Search Results

StockEmotions: Discover Investor Emotions for Financial Sentiment Analysis and Multivariate Time Series

1 code implementation23 Jan 2023

There has been growing interest in applying NLP techniques in the financial domain, however, resources are extremely limited.

Emotion Classification Multivariate Time Series Forecasting +2

Generative Meta-Learning Robust Quality-Diversity Portfolio

1 code implementation15 Jul 2023

The weights of the model are updated using a gradient-based optimizer.

Meta-Learning

FinRL: A Deep Reinforcement Learning Library for Automated Stock Trading in Quantitative Finance

6 code implementations19 Nov 2020

In this paper, we introduce a DRL library FinRL that facilitates beginners to expose themselves to quantitative finance and to develop their own stock trading strategies.

reinforcement-learning Reinforcement Learning (RL) +1

TradeMaster: A Holistic Quantitative Trading Platform Empowered by Reinforcement Learning

1 code implementation NeurIPS 2023

Despite the availability of abundant financial data and advanced RL techniques, a remarkable gap still exists between the potential and realized utilization of RL in financial trading.

Temporal Relational Ranking for Stock Prediction

3 code implementations25 Sep 2018

Our RSR method advances existing solutions in two major aspects: 1) tailoring the deep learning models for stock ranking, and 2) capturing the stock relations in a time-sensitive manner.

Relation Network Stock Prediction +1

Pump and Dumps in the Bitcoin Era: Real Time Detection of Cryptocurrency Market Manipulations

1 code implementation4 May 2020

In this paper, we perform an in-depth analysis of pump and dump schemes organized by communities over the Internet.

Listening to Chaotic Whispers: A Deep Learning Framework for News-oriented Stock Trend Prediction

4 code implementations6 Dec 2017

Stock trend prediction plays a critical role in seeking maximized profit from stock investment.

Quantum Communications

1 code implementation4 Nov 2023

The ability to control individual quantum systems for the purpose of information processing and communication is no longer a theoretical dream, but is steadily becoming routine in laboratories and startups around the world.

Quantum Physics

What You Say and How You Say It Matters: Predicting Stock Volatility Using Verbal and Vocal Cues

1 code implementation ACL 2019

Prior research has shown that textual information in a firm{'}s financial statement can be used to predict its stock{'}s risk level.

EmTract: Extracting Emotions from Social Media

1 code implementation7 Dec 2021

We develop an open-source tool (EmTract) that extracts emotions from social media text tailed for financial context.