M. A., Acharya, S., Anand, S., Sameeta, F., Pramanik, P., Keel, C., Singh, S., Carter, J. E., Dasgupta, S., and Singh, A. P. (2023). Myb exhibits racially disparate expression, clinicopathologic association, and predictive potential for biochemical recurrence in prostate...
2023
-
[22]
A., Acharya, S., Kreitz, N., Anand, S., Sameeta, F., Pramanik, P., Keel, C., Singh, S., Carter, J., Dasgupta, S., et al
Khan, M. A., Acharya, S., Kreitz, N., Anand, S., Sameeta, F., Pramanik, P., Keel, C., Singh, S., Carter, J., Dasgupta, S., et al. (2024). Mp60-05 myb exhibits racially disparate expression and clinicopathologic association and is a promising predictor of biochemical recurrence...
2024
-
[23]
and ksendal, B
Lungu, E. and ksendal, B. (2001). Optimal harvesting from interacting populations in a stochastic environment. Bernoulli , 7(3):527--539
2001
-
[24]
Maki, E., Glimm, T., Pramanik, P., Chiari, Y., and Kiskowski, M. (2025). New approaches for capturing and estimating variation in complex animal color patterns from digital photographs: application to the eastern box turtle (terrapene carolina). PeerJ , 13:e19690
2025
-
[25]
Polansky, A. M. and Pramanik, P. (2021). A motif building process for simulating random networks. Computational Statistics & Data Analysis , 162:107263
2021
-
[27]
and Pramanik, P
Powell, A. and Pramanik, P. (2026). The role of myb in prostate cancer: A statistical analysis. European Journal of Statistics , 6:1--1
2026
-
[28]
Pramanik, P. (2016). Tail non-exchangeability . Northern Illinois University
2016
-
[29]
Pramanik, P. (2020). Optimization of market stochastic dynamics. SN Operations Research Forum , 1(4):31
2020
-
[30]
Pramanik, P. (2021a). Effects of water currents on fish migration through a feynman-type path integral approach under 8/3 liouville-like quantum gravity surfaces. Theory in Biosciences , 140(2):205--223
-
[31]
Pramanik, P. (2021b). Optimization of Dynamic Objective Functions Using Path Integrals . PhD thesis, Northern Illinois University
-
[33]
Pramanik, P. (2023a). Consensus as a nash equilibrium of a stochastic differential game. European Journal of Statistics , 3:10--10
-
[34]
Pramanik, P. (2023b). Optimal lock-down intensity: A stochastic pandemic control approach of path integral. Computational and Mathematical Biophysics , 11(1):20230110
-
[36]
Pramanik, P. (2023d). Path integral control of a stochastic multi-risk sir pandemic model. Theory in Biosciences , pages 1--36
-
[37]
Pramanik, P. (2024a). Dependence on tail copula. J , 7(2):127--152
-
[38]
Pramanik, P. (2024b). Estimation of optimal lock-down and vaccination rate of a stochastic sir model: A mathematical approach. European Journal of Statistics , 4:3--3
-
[39]
Pramanik, P. (2024c). Measuring asymmetric tails under copula distributions. European Journal of Statistics , 4:7--7
-
[40]
Pramanik, P. (2024d). On estimation of function-on-function regression kernels with brownian berkson errors
-
[41]
Pramanik, P. (2024e). On estimation of function-on-function regression kernels with brownian berkson errors
-
[42]
Pramanik, P. (2024f). Stochastic control in determining a soccer player’s performance. J. Compr. Pure Appl. Math , 2:111
-
[43]
Pramanik, P. (2025a). Construction of an optimal strategy: An analytic insight through path integral control driven by a mckean--vlasov opinion dynamics. Mathematics , 13(17):2842
-
[46]
Pramanik, P. (2025d). Stubbornness as control in professional soccer games: A bppsde approach. Mathematics , 13(3):475
-
[48]
Pramanik, P. (2026b). Strategic dynamics of firms via path integral control. International Game Theory Review , page 2650006
