Stock Price Pattern Prediction Based on Complex Network and Machine Learning

Fluctuation behavior analysis of international crude oil and gasoline price based on complex network perspective

(2016) Minggang Wang et al.   APPLIED ENERGY

Multiscale limited penetrable horizontal visibility graph for analyzing nonlinear time series

(2016) Zhong-Ke Gao et al.   Scientific Reports

Predicting stock and stock price index movement using Trend Deterministic Data Preparation and machine learning techniques

(2015) Jigar Patel et al.   EXPERT SYSTEMS WITH APPLICATIONS

Evaluating multiple classifiers for stock price direction prediction

(2015) Michel Ballings et al.   EXPERT SYSTEMS WITH APPLICATIONS

Characterizing system dynamics with a weighted and directed network constructed from time series data

(2014) Xiaoran Sun et al.   CHAOS

Time series analysis of the developed financial markets’ integration using visibility graphs

(2014) Enyu Zhuang et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

Novel method of identifying time series based on network graphs

(2011) Ying Li et al.   COMPLEXITY

A comparison of two methods for modeling large-scale data from time series as complex networks

(2011) Ying Li et al.   AIP Advances

A method for automatic stock trading combining technical analysis and nearest neighbor classification

(2010) Lamartine Almeida Teixeira et al.   EXPERT SYSTEMS WITH APPLICATIONS

Recurrence networks—a novel paradigm for nonlinear time series analysis

(2010) Reik V Donner et al.   NEW JOURNAL OF PHYSICS

Topological properties of stock market networks: The case of Brazil

(2010) Benjamin M. Tabak et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

Complex network approach for recurrence analysis of time series

(2009) Norbert Marwan et al.   PHYSICS LETTERS A

Superfamily phenomena and motifs of networks induced from time series

(2008) X. Xu et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

From time series to complex networks: The visibility graph

(2008) Lucas Lacasa et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Application of wrapper approach and composite classifier to the stock trend prediction

(2007) C HUANG et al.   EXPERT SYSTEMS WITH APPLICATIONS

Complex network-based time series analysis

(2007) Yue Yang et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS