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相关论文: A kinetic description for the herding behavior in …

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In this paper, we study the herding phenomena in financial markets arising from the combined effect of (1) non-coordinated collective interactions between the market players and (2) concurrent reactions of market players to dynamic market…

计算金融 · 定量金融 2017-12-05 Hyeong-Ohk Bae , Seung-yeon Cho , Sang-hyeok Lee , Seok-Bae Yun

Learning the parameters of a (potentially partially observable) random field model is intractable in general. Instead of focussing on a single optimal parameter value we propose to treat parameters as dynamical quantities. We introduce an…

机器学习 · 计算机科学 2012-05-14 Max Welling

Herd behavior is an important economic phenomenon, especially in the context of the recent financial crises. In this paper, herd behavior in global stock markets is investigated with a focus on intercontinental comparison. Since most…

统计金融 · 定量金融 2013-08-20 Changki Kim , Yangho Choi , Woojoo Lee , Jae Youn Ahn

A kinetic inhomogeneous Boltzmann-type equation is proposed to model the dynamics of the number of agents in a large market depending on the estimated value of an asset and the rationality of the agents. The interaction rules take into…

偏微分方程分析 · 数学 2017-02-07 Bertram Düring , Ansgar Jüngel , Lara Trussardi

In this paper we study two models for crowd motion and herding. Each of the models is of Keller-Segel type and involves two parabolic equations, one for the evolution of the density and one for the evolution of a mean field potential. We…

偏微分方程分析 · 数学 2016-01-20 Jean Dolbeault , Peter Markowich , Gaspard Jankowiak

We show that the algorithm to extract diverse M -solutions from a Conditional Random Field (called divMbest [1]) takes exactly the form of a Herding procedure [2], i.e. a deterministic dynamical system that produces a sequence of hypotheses…

计算机视觉与模式识别 · 计算机科学 2017-01-31 Ece Ozkan , Gemma Roig , Orcun Goksel , Xavier Boix

Herding, where investors imitate others' decisions rather than relying on their own analysis, is a prevalent phenomenon in financial markets. Excessive herding distorts rational decisions, amplifies volatility, and can be exploited by…

数理金融 · 定量金融 2026-04-14 Huisheng Wang , H. Vicky Zhao

We investigate the volatility return intervals in the NYSE and FOREX markets. We explain previous empirical findings using a model based on the interacting agent hypothesis instead of the widely-used efficient market hypothesis. We derive…

综合金融 · 定量金融 2016-10-26 Vygintas Gontis , Shlomo Havlin , Aleksejus Kononovicius , Boris Podobnik , H. Eugene Stanley

We derive a hierarchy of kinetic and macroscopic models from a noisy variant of the heuristic behavioral Individual-Based Model of Moussaid et al, PNAS 2011, where the pedestrians are supposed to have constant speeds. This IBM supposes that…

数学物理 · 物理学 2017-09-20 Pierre Degond , Cécile Appert-Rolland , Mehdi Moussaid , Julien Pettré , Guy Theraulaz

We are looking for the agent-based treatment of the financial markets considering necessity to build bridges between microscopic, agent based, and macroscopic, phenomenological modeling. The acknowledgment that agent-based modeling…

统计金融 · 定量金融 2019-01-01 V. Gontis , A. Kononovicius

We present a simple model of a stock market where a random communication structure between agents gives rise to a heavy tails in the distribution of stock price variations in the form of an exponentially truncated power-law, similar to…

统计力学 · 物理学 2014-01-14 Rama Cont , Jean-Philippe Bouchaud

We present examples of agent-based and stochastic models of competition and business processes in economics and finance. We start from as simple as possible models, which have microscopic, agent-based, versions and macroscopic treatment in…

综合金融 · 定量金融 2012-07-31 Aleksejus Kononovicius , Vygintas Gontis , Valentas Daniunas

We introduce and analyze a linear kinetic model that describes the evolution of the probability density of the number of firms in a society, in which the microscopic rate of change obeys to the so-called law of proportional effect proposed…

综合金融 · 定量金融 2016-07-20 Giuseppe Toscani

We focus on the influence of external sources of information upon financial markets. In particular, we develop a stochastic agent-based market model characterized by a certain herding behavior as well as allowing traders to be influenced by…

综合金融 · 定量金融 2015-07-28 Adrián Carro , Raúl Toral , Maxi San Miguel

We propose a method to infer lead-lag networks of traders from the observation of their trade record as well as to reconstruct their state of supply and demand when they do not trade. The method relies on the Kinetic Ising model to describe…

交易与市场微观结构 · 定量金融 2022-04-20 Carlo Campajola , Fabrizio Lillo , Daniele Tantari

This paper deals with the kinetic theory modeling of crowd dynamics with the aim of showing how the dynamics at the micro-scale is transferred to the dynamics of collective behaviors. The derivation of a new model is followed by a…

数学物理 · 物理学 2013-01-24 Nicola Bellomo , Abdelghani Bellouquid , Damian Knopoff

Herding is a deterministic algorithm used to generate data points that can be regarded as random samples satisfying input moment conditions. The algorithm is based on the complex behavior of a high-dimensional dynamical system and is…

机器学习 · 统计学 2023-05-10 Hiroshi Yamashita , Hideyuki Suzuki , Kazuyuki Aihara

We propose a Markov jump process with the three-state herding interaction. We see our approach as an agent-based model for the financial markets. Under certain assumptions this agent-based model can be related to the stochastic description…

交易与市场微观结构 · 定量金融 2013-02-05 Aleksejus Kononovicius , Vygintas Gontis

Investigations of social influence in collective decision-making have become possible due to recent technologies and platforms that record interactions in far larger groups than could be studied before. Herding and its impact on…

社会与信息网络 · 计算机科学 2023-06-29 Henry K. Dambanemuya , Johannes Wachs , Emőke-Ágnes Horvát

We propose a generic model for multiple choice situations in the presence of herding and compare it with recent empirical results from a Web-based music market experiment. The model predicts a phase transition between a weak imitation phase…

数据分析、统计与概率 · 物理学 2008-12-02 Christian Borghesi , Jean-Philippe Bouchaud
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