-
[49]
L., and Ghanam, R
Pramanik, P., Boone, E. L., and Ghanam, R. A. (2024a). Parametric estimation in fractional stochastic differential equation. Stats , 7(3):745
-
[51]
and Dong, L
Pramanik, P. and Dong, L. (2025b). Strategic complementarities due to monetary shock under sticky price. European Journal of Statistics , 5:9--9
-
[52]
Pramanik, P., Graff, J., and DeCaro, M. (2024b). Analysis of a tiered pricing model for ecw clients. In International Conference on Mathematical Modeling in Physical Sciences , pages 515--535. Springer
-
[55]
Pramanik, P., Graff, J., and Decaro, M. (2025c). Strategies to increase pipeline status: A case study from eclinical data. European Journal of Statistics , 5:3--3
-
[60]
and Polansky, A
Pramanik, P. and Polansky, A. M. (2023a). Optimization of a dynamic profit function using euclidean path integral. SN Business & Economics , 4(1):8
-
[61]
and Polansky, A
Pramanik, P. and Polansky, A. M. (2023b). Scoring a goal optimally in a soccer game under liouville-like quantum gravity action. Operations Research Forum , 4(3):66
-
[62]
and Polansky, A
Pramanik, P. and Polansky, A. M. (2023c). Semicooperation under curved strategy spacetime. The Journal of Mathematical Sociology , pages 1--35
-
[63]
and Polansky, A
Pramanik, P. and Polansky, A. M. (2024). Motivation to run in one-day cricket. Mathematics , 12(17):2739
2024
-
[64]
and Pramanik, P
Valdez, I. and Pramanik, P. (2025a). Association between obesity, race, and luminal subtypes of breast cancer. European Journal of Statistics , 5:12--12
-
[66]
Vikramdeo, K., Anand, S., Sudan, S., Pramanik, P., Singh, S., Godwin, A., Singh, A., and Dasgupta, S. (2024a). Abstract po3-16-05: Mitochondrial dna mutation detection in tumors and circulating extracellular vesicles of triple negative breast cancer patients for biomarker deve...
-
[67]
Vikramdeo, K., Anand, S., Sudan, S., Pramanik, P., Singh, S., Godwin, A., Singh, A., and Dasgupta, S. (2024b). Mitochondrial dna mutation detection in tumors and circulating extracellular vesicles of triple negative breast cancer patients for biomarker development. In CANCER R...
-
[68]
S., Anand, S., Sudan, S
Vikramdeo, K. S., Anand, S., Sudan, S. K., Pramanik, P., Singh, S., Godwin, A. K., Singh, A. P., and Dasgupta, S. (2023). Profiling mitochondrial dna mutations in tumors and circulating extracellular vesicles of triple-negative breast cancer patients for potential biomarker de...
2023
-
[69]
Capture fisheries production (metric tons), indicator er.fsh.capt.mt
World Bank (2026). Capture fisheries production (metric tons), indicator er.fsh.capt.mt. World Development Indicators. Source: Food and Agriculture Organization of the United Nations (FAO). Data range used in this study: 1960--2023
2026
-
[71]
and Pramanik, P
Yusuf, A. and Pramanik, P. (2025b). Prognostic role of b7-h3 (cd276) expression in initial biopsies of metastatic prostate cancer. Onco , 5(3):38
-
[72]
, title =
Reis, Miguel and Brites, Nuno M. , title =. Results in Applied Mathematics , volume =. 2025 , doi =
2025
-
[73]
and Braumann, Carlos A
Brites, Nuno M. and Braumann, Carlos A. , title =. Stochastic Models , volume =. 2023 , doi =
2023
-
[74]
, title =
Brites, Nuno M. , title =. Mathematics , volume =. 2022 , doi =
2022
-
[75]
and Ryan, Dennis , title =
Hanson, Floyd B. and Ryan, Dennis , title =. Mathematical Biosciences , volume =. 1998 , doi =
1998
-
[76]
Optimal Harvesting from Interacting Populations in a Stochastic Environment , journal =
Lungu, Edward and. Optimal Harvesting from Interacting Populations in a Stochastic Environment , journal =. 2001 , doi =
2001
-
[77]
Journal of Mathematical Biology , volume =
Hening, Alexandru and Tran, Ky Quan , title =. Journal of Mathematical Biology , volume =. 2020 , doi =
2020
-
[78]
Bellman, Richard , title =
-
[79]
and Soner, Halil Mete , title =
Fleming, Wendell H. and Soner, Halil Mete , title =
-
[80]
, title =
Feynman, Richard P. , title =. Reviews of Modern Physics , volume =. 1948 , doi =
1948
-
[81]
Transactions of the American Mathematical Society , volume =
Kac, Mark , title =. Transactions of the American Mathematical Society , volume =. 1949 , doi =
1949
-
[82]
Adapted Solution of a Backward Stochastic Differential Equation , journal =
Pardoux,. Adapted Solution of a Backward Stochastic Differential Equation , journal =. 1990 , doi =
1990
-
[83]
Capture Fisheries Production (Metric Tons), Indicator ER.FSH.CAPT.MT , year =
-
[84]
Global Capture Production Database , year =
-
[85]
Statistics & Probability Letters , volume=
Assessing bivariate tail non-exchangeable dependence , author=. Statistics & Probability Letters , volume=. 2019 , publisher=
2019
-
[86]
Analytics , volume=
Playmydata: A statistical analysis of a video game dataset on review scores and gaming platforms , author=. Analytics , volume=. 2025 , publisher=
2025
-
[87]
arXiv preprint arXiv:2601.11523 , year=
MetaScoreLens: Evaluating User Feedback Across Digital Entertainment Systems , author=. arXiv preprint arXiv:2601.11523 , year=
-
[88]
European Journal of Statistics , volume=
The Role of MYB in Prostate Cancer: A Statistical Analysis , author=. European Journal of Statistics , volume=
-
[89]
arXiv preprint arXiv:2601.10615 , year=
A Bayesian Discrete Framework for Enhancing Decision-Making Processes in Clinical Trial Designs and Evaluations , author=. arXiv preprint arXiv:2601.10615 , year=
-
[90]
arXiv preprint arXiv:2603.25086 , year=
The Quantum Structure of Markets: Linking Hamiltonian-Jacobi-Bellman Dynamics to Schrodinger Equation through Feynman Action , author=. arXiv preprint arXiv:2603.25086 , year=
-
[91]
arXiv preprint arXiv:2601.13504 , year=
Modeling Age-Adjusted Mortality in the United States , author=. arXiv preprint arXiv:2601.13504 , year=
-
[92]
International Conference on Mathematical Modeling in Physical Sciences , pages=
Analysis of a Tiered Pricing Model for eCW Clients , author=. International Conference on Mathematical Modeling in Physical Sciences , pages=. 2024 , organization=
2024
-
[93]
The FASEB Journal , volume=
Frequent Loss of CACNA1C Is Associated With Poor Prognosis in Non-Small Cell Lung Cancer , author=. The FASEB Journal , volume=. 2026 , publisher=
2026
-
[94]
International Game Theory Review , pages=
Strategic Dynamics of Firms via Path Integral Control , author=. International Game Theory Review , pages=. 2026 , publisher=
2026
-
[95]
bioRxiv , pages=
Angiotensin II Type 1 Receptor Blockade Inhibits Gastric Cancer Metastasis Through Tight Junction Restoration , author=. bioRxiv , pages=. 2026 , publisher=
2026
-
[96]
Journal of Urology , volume=
Mp60-05 myb exhibits racially disparate expression and clinicopathologic association and is a promising predictor of biochemical recurrence in prostate cancer , author=. Journal of Urology , volume=. 2024 , publisher=
2024
-
[97]
Cancer Research , volume=
Frequent loss of CACNA1C, a calcium voltage-gated channel subunit is associated with lung adenocarcinoma progression and poor prognosis , author=. Cancer Research , volume=. 2023 , publisher=
2023
-
[98]
International Journal of Molecular Sciences , volume=
