Lisa Anthony, PhD 
lanthony@cise.ufl.edu 
X equals 
4 liters… 
Pictures from flickr.com by Creative Commons License 
Turbo 
boost!
Lisa Anthony, PhD 
lanthony@cise.ufl.edu 
X equals 
4 liters… 
Pictures from flickr.com by Creative Commons License 
Turbo 
boost!
@drlanthony 
Research Approach 
 What are “natural user interactions”? 
Why NUIs for Children 
Touchscreen Interaction Projects 
Future Research 
Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 3
@drlanthony 
Research Approach 
 What are “natural user interactions”? 
Why NUIs for Children 
Touchscreen Interaction Projects 
Future Research 
Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 4
VIDEO LINK: 
https://www.youtube.com/watch?v=6ECVHsUVuJg 
Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD @drlanthony 5
speech 
intent 
touch 
vision 
gesture 
motion 
Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD @drlanthony 6
natural interaction 
doesn’t interfere 
with the user’s task 
Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD @drlanthony 7
@drlanthony 
Understanding 
user needs and 
capabilities 
Developing 
new intelligent 
algorithms 
Design the 
algorithms 
informed by 
user behavior 
Design the 
interfaces 
informed by 
tech strengths 
Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 8
Computer science 
Machine learning 
Statistics 
… 
@drlanthony 
Understanding 
user needs and 
capabilities 
Developing 
new intelligent 
algorithms 
Design the 
algorithms 
informed by 
user behavior 
Design the 
interfaces 
informed by 
tech strengths 
Psychology 
Social science 
Ergonomics 
… 
Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 9
speech 
intent 
touch 
vision 
gesture 
motion 
Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD @drlanthony 10
@drlanthony 
Research Approach 
 What are “natural user interactions”? 
Why NUIs for Children 
Touchscreen Interaction Projects 
Future Research 
Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 11
kids are 
hands-on and 
learn by doing 
Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD @drlanthony 12
kids apply real-world 
metaphors 
to technology 
Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD @drlanthony 13
VIDEO LINK: 
https://www.youtube.com/watch?v=aXV-yaFmQNk 
Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD @drlanthony 14
Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD @drlanthony 15
LETTERS SHAPES 
Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 16 
@drlanthony 
A 
E 
Q 
Δ 
O 
+ 
drawn to scale
LETTERS SHAPES 
Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 17 
@drlanthony 
A 
E 
Q 
Δ 
O 
+ 
drawn to scale 
Adult Child Adult Child
X equals 
4 liters… 
Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD @drlanthony 18
@drlanthony 
Research Approach 
 What are “natural user interactions”? 
Why NUIs for Children 
Touchscreen Interaction Projects 
Future Research 
Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 19
1. Understanding how kids use touchscreens now 
2. Understanding patterns in how kids make touch gestures 
3. Understanding when and why current touch gesture 
@drlanthony 
recognition approaches don’t work 
4. Designing and developing new algorithms for touch 
gestures 
5. Designing and developing tools to help developers analyze 
input behavior patterns and choose the best gestures / 
recognizers for their specific context 
Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 20
Touch cloud 
Gesture 
@drlanthony 
“Mobile Touch and Gesture Interaction for Children” 
https://mtagic.wordpress.com/ 
Funding support: NSF HCC Small 
 NSF CISE #IIS-1218395/IIS-1433228 and IIS-1218664 
Collaborators: 
 Quincy Brown (Bowie State University) 
 Students from UMBC, Bowie State, and UF 
Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 21
4 studies with kids and adults (S1^, S2*, S3*, S4-ongoing) 
^ Brown, Q. and Anthony, L. 2012. Toward Comparing the Touchscreen Interaction Patterns of Kids and Adults. Proc. ACM SIGCHI Workshop on 
Educational Software, Interfaces and Technology (EIST’2012), Austin, TX, 05-06 May 2012. 
* Anthony, L., Brown, Q., Nias, J., Tate, B., and Mohan, S. 2012. Interaction and Recognition Challenges in Interpreting Children’s Touch and 
Gesture Input on Mobile Devices. Proc. ACM Conf. on Interactive Tabletops and Surfaces (ITS’2012), Cambridge, MA, 14 Nov 2012, p.225-234. 
@drlanthony 
 49 kids (ages 7-17), 36 adults (ages 18+) 
Study 2 
setting 
Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 22
Touch Task 
Study 2 
Gesture Task 
Study 2 
Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD @drlanthony 23
Blue triangles: adults 
Red squares: children 
Black outline: target 
Phone 
screen 
outline 
Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD @drlanthony 24
Study 2a (ITS 2012) Study 2b (JPUC 2014) 
100% 
90% 
80% 
70% 
60% 
50% 
40% 
30% 
20% 
10% 
0% 
7 to 10 
11 to 13 
14 to 17 
Adults 18+ 
Very Small (0.125") Small (0.25") Medium (0.375") Large (0.5") 
Average Proportion of Misses 
Target Size (inches) 
Average proportion of misses by target size for adults and children over all targets. 
