Zobrazeno 1 - 10
of 53
pro vyhledávání: '"Igor Halperin"'
Autor:
Igor Halperin
Publikováno v:
Quantitative Finance. 22:2151-2154
Publikováno v:
The Journal of Alternative Investments. 25:28-39
Autor:
Igor Halperin
Publikováno v:
The Journal of Derivatives. 28:99-122
This article presents a discrete-time option pricing model that is rooted in reinforcement learning (RL), and more specifically in the famous Q-Learning method of RL. We construct a risk-adjusted Markov Decision Process for a discrete-time version of
Publikováno v:
SSRN Electronic Journal.
Publikováno v:
Practical Applications. :pa.2023.jaipa068
Autor:
Igor Halperin
Publikováno v:
Machine Learning and AI in Finance ISBN: 9781003145714
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_________::dfcdbe32d8942d3eeb89cfca4613d2e0
https://doi.org/10.4324/9781003145714-10
https://doi.org/10.4324/9781003145714-10
Autor:
Igor Halperin
Publikováno v:
Physica A: Statistical Mechanics and its Applications. 594:127065
This paper presents a tractable model of non-linear dynamics of market returns using a Langevin approach. Due to non-linearity of an interaction potential, the model admits regimes of both small and large return fluctuations. Langevin dynamics are ma
Autor:
Matthew Dixon, Igor Halperin
We present a reinforcement learning approach to goal based wealth management problems such as optimization of retirement plans or target dated funds. In such problems, an investor seeks to achieve a financial goal by making periodic investments in th
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::347ccfb672478db17db6cbfe3e498634
http://arxiv.org/abs/2002.10990
http://arxiv.org/abs/2002.10990
Publikováno v:
Machine Learning in Finance ISBN: 9783030410674
This chapter introduces Bayesian regression and shows how it extends many of the concepts in the previous chapter. We develop kernel based machine learning methods—specifically Gaussian process regression, an important class of Bayesian machine lea
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_________::6960850ab11bda59570834cacfec3503
https://doi.org/10.1007/978-3-030-41068-1_3
https://doi.org/10.1007/978-3-030-41068-1_3
Publikováno v:
Machine Learning in Finance ISBN: 9783030410674
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_________::dbfcd902187f461bf59cb8867340bb0c
https://doi.org/10.1007/978-3-030-41068-1_6
https://doi.org/10.1007/978-3-030-41068-1_6