Cardiovascular Complications in Patients with Prostate Cancer: Potential Molecular Connections , author=. International Journal of Molecular Sciences , volume=. 2023 , publisher=
2023
-
[99]
PeerJ , volume=
New approaches for capturing and estimating variation in complex animal color patterns from digital photographs: application to the Eastern Box Turtle (Terrapene carolina) , author=. PeerJ , volume=. 2025 , publisher=
2025
-
[100]
BMC Research Notes , volume=
Assessing CometChip technology for DNA damage studies in non-model species: distinct UV-induced responses in turtles and mammals , author=. BMC Research Notes , volume=. 2025 , publisher=
2025
-
[101]
26 (2023) 108487 ,
Myb exhibits racially disparate expression, clinicopathologic association, and predictive potential for biochemical recurrence in prostate cancer, iScience. 26 (2023) 108487 ,
2023
-
[102]
European Journal of Statistics , volume=
Association between Obesity, Race, and Luminal Subtypes of Breast Cancer , author=. European Journal of Statistics , volume=
-
[103]
arXiv preprint arXiv:2507.21348 , year=
Exploring the Interplay of Adiposity, Ethnicity, and Hormone Receptor Profiles in Breast Cancer Subtypes , author=. arXiv preprint arXiv:2507.21348 , year=
-
[104]
arXiv preprint arXiv:2509.22669 , year=
Dissecting Multi-Level Pricing Schemes in the Context of eCW Client Engagement , author=. arXiv preprint arXiv:2509.22669 , year=
-
[105]
Mathematics , volume=
Construction of an Optimal Strategy: An Analytic Insight Through Path Integral Control Driven by a McKean--Vlasov Opinion Dynamics , author=. Mathematics , volume=. 2025 , publisher=
2025
-
[106]
arXiv preprint arXiv:2508.17138 , year=
Optimal Feedback Control in Social Networks in a McKean-Vlasov-Friedkin-Johnsen System , author=. arXiv preprint arXiv:2508.17138 , year=
-
[107]
Onco , volume=
Prognostic Role of B7-H3 (CD276) Expression in Initial Biopsies of Metastatic Prostate Cancer , author=. Onco , volume=. 2025 , publisher=
2025
-
[108]
arXiv preprint arXiv:2508.09373 , year=
Predictive Significance of CD276/B7-H3 Expression in Baseline Biopsies of Advanced Prostate Carcinoma , author=. arXiv preprint arXiv:2508.09373 , year=
-
[109]
European Journal of Statistics , volume=
Strategic Complementarities Due to Monetary Shock Under Sticky Price , author=. European Journal of Statistics , volume=
-
[110]
arXiv preprint arXiv:2505.00800 , year=
Impact of random monetary shock: a Keynesian case , author=. arXiv preprint arXiv:2505.00800 , year=
-
[111]
arXiv preprint arXiv:2501.18050 , year=
An optimal level of Stubbornness to win a soccer match , author=. arXiv preprint arXiv:2501.18050 , year=
-
[112]
European Journal of Statistics , volume=
Strategies to Increase Pipeline Status: A Case Study from Eclinical Data , author=. European Journal of Statistics , volume=
-
[113]
arXiv preprint arXiv:2501.03418 , year=
On factors influencing consumer preference in pipeline stages: an experiment , author=. arXiv preprint arXiv:2501.03418 , year=
-
[114]
Mathematics , volume=
Stubbornness as Control in Professional Soccer Games: A BPPSDE Approach , author=. Mathematics , volume=. 2025 , publisher=
2025
-
[115]
SN Operations Research Forum , volume=
Optimization of market stochastic dynamics , author=. SN Operations Research Forum , volume=. 2020 , publisher=
2020
-
[116]
Stochastic Control in Determining a Soccer Player’s Performance , author=. J. Compr. Pure Appl. Math , volume=
-
[117]
European Journal of Statistics , volume=
Measuring Asymmetric Tails Under Copula Distributions , author=. European Journal of Statistics , volume=
