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Guang,SUN(last name is SUN)'s Projects

a-deep-learning-based-illegal-insider-trading-detection-and-prediction-technique-in-stock-market icon a-deep-learning-based-illegal-insider-trading-detection-and-prediction-technique-in-stock-market

Illegal insider trading of stocks is based on releasing non-public information (e.g., new product launch, quarterly financial report, acquisition or merger plan) before the information is made public. Detecting illegal insider trading is difficult due to the complex, nonlinear, and non-stationary nature of the stock market. In this work, we present an approach that detects and predicts illegal insider trading proactively from large heterogeneous sources of structured and unstructured data using a deep-learning based approach combined with discrete signal processing on the time series data. In addition, we use a tree-based approach that visualizes events and actions to aid analysts in their understanding of large amounts of unstructured data. Using existing data, we have discovered that our approach has a good success rate in detecting illegal insider trading patterns. My research paper (IEEE Big Data 2018) on this can be found here: https://arxiv.org/pdf/1807.00939.pdf

abu icon abu

阿布量化交易系统(股票,期权,期货,比特币,机器学习) 基于python的开源量化交易,量化投资架构

analytics_vidhya icon analytics_vidhya

Codes related to activities on AV including articles, hackathons and discussions.

awesome-python-cn icon awesome-python-cn

Python资源大全中文版,包括:Web框架、网络爬虫、模板引擎、数据库、数据可视化、图片处理等,由伯乐在线持续更新。

boss_spider icon boss_spider

爬取BOSS直聘的招聘信息,将数据存放于Excel做分析

cfg-compression icon cfg-compression

Implementation of context free grammar compression algorithms Sequitur and Re-Pair. Uses Huffman Encoding to encode the resulting context free grammar.

dash-px icon dash-px

Simple Dash app using Plotly Express

deep-reinforcement_learning icon deep-reinforcement_learning

This repository contains the source code and documentation for the course project of the Deep Reinforcement Learning class at Northwestern University. The goal of the project was setting up an Open AI Gym and train different Deep Reinforcement Learning algorithms on the same environment to find out strengths and weaknesses for each algorithm. This will help us to get a better understanding of these algorithms and when it makes sense to use a particular algorithm or modification.

deepesn icon deepesn

Deep Echo State Network (DeepESN) Python library

deeplearning icon deeplearning

深度学习入门教程, 优秀文章, Deep Learning Tutorial

echostatenetworks icon echostatenetworks

Materials related to the Medium article "Predicting Stock Prices with Echo State Networks".

esnet icon esnet

ESNet: An Efficient Symmetric Network for Real-time Semantic Segmentation

excel_analysis icon excel_analysis

Excel虽然可以非常方便地处理数据,但数据量大时速度就变慢了,本项目把Excel数据分析的常用功能:筛选、多表合并、多表汇总、多表分组,通过Python+Pandas重新实现,因为Pandas处理数据更快且能处理大的数据,此工具还可根据业务需求灵活修改少量代码实现通用。

face_recognition icon face_recognition

The world's simplest facial recognition api for Python and the command line

financial_life icon financial_life

A framework for analysing financial products in personalized contexts

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