D2K Capstone Projects

Spring 2020

D2K Affiliate Member - ExxonMobil

Natural Language Processing in Detecting Emerging Topics in Health and Environmental Science

Team Members: Yixiao Li, Esther Lim, Vladimir Belik, Siyu Guo, Josh Dunning, Patrick Chickey

The goal of the project is to create a tool to identify the emerging topics in health and environmental science so that ExxonMobil can effectively protect people and the environment on the most scientifically accurate understanding of emerging issues.

Sponsor: ExxonMobil

Sponsor Mentor: Rafael D. Moas

D2K Fellow: Jack Wang

D2K Affiliate Member - Bill.comPayment Acceleration Risk Model for Small Businesses

Team Members: Graham Curtis, Namanh Kapur, Grace Morgan, Daniel Tang, James Warner, Alex Yang

D2K Team Bill.com is working with Bill.com to develop a model that determines the risk that transactions sent from client organizations will default. Knowing an organization's risk of default, our model will be able to selectively accelerate the payments of stable organizations, bringing value to Bill.com client organizations in the form of greatly reduced payment lead times while extending minimal financial risk for Bill.com.

Sponsor: Bill.com

Sponsor Mentor: Han Shi, Eitan Anzenberg, Sangam Singh

D2K Fellow: Jack Wang

D2K Affiliate Member - MICBeat-to-beat Classification of Unlabeled ECGs in Adult Populations

Team Members: Alvin Magee, Anthony Chen, Xinyue Cui, Nicole Tan

ECG machines collect hours of data on patient heart activity each day, and doctors often do not have time to analyze all the data. Our goal is to process all the data and tag abnormalities for doctors to review.

Sponsor: Medical Informatics Corp.

Sponsor Mentor: Raajen Patel, Craig Rusin, Jamie Waugh, Vicken Asadourian

D2K Fellow: Randall Balestriero

D2K Affiliate Member - TCH

Pediatric Cardiac ICU Arrhythmias Detection

Team Members: Robert Chen, Yanwan Dai, Yerin Han, Anirudh Kuchibhatla, Mario Paciuc, and Xin Tan

We develop a novel semi-supervised classification algorithm that detects JET, a lethal heart condition, in real-time by analyzing morphologies and features of the electrocardiogram and central venous pressure signals. This algorithm eliminates alarm fatigue and saves more children who suffer from arrhythmia.

Sponsor: Texas Children’s Hospital

Sponsor Mentor: Dr. Parag Jain and Raajen Patel

D2K Fellow: Souptik Barua

Faculty Mentor: Dr. Craig Rusin

Houston Fire Dept at Rice D2K Lab

Emergency Response Demographic-Based Risk Assessment for Houston

Team Members: Melinda Ding, Nick Falkenberg, Feme Longe, Cole Morgan, Neyda Maymi, Emre Yurtbay

The Houston Fire Department (HFD) relies heavily on risk assessments to understand the risk factors of the communities they serve and to better prepare to combat emergencies when they arise. Our project objective is to create a granular risk assessment for HFD to establish key factors in determining who and why people are calling HFD, and also includes a special analysis on risk factors related to the current COVID-19 pandemic.

Sponsor: Houston Fire Department

Sponsor Mentor: Leonard Chan

D2K Fellow: Daniel LeJeune

D2K Affiliate Member - Energy TransferPredicting the Dynamics Driving US Natural Gas Liquid (NGL) Waterborne Exports

Team Members: Leslie An, Yunda Jia, Michael Sptintson, Yuetong Yang, Yue Zhuo

This project applies statistical machine learning methods to identify primary driver(s) behind US propane and butane exports from the Gulf Coast and to develop a model to aid analysts in predicting those exports given world pricing and export data for the LPG market. The results may help Energy Transfer predict changes in markets more efficiently and identify pricing strategies to capitalize on them, which will lead to higher returns.

Sponsor: Energy Transfer

Sponsor Mentor: Tony Pule

D2K Fellow: Jasper Tan

D2K Affiliate Member - BaylorInferring Genomic Signatures in Age-Related Macular Degeneration Across Different Stages

Team Members: Yu Wu, Shryans Goyal, Zishi Wang, Minjun Park, Zach Moxley

We predict the importance of certain genes that are responsible for AMD across different stages. Using those genes, we analyze gene networks to give better information to doctors to find an effective cure for AMD which currently does not exist.

Sponsor: Baylor College of Medicine

Sponsor Mentor: Dr. Rinki Ratnapriya

D2K Fellow: Emma Zohner

D2K Affiliate Member - BelvedereConnecting the dots: How the entire financial world is connected

Team Members: Ye Chen, Seth Kimmel, Ankit Narasimhan, Jordan Pflum, Yifan Zhang

Building upon previous work done to model inter-relatedness of future contracts, we seek to understand market conditions under which such inter-relatedness occurs. This gives us insight into how the futures market operates and allows us to build powerful price prediction models using this knowledge.

Sponsor: Belvedere Trading LLC

Sponsor Mentor: Dr. Andrew Wendorff

D2K Fellow: Weilie Nie

Faculty Mentor: Dr. Dan Kowal

D2K Affiliate Member - ChevronMidcontinent Business Unit Pumping Health: Predictive Maintenance

Team Members: Sara Bolf, Julia Coyner, Henry Creamer, Alexander Kalai, Kuida Liu, Kevin Ong

The project is to use daily well scan data and work-order data from Chevron to create a model that determines whether a pumping unit requires maintenance, which will later be used to create a predictive maintenance model to decrease non-producing time on these wells.

Sponsor: Chevron Corporation

Sponsor Mentor: Kristine Hu

D2K Fellow: Daniel LeJeune

D2K Affiliate Member - IntterraCross-Community Comparison of Fire and Emergency Medical Services

Team Members: Toby Han, Sue Kim, Augi Liebster, Matthew Mutammara, Chris Yum

Our work aims to organize fire departments into cohorts based on demographic/incident factors via statistical clustering methods. This context will allow departments to compare how well they provide services to their communities and explore ways that similar departments have improved their operations and outcomes.

Sponsor: Intterra

Sponsor Mentor: Brian Collins, Molly Hausmann, Jason Posthuma, Amy Ehm

D2K Fellow: Daniel Bourgeois