-
[118]
J , volume=
Dependence on Tail Copula , author=. J , volume=. 2024 , publisher=
2024
-
[119]
On Estimation of Function-on-function Regression Kernels with Brownian Berkson Errors , author=
-
[120]
European Journal of Statistics , volume=
Estimation of optimal lock-down and vaccination rate of a stochastic sir model: A mathematical approach , author=. European Journal of Statistics , volume=
-
[121]
arXiv preprint arXiv:2311.02113 , year=
Path integral control in infectious disease modeling , author=. arXiv preprint arXiv:2311.02113 , year=
-
[122]
arXiv preprint arXiv:2401.03649 , year=
Bayes Factor of Zero Inflated Models under Jeffereys Prior , author=. arXiv preprint arXiv:2401.03649 , year=
-
[123]
Cancer Research , volume=
Abstract PO3-16-05: Mitochondrial DNA mutation detection in tumors and circulating extracellular vesicles of triple negative breast cancer patients for biomarker development , author=. Cancer Research , volume=. 2024 , publisher=
2024
-
[124]
CANCER RESEARCH , volume=
Mitochondrial DNA mutation detection in tumors and circulating extracellular vesicles of triple negative breast cancer patients for biomarker development , author=. CANCER RESEARCH , volume=. 2024 , organization=
2024
-
[125]
The FASEB Journal , volume=
Clinicopathological significance of unraveling mitochondrial pathway alterations in non-small-cell lung cancer , author=. The FASEB Journal , volume=. 2023 , publisher=
2023
-
[126]
FASEB BioAdvances , volume=
Profiling mitochondrial DNA mutations in tumors and circulating extracellular vesicles of triple-negative breast cancer patients for potential biomarker development , author=. FASEB BioAdvances , volume=. 2023 , publisher=
2023
-
[127]
Iscience , volume=
MYB exhibits racially disparate expression, clinicopathologic association, and predictive potential for biochemical recurrence in prostate cancer , author=. Iscience , volume=. 2023 , publisher=
2023
-
[128]
Stats , volume=
Parametric Estimation in Fractional Stochastic Differential Equation , author=. Stats , volume=. 2024 , publisher=
2024
-
[129]
Computational and Mathematical Biophysics , volume=
Optimal lock-down intensity: A stochastic pandemic control approach of path integral , author=. Computational and Mathematical Biophysics , volume=. 2023 , publisher=
2023
-
[130]
Mathematics , volume=
Motivation to Run in One-Day Cricket , author=. Mathematics , volume=. 2024 , publisher=
2024
-
[131]
2021 , school=
Optimization of Dynamic Objective Functions Using Path Integrals , author=. 2021 , school=
2021
-
[132]
Computational Statistics & Data Analysis , volume=
A motif building process for simulating random networks , author=. Computational Statistics & Data Analysis , volume=. 2021 , publisher=
2021
-
[133]
arXiv preprint arXiv:2209.13733 , year=
Stochastic Control of a SIR Model with Non-linear Incidence Rate Through Euclidean Path Integral , author=. arXiv preprint arXiv:2209.13733 , year=
-
[134]
Theory in Biosciences , pages=
Path integral control of a stochastic multi-risk SIR pandemic model , author=. Theory in Biosciences , pages=. 2023 , publisher=
2023
-
[135]
The Journal of Mathematical Sociology , pages=
Semicooperation under curved strategy spacetime , author=. The Journal of Mathematical Sociology , pages=. 2023 , publisher=
2023
-
[136]
arXiv preprint arXiv:2107.02291 , year=
Optimal estimation of Brownian penalized regression coefficients , author=. arXiv preprint arXiv:2107.02291 , year=
-
[137]
2016 , publisher=
Tail non-exchangeability , author=. 2016 , publisher=
2016
-
[138]
arXiv preprint arXiv:2206.04248 , year=
