intelligent and adaptive interfaces
DESCRIPTION
Intelligent and Adaptive Interfaces. Julia Schwarz April 25, 2013. Definition. An intelligent or adaptive interface is an interface that changes according to the current user and/or his/her actions. Two Kinds…. User agents : ‘Little Helper’ that acts on user’s behalf. - PowerPoint PPT PresentationTRANSCRIPT
Intelligent and Adaptive Interfaces
Julia SchwarzApril 25, 2013
Definition
An intelligent or adaptive interface is an interface that changes according to the
current user and/or his/her actions.
Two Kinds…
User agents: ‘Little Helper’ that acts on user’s behalf.
Adaptive interface: the UI changes based on context or user actions.
Outline
User Agents
Adaptive Interfaces
Responsive Interface Libraries (focus: Bootstrap)
Machine Learning Libraries (focus: Weka)
USER AGENTS‘Little Helper’ that acts on user’s behalf
Examples
How Do They Work?
• Beyesian Networks: Infer desired action based on observed data and previous user actions (Clippy, Siri). – Use Hidden Markov Models or other probabilistic
graphical models usually.• Collaborative Filtering: Find people like you
and see what they do (Netflix, Amazon).– Unsupervised Learning: K-Means, Hierarchical
Clustering
Tools for User Agents
• Found no “UI toolkits” but plenty of libraries• Bayesian Inference:– Infer.NET (C#/F# bindings, ‘probabilistic programming’)– HMM Toolbox for Matlab– GHMM (HMM for C)
• Supervised and Unsupervised Learning:– Weka– Matlab Statistics Toolbox– LibSVM: multi-language SVM library– scikit-learn: python (builds on scipy, numpy)
In Depth: Weka
• Popular among HCI community• Provides GUI for:– Building & evaluating models– Visualizing data distribution– Selecting optimal features– Basic data manipulation
• Warning: you are playing with fire!• Demo!
Aside: Why Did Clippy Fail?
ADAPTIVE INTERFACESThe UI changes based on context or user actions.
Examples
• Toolbars/widgets that autohide
• Excel auto-formatting & auto completion
• Excel: pull down to extend function
• Split menus• Auto format for paste
Examples, cont’d
• Adaptive Menus (e.g. more…)
• Autoformatting• Self-revealing toolbars • Automatic creation of
files/folders e.g. My Music, My Documents
• AI failures causes less control, not more
thank you to http://www.zuschlogin.com/?p=15
Responsive Design
Is Your Design Responsive?
http://mattkersley.com/responsive/
Responsive Design Examples
Good:• http://thegreatdiscontent.com/• http://mattkersley.com/• http://www.bostonglobe.com/Bad:• http://cnn.com• http://nytimes.comFun/Interesting:• http
://webdesign.maratz.com/lab/responsivetypography/realtime/
Frameworks for Responsive Design
• CSS to make your web pages responsive• Grid-based (lay out your UI in a grid. always)• Bootstrap fluid layout• Foundation• Skeleton• Comparison:
http://responsive.vermilion.com/compare.php
Discussion: Are Adaptive Interfaces Good?