Research

Research Paper Author & Researcher Year Finished
AI in Healthcare
A Multi-Output Network with U-net Enhanced Class Activation Map and RobustClassification Performance for Medical Imaging Analysis: [Upcoming, also covered on Scentia page] Jaiden Shraut, Leon Liu, Jonathan Gong, Yiqiao Yin Dec. 2022
Automated Segmentation and Classification of Aerial Forest Imagery: [link, also covered by media] Kieran Pichai, Benjamin Park, Aaron Bao, Yiqiao Yin Nov. 2022
Towards Explainable AI on Chest X-ray Diagnosis using Image Segmentation and CAM Visualization: [Third Symposium on Knowledge-guided ML (KGML-AAAI-22), KGML-AAAI-22 Home, for this work see Day 2 Session 5, scheduled at 2PM EST] Leon Liu, Yiqiao Yin Nov. 2022
Using Machine Learning to Classify Human Fetal Health and Analyze Feature Importance Yash Bingi, Yiqiao Yin Jan. 2023
A Machine Learning based Enrollment Rate Forecasting System [Pre-printed, OHDSI Link, OHDSI Agenda] (Credits for Edna Benko Williams) Yiqiao Yin Oct. 2022
K12 AI Education and AI4ALL
AI4ALL: K12 AI Education [Easychair preprint, ] Yiqiao Yin Aug. 2022
Representation Learning and Explainable AI
Towards Explainable Artificial Intelligence Using Interaction-Based Representation Learning Yiqiao Yin May 2022
Fundamentals of Interaction-based Learning Yiqiao Yin Apr. 2022
XAI in Healthcare: A Novel XAI Approach Towards Radiology Image Classification: [AAAI 22′ Workshops, W37 Home, Poster, Presentation | Details: AAAI 22′ Schedule Home, AAAI 22′ Workshop Page (My talk is in W37: Trustworthy AI in Healthcare)] | Updated slides. Yiqiao Yin Mar. 2022
I-score Review Paper: A Novel Approach to Explainable AI Yiqiao Yin Jan. 2022
Interaction-based Recurrent Neural Networks Yiqiao Yin Dec. 2021
Interaction-based Convolutional Neural Networks Yiqiao Yin Dec. 2021
An Interaction-based Method Yiqiao Yin Dec. 2021
Money Management
Art of Money Management Yiqiao Yin Jan. 2017
Trading and Secondary Market
Buy Signal From Limit Theory: An Empirical Investigation Yiqiao Yin Jun. 2020
Buy Signal from Limit Theorem Yiqiao Yin May 2018
Time Series Analysis on Stock Returns Yiqiao Yin May 2017
Martingale to Optimal Trading Yiqiao Yin Oct. 2016
Anomaly Correction by Trading Frequency [3] [Slide] Yiqiao Yin Sep. 2016
Absolute Alpha with Moving Averages: A Consistent Trading Strategy [Slide] Yiqiao Yin Apr. 2016
Absolute Alpha with Limited Leverage Yiqiao Yin Feb. 2016
Absolute Alpha by Beta Manipulation Yiqiao Yin Oct. 2014
Macroeconomics
Trade Dynamics with Endogenous Contact Rate Yiqiao Yin May 2016
Empirical Asset pricing
Empirical Study on Greed [2] Yiqiao Yin Jan. 2016
Alternative Empirical Study on Market Value Balance Sheet [2] Yiqiao Yin Dec. 2015
Empirical Study on Market Value Balance Sheet (MVBS) Yiqiao Yin Nov. 2015
Cross-section Study on Stock Returns to Future-expectation Theorem Yiqiao Yin Oct. 2015
How to Understand Future Returns of a Security? [1] Yiqiao Yin Winter 2014

Note:
[1] Original edition published in Journal of Undergraduate Research Fall 2013. Volume 12. Issue 1. Available online JUR at University of Rochester.
[2] Data from Wharton Research Data Service and Ken French Data Library.
[3] Original edition published in Columbia Undergraduate Science Journal. Volume 11. Spring 2017. pp.4-7. Available online CUSJ at Columbia University.
[4] Proprietary information. Contact me via LinkedIn if you are interested.

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