Research

Papers

  • 2022-12 | Jaiden Shraut, Leon Liu, Jonathan Gong, Yiqiao Yin (2022), A Multi-Output Network with U-net Enhanced Class Activation Map and Robust Classification Performance for Medical Imaging Analysis: [Upcoming, also covered on Scentia page]
  • 2022-11 | Kieran Pichai, Benjamin Park, Aaron Bao, Yiqiao Yin (2022), Automated Segmentation and Classification of Aerial Forest Imagery, Analytics, 1(2), 135-143: [link, media]
  • 2022-08 | Yiqiao Yin (2022+), AI4ALL and K12 AI Education: [Link, Preprint]
  • 2022-01 | Shaw-hwa Lo and Yiqiao Yin (2022), An I-score Review Paper – A Novel Approach to Adopt Explainable Artificial Intelligence (Jan., 2022), Adv. Mach. Learn. Art. Inte., 3(1), 01-11: [Print]
  • 2021-12 | Shaw-hwa Lo and Yiqiao Yin (2021), An Interaction-based Recurrent Neural Network (IRNN) (Dec., 2021), Mach. Learn. Knowl. Extr., 3(4), 922-945: [Arxiv, Print]
  • 2021-12 | Shaw-hwa Lo and Yiqiao Yin (2021), An Interaction-based Convolutional Neural Network (ICNN) (Dec., 2021), Algorithms, 14(11), 337: [ArXiv, Print]
  • 2021-12 | Shaw-hwa Lo and Yiqiao Yin (2021), A Novel Interaction-based Method (Dec., 2021), Discover Artificial Intelligence, 1(16): [ArXiv, Print]

Conferences

  • 2022-11 | Leon Liu, Yiqiao Yin (2022), Towards Explainable AI on Chest X-ray Diagnosis using Image Segmentation and CAM Visualization (Nov, 2022), Third Symposium on Knowledge-Guided ML (KGML-AAAI-22), Held as part of AAAI Fall Symposium Series (FSS) 2022 in November: [Link, scheduled on Day 2 Session 5 at 2PM EST at Westin Arlington Gateway, Room Fitzgerald D, Arlington, VA]
  • 2022-10 | Yiqiao Yin (credit to Edna Williams) (2022), A Machine Learning based Enrollment Forecasting System (Oct, 2022), OHDSI: [Link, OHDSI, Oct. 14 Agenda]
  • 2022-02 | Yiqiao Yin (2022), XAI in Healthcare: A Novel XAI Approach Towards Radiology Image Classification: [AAAI 22′ Workshops, W37 Home, Poster, Presentation | Venue details: AAAI 22′ Schedule Home, AAAI 22′ Workshop Page (My talk is in W37: Trustworthy AI in Healthcare) | Updated slides]

Books

  • 2022-05 | Yiqiao Yin (2022), Towards Explainable Artificial Intelligence Using Interaction-based Representation Learning (May, 2022): [Book sale on Amazon]
  • 2022-04 | Yiqiao Yin (credit to Professor Shaw-hwa Lo) (2022), Fundamentals of Interaction-based Learning (Apr, 2022): [Book sale on Amazon]

For previous research experiences, please refer to Research page or Google Scholar.

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