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machine learning

Twitter Analytics on Companies, Executives, and COVID-19

Twitter Analytics on Companies, Executives, and COVID-19

Slides from the SMU PhD Research Workshop + Information Session

Forecasting and Forensic Analytics, Fall 2023

Forecasting and Forensic Analytics, Fall 2023

A course using R to solve problems in accounting with data and analytics.

Machine Learning for Social Science, Fall 2023

Machine Learning for Social Science, Fall 2023

Applied machine learning for all social science disciplines.

Demystifying Analytics, AI, and Machine Learning

Demystifying Analytics, AI, and Machine Learning

This talk focuses on data analytics, AI, and machine learning, examinig different uses cases for methods. Examples include portfolio allocation using statistics, misreporting detection using machine learning, and transformer neural network applications.

Understanding Sentiment Through Financial Context, 2022

Understanding Sentiment Through Financial Context, 2022

Presentation on “Understanding Sentiment Through Financial Context.”

Twitter Analytics on Companies, Executives, and COVID-19

Twitter Analytics on Companies, Executives, and COVID-19

Slides from the SMU PhD Research Workshop + Information Session

Machine Learning for Social Science, Fall 2022

Machine Learning for Social Science, Fall 2022

Applied machine learning for all social science disciplines.

Misreporting Detection: Past to Future

Misreporting Detection: Past to Future

This talk extends on Brown, Crowley, and Elliott (2020, JAR) by discussing time-variation in misreporting predictability and demonstrating the effectiveness of nonparametric ML-based methods for prediction.

Twitter Analytics on Companies, Executives, and COVID-19

Twitter Analytics on Companies, Executives, and COVID-19

Slides from the SMU PhD Research Workshop + Information Session

Accounting Applications of Social Media Data

Accounting Applications of Social Media Data

Slides from the 2021 SMU PhD Research Workshop

Machine Learning for Social Science, Fall 2021

Machine Learning for Social Science, Fall 2021

Applied machine learning for all social science disciplines.

Forecasting and Forensic Analytics, Fall 2021

Forecasting and Forensic Analytics, Fall 2021

A course using R to solve problems in accounting with data and analytics.

Python and Machine Learning for Accounting Faculty, Summer 2021

Python and Machine Learning for Accounting Faculty, Summer 2021

An intensive course on machine learning using python for accounting faculty.

Leveraging Social Media for Social Science Applications (2021)

Leveraging Social Media for Social Science Applications (2021)

Presentation for SMU’s Second Interdisciplinary Seminar

A deep dive into Brown, Crowley, and Elliott (2020)

A deep dive into Brown, Crowley, and Elliott (2020)

Summer camp lecture presented to the IIM Calcutta Summer Camp, 2021

Using Machine Learning to Detect Financial Fraud, 2021

Using Machine Learning to Detect Financial Fraud, 2021

Public lecture on “Using Machine Learning to Detect Financial Fraud.”

Twitter Analytics on Companies, Executives, and COVID-19

Twitter Analytics on Companies, Executives, and COVID-19

Slides from the SMU PhD Research Workshop + Information Session

Forecasting and Forensic Analytics, Fall 2020

Forecasting and Forensic Analytics, Fall 2020

A course using R to solve problems in accounting with data and analytics.

Executive Tweets, 2020

Executive Tweets, 2020

Research on executives’ tweeting behavior and its market impact.

Forecasting and Forensic Analytics, Fall 2019

Forecasting and Forensic Analytics, Fall 2019

A course using R to solve problems in accounting with data and analytics.

Text analytics and accounting: Social media and fraud detection

Text analytics and accounting: Social media and fraud detection

Slides from the SMU PhD Research Workshop + Information Session

Corporate Fraud, LDA, and Econometrics — DSSG talk, 2019

Corporate Fraud, LDA, and Econometrics — DSSG talk, 2019

Slides from my Data Science Singapore (DSSG) talk

Detecting Financial Misreporting in 2019

Detecting Financial Misreporting in 2019

A brief overview of using machine learning to detect financial misreporting at scale.

What are You Saying? Using Topic to Detect Financial Misreporting, 2018

What are You Saying? Using Topic to Detect Financial Misreporting, 2018

Detecting financial misreporting by leveraging the information firms wrote in their annual reports.

Discretionary Dissemination on Twitter, 2018

Discretionary Dissemination on Twitter, 2018

Research on when and how firms tweet about accounting information.

Forecasting and Forensic Analytics, Fall 2018

Forecasting and Forensic Analytics, Fall 2018

A course using R to solve problems in accounting with data and analytics.