On Lock-down Control of a Pandemic Model , author=. arXiv preprint arXiv:2206.04248 , year=
-
[139]
European Journal of Statistics , volume=
Consensus as a Nash Equilibrium of a Stochastic Differential Game , author=. European Journal of Statistics , volume=
-
[140]
Operations Research Forum , volume=
Scoring a goal optimally in a soccer game under Liouville-like quantum gravity action , author=. Operations Research Forum , volume=. 2023 , organization=
2023
-
[141]
Effects of water currents on fish migration through a Feynman-type path integral approach under
Pramanik, Paramahansa , journal=. Effects of water currents on fish migration through a Feynman-type path integral approach under. 2021 , publisher=
2021
-
[142]
arXiv preprint arXiv:2001.11099 , year=
Motivation to Run in One-Day Cricket , author=. arXiv preprint arXiv:2001.11099 , year=
2001
-
[143]
SN Business & Economics , volume=
Optimization of a dynamic profit function using Euclidean path integral , author=. SN Business & Economics , volume=. 2023 , publisher=
2023
-
[144]
arXiv preprint arXiv:2510.11959 , year=
Genomic Influence of a Key Transcription Factor in Male Glandular Malignancy , author=. arXiv preprint arXiv:2510.11959 , year=
-
[145]
bioRxiv , pages=
Angiotensin II-Angiotensin II Receptor Type 1 Signaling Facilitates Gastric Cancer Metastasis via Kruppel-like Factor 4 Suppression and Tight Junction Breakdown , author=. bioRxiv , pages=. 2026 , publisher=
2026
-
[146]
Analytics , volume=
PlayMyData: A Statistical Analysis of a Video Game Dataset on Review Scores and Gaming Platforms , author=. Analytics , volume=. 2025 , publisher=
2025
-
[147]
arXiv preprint arXiv:2605.30591 , year=
Obesity and Sociodemographic Factors in Luminal Breast Cancer , author=. arXiv preprint arXiv:2605.30591 , year=
-
[148]
, author=
On Estimation of Function-on-function Regression Kernels with Brownian Berkson Errors. , author=
-
[149]
and Sprague, B.L
Munsell, M.F. and Sprague, B.L. and Berry, D.A. and Chisholm, G. and Trentham-Dietz, A. , title =. Epidemiol. Rev. , year =
-
[150]
and Sherman, R.L
Kohler, B.A. and Sherman, R.L. and Howlader, N. and Jemal, A. and Ryerson, A.B. and Henry, K.A. and Boscoe, F.P. and Cronin, K.A. and Lake, A. and Noone, A.-M. , title =. J. Natl. Cancer Inst. , year =. doi:10.1093/jnci/djv048 , note =
-
[151]
and Perou, C.M
Carey, L.A. and Perou, C.M. and Livasy, C.A. and Dressler, L.G. and Cowan, D. and Conway, K. and Karaca, G. and Troester, M.A. and Tse, C.K. and Edmiston, S. , title =. JAMA , year =. doi:10.1001/jama.295.21.2492 , url =
-
[152]
and Haddad, D
Reid, S. and Haddad, D. and Tezak, A. and Weidner, A. and Wang, X. and Mautz, B. and Moore, J. and Cadiz, S. and Zhu, Y. and Zheng, W. , title =. Breast Cancer Research and Treatment , year =. doi:10.1007/s10549-021-06079-z , url =
-
[153]
and Press, M.F
Gaudet, M.M. and Press, M.F. and Haile, R.W. and Lynch, C.F. and Glaser, S.L. and Schildkraut, J. and Gammon, M.D. and Douglas Thompson, W. and Bernstein, J.L. , title =. Breast Cancer Research and Treatment , year =. doi:10.1007/s10549-011-1382-2 , url =
-
[154]
and Van Asten, K
Brouckaert, O. and Van Asten, K. and Laenen, A. and Soubry, A. and Smeets, A. and Nevelstreen, I. and Vergote, I. and Wildiers, H. and Paridaens, R. and Van Limbergen, E. , title =. Breast Cancer Research and Treatment , year =. doi:10.1007/s10549-017-4540-9 , url =
-
[155]
and Tyson, M
Renehan, A.G. and Tyson, M. and Egger, M. and Heller, R.F. and Zwahlen, M. , title =. Lancet , year =. doi:10.1016/S0140-6736(08)60269-X , url =
-
[156]
