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Uncovering the structure of socioeconomic systems and timely estimation of socioeconomic status are significant for economic development. The understanding of socioeconomic processes provides foundations to quantify global economic…

物理与社会 · 物理学 2019-07-02 Jian Gao , Yi-Cheng Zhang , Tao Zhou

A central question in economics is whether automation will displace human labor and diminish standards of living. Whilst prior works typically frame this question as a competition between human labor and machines, we frame it as a…

综合经济学 · 经济学 2023-07-28 B. N. Kausik

We study the problem of learning the Markov order in categorical sequences that represent paths in a network, i.e. sequences of variable lengths where transitions between states are constrained to a known graph. Such data pose challenges…

机器学习 · 计算机科学 2020-07-07 Luka V. Petrović , Ingo Scholtes

The growth of the data science field requires better tools to understand such a fast-paced growing domain. Moreover, individuals from different backgrounds became interested in following a career as data scientists. Therefore, providing a…

计算机与社会 · 计算机科学 2021-07-21 Mojtaba Heidarysafa , Kamran Kowsari , Masoud Bashiri , Donald E. Brown

Recruitment market analysis provides valuable understanding of industry-specific economic growth and plays an important role for both employers and job seekers. With the rapid development of online recruitment services, massive recruitment…

人工智能 · 计算机科学 2017-12-11 Chen Zhu , Hengshu Zhu , Hui Xiong , Pengliang Ding , Fang Xie

We study decentralized markets with the presence of middlemen, modeled by a non-cooperative bargaining game in trading networks. Our goal is to investigate how the network structure of the market and the role of middlemen influence the…

计算机科学与博弈论 · 计算机科学 2013-07-09 Thanh Nguyen , Vijay G. Subramanian , Randall A. Berry

This paper presents a hidden Markov model designed to investigate the complex nature of earnings persistence. The proposed model assumes that the residuals of log-earnings consist of a persistent component and a transitory component, both…

应用统计 · 统计学 2023-09-06 Tong Zhou

We test a Markov chain approximation to the segment description (Li, 2007) of chaos (and turbulence) on a tent map, the Minea system, the H\'enon map, and the Lorenz system. For the tent map, we compute the probability transition matrix of…

混沌动力学 · 物理学 2010-02-05 Alexander Labovsky , Y. Charles Li

We use algorithmic and network-based tools to build and analyze the bipartite network connecting jobs with the skills they require. We quantify and represent the relatedness between jobs and skills by using statistically validated networks.…

综合经济学 · 经济学 2023-04-12 Sabrina Aufiero , Giordano De Marzo , Angelica Sbardella , Andrea Zaccaria

Motivated by techniques developed in recent progress on lower bounds for sublinear time algorithms (Behnezhad, Roghani and Rubinstein, STOC 2023, FOCS 2023, and STOC 2024) we introduce and study a new class of randomized algorithmic…

数据结构与算法 · 计算机科学 2026-03-19 Amir Azarmehr , Soheil Behnezhad , Alma Ghafari , Madhu Sudan

The use of intelligent systems for stock market predictions has been widely established. In this paper, we investigate how the seemingly chaotic behavior of stock markets could be well represented using several connectionist paradigms and…

人工智能 · 计算机科学 2007-05-23 Ajith Abraham , Ninan Sajith Philip , P. Saratchandran

We introduce a probabilistic model of labor markets for university graduates, in particular, in Japan. To make a model of the market efficiently, we take into account several hypotheses. Namely, each company fixes the (business year…

综合金融 · 定量金融 2015-06-17 He Chen , Jun-ichi Inoue

This article surveys recent advancements of strategy designs for persistent robotic surveillance tasks with the focus on stochastic approaches. The problem describes how mobile robots stochastically patrol a graph in an efficient way where…

最优化与控制 · 数学 2020-08-21 Xiaoming Duan , Francesco Bullo

Verification of infinite-state Markov chains is still a challenge despite several fruitful numerical or statistical approaches. For decisive Markov chains, there is a simple numerical algorithm that frames the reachability probability as…

计算机科学中的逻辑 · 计算机科学 2024-09-30 Benoît Barbot , Patricia Bouyer , Serge Haddad

This paper describes how a time-varying Markov model was used to forecast housing development at a master-planned community during a transition from high to low growth. Our approach draws on detailed historical data to model the dynamics of…

计量经济学 · 经济学 2024-08-30 Christopher K. Allsup , Irene S. Gabashvili

This chapter discusses the interplay between structure and dynamics in complex networks. Given a particular network with an endowed dynamics, our goal is to find partitions aligned with the dynamical process acting on top of the network. We…

社会与信息网络 · 计算机科学 2020-05-08 Michael T. Schaub , Jean-Charles Delvenne , Renaud Lambiotte , Mauricio Barahona

We fully solve a sorting problem with heterogeneous firms and multiple heterogeneous workers whose skills are imperfect substitutes. We show that optimal sorting, which we call mixed and countermonotonic, is comprised of two regions. In the…

综合经济学 · 经济学 2023-11-28 Job Boerma , Aleh Tsyvinski , Alexander P. Zimin

Complex networks has been a hot topic of research over the past several years over crossing many disciplines, starting from mathematics and computer science and ending by the social and biological sciences. Random graphs were studied to…

计算机与社会 · 计算机科学 2021-01-28 Alaa Eddin Alchalabi

Job marketplace is a heterogeneous graph composed of interactions among members (job-seekers), companies, and jobs. Understanding and modeling job marketplace can benefit both job seekers and employers, ultimately contributing to the…

信息检索 · 计算机科学 2024-08-09 Yaochen Zhu , Liang Wu , Binchi Zhang , Song Wang , Qi Guo , Liangjie Hong , Luke Simon , Jundong Li

The theoretical base of the research of occupational injuries is the idea of the process as Markov chain of random variables. However the exact proof of this position was not carried out whereas the experimental passing of the hypothesis is…

应用统计 · 统计学 2015-03-17 Boris A. Zyryanov