YoVDO

ERICA - Interaction Mining Mobile Apps

Offered By: Association for Computing Machinery (ACM) via YouTube

Tags

ACM SIGCHI Courses Android Development Courses Machine Learning Courses User Experience Design Courses

Course Description

Overview

Explore a groundbreaking approach to mobile app design analysis in this 22-minute conference talk from the ACM Symposium on User Interface Software and Technology. Delve into the concept of interaction mining, which captures both static and dynamic components of app design. Learn about ERICA, an innovative system that enables scalable, human-computer interaction mining of existing Android apps without modifications. Discover how the researchers collected interaction traces from over a thousand popular Android apps and used machine learning to detect elements and layouts indicative of 23 common user flows. Gain insights into the creation of the largest online search engine for user flows in Android apps, featuring more than 3000 indexed flow examples. Understand the importance of user flows in UX design and how this research contributes to data-driven app design applications.

Syllabus

ERICA: Interaction Mining Mobile Apps


Taught by

ACM SIGCHI

Related Courses

Introduction to Artificial Intelligence
Stanford University via Udacity
Natural Language Processing
Columbia University via Coursera
Probabilistic Graphical Models 1: Representation
Stanford University via Coursera
Computer Vision: The Fundamentals
University of California, Berkeley via Coursera
Learning from Data (Introductory Machine Learning course)
California Institute of Technology via Independent