adults , author=
Overweight, obesity, and mortality from cancer in a prospectively studied cohort of U.S. adults , author=. New England Journal of Medicine , volume=. 2003 , publisher=
2003
-
[157]
The Lancet , volume=
Body-mass index and incidence of cancer: a systematic review and meta-analysis of prospective observational studies , author=. The Lancet , volume=. 2008 , publisher=
2008
-
[158]
CA: A Cancer Journal for Clinicians , volume=
The obesity paradox in cancer: a review , author=. CA: A Cancer Journal for Clinicians , volume=. 2014 , publisher=
2014
-
[159]
American Journal of Preventive Medicine , volume=
Race/ethnicity, education, and obesity in US adults: A test of the social patterning hypothesis , author=. American Journal of Preventive Medicine , volume=. 2016 , publisher=
2016
-
[160]
The Breast , volume=
Clinical implications of the intrinsic molecular subtypes of breast cancer , author=. The Breast , volume=. 2015 , publisher=
2015
-
[161]
JAMA , volume=
Race, breast cancer subtypes, and survival in the Carolina Breast Cancer Study , author=. JAMA , volume=. 2006 , publisher=
2006
-
[162]
Proceedings of the National Academy of Sciences , volume=
Gene expression patterns of breast carcinomas distinguish tumor subclasses with clinical implications , author=. Proceedings of the National Academy of Sciences , volume=. 2001 , publisher=
2001
-
[163]
Journal of Clinical Oncology , volume=
Obesity and cancer mechanisms: tumor microenvironment and inflammation , author=. Journal of Clinical Oncology , volume=. 2016 , publisher=
2016
-
[164]
Nature Reviews Endocrinology , volume=
Obesity and cancer--mechanisms underlying tumour progression and recurrence , author=. Nature Reviews Endocrinology , volume=. 2017 , publisher=
2017
-
[165]
Breast Cancer Research and Treatment , volume=
Obesity as a risk factor for triple-negative breast cancers: a systematic review and meta-analysis , author=. Breast Cancer Research and Treatment , volume=. 2013 , publisher=
2013
-
[166]
Cancer Epidemiology, Biomarkers & Prevention , volume=
Body size and risk of luminal, HER2-expressing, and triple-negative breast cancer in postmenopausal women , author=. Cancer Epidemiology, Biomarkers & Prevention , volume=. 2011 , publisher=
2011
-
[167]
Cancer Research , volume=
Obesity and breast cancer: Weighing the evidence , author=. Cancer Research , volume=. 2015 , publisher=
2015
-
[168]
Cancer , volume=
Higher population-based incidence rates of triple-negative breast cancer among young African-American women: Implications for breast cancer screening recommendations , author=. Cancer , volume=. 2011 , publisher=
2011
-
[169]
Cancer , volume=
Racial differences in treatment and survival from early-stage breast carcinoma , author=. Cancer , volume=. 2002 , publisher=
2002
-
[170]
American Journal of Epidemiology , volume=
Obesity, diabetes, and risk of breast cancer: the Black Women’s Health Study , author=. American Journal of Epidemiology , volume=. 2014 , publisher=
2014
-
[171]
CA: A Cancer Journal for Clinicians , volume=
Breast cancer statistics, 2019 , author=. CA: A Cancer Journal for Clinicians , volume=. 2019 , publisher=
2019
-
[172]
Oncotarget , volume=
Obesity and breast cancer outcomes: a systematic review and meta-analysis , author=. Oncotarget , volume=. 2018 , publisher=
2018
-
[173]
Project euclid , year=
Identification, inference and sensitivity analysis for causal mediation effects , author=. Project euclid , year=
Reviewed June 27, 2026 · model on record in the stance chip above.
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