Error bars show 95% confidence interval. 
** significant at the p<0.01 level * significant at the p<0.05 level 
@drlanthony 
1. Children miss more targets than adults** 
2. Smallest targets most challenging* 
100% 
90% 
80% 
70% 
60% 
50% 
40% 
30% 
20% 
10% 
0% 
Adults 
Children 
Very Small (0.125") Small (0.25") Medium (0.375") Large (0.5") 
Average Proportion of Misses 
Target Size (inches) 
Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 25
Children 
Adults 
Study 1 (EIST 2012) 
Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD @drlanthony 26
Visual Feedback 
(children) 
No Visual Feedback 
(children) 
Study 2 (IDC 2013) 
Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD @drlanthony 27
Adults 
Children 
Study 2a (ITS 2012) 
<60% 60-65% 65-70% 70-75% 75-80% 80-85% 85-90% 90-95% 95-100% 
Recognition Accuracy 
Histogram of recognition accuracy distribution 
for gestures drawn by children and by adults. 
** significant at the p<0.01 level 
6 
5 
4 
3 
2 
1 
0 
Number of Participants 
^ Anthony, L. and Wobbrock, J.O. 2010. A Lightweight Multistroke Recognizer for User Interface Prototypes. Proc. Graphics Interface (GI’2010), 
Ottawa, Canada, 02 Jun 2010, p.245-252. 
@drlanthony 
1. Kids make gestures differently than adults 
 S1: kids make bigger gestures** 
 S1: kids make gestures with more strokes** 
2. Kids’ gestures are recognized^ 
less accurately than adults’** 
 S2: correlated to age** 
Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 28
Design guidelines app 
@drlanthony 
Demonstrate design recommendations in 
an open-source app as a tool for developers 
Kids make gestures and touch targets 
differently than do adults: we can design 
and develop for this 
Next steps: 
 Understanding younger kids’ touch and 
gesture patterns 
 Understanding and designing contextualized 
interactions 
 Developing child-specific recognizers 
Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 29
Kids’ gestures are recognized less accurately than adults’ by 
modern recognizers designed for adults 
Study 2b (JPUC 2014) Best 
performer 
on kids 
aged 7 to 10 
is still only 
at 84% 
@drlanthony 
 Even when trained on kids gestures! 
100.0% 
90.0% 
80.0% 
70.0% 
60.0% 
50.0% 
40.0% 
30.0% 
20.0% 
10.0% 
0.0% 
7 to 10 11 to 13 14 to 17 Adults 18+ 
Recognition Accuracy 
Participant Age Groups 
User-Independent TabletPC User-Independent $P 
User-Dependent $N-Protractor User-Dependent $P 
Recognition performance by age group for each 
of the four recognizer configurations tested. 
Error bars indicate the 95% confidence interval. 
Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 30
@drlanthony 
Research Approach 
 What are “natural user interactions”? 
Why NUIs for Children 
Touchscreen Interaction Projects 
Future Research 
Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 31
1. Understanding how kids use whole-body interaction now 
2. Understanding patterns in how kids move and make hand 
@drlanthony 
and body gestures 
3. Understanding when and why current hand and body 
gesture recognition approaches don’t work 
4. Designing and developing new algorithms for hand and 
body gestures 
Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 32
@drlanthony 
Education 
Fitness 
Games 
Multimodal Algebra Equation Solving 
(PhD thesis, Carnegie Mellon, 2008) 
Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 33
Image from PufferFish Ltd. 
Investigating Public Engagement with Science 
@drlanthony 
Education 
Fitness 
Games 
(new project) 
Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 34
@drlanthony 
Education 
Fitness 
Games 
Kinect Games for Exercise 
http://kinectforexercise.wordpress.com 
Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 35
Acknowledgments: 
National Science Foundation, 
Pittsburgh Science of Learning 
Center, University of Florida, 
University of Maryland 
Baltimore County 
@drlanthony 
Lisa Anthony, PhD 
 lanthony@cise.ufl.edu @drlanthony 
 http://lisa-anthony.com and http://init.cise.ufl.edu 
speech 
intent 
touch 
vision 
gesture 
motion 
Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 36

Gesture Interaction with Children for Education, Fitness, Games

  • 1.
    Lisa Anthony, PhD lanthony@cise.ufl.edu X equals 4 liters… Pictures from flickr.com by Creative Commons License Turbo boost!
  • 2.
    Lisa Anthony, PhD lanthony@cise.ufl.edu X equals 4 liters… Pictures from flickr.com by Creative Commons License Turbo boost!
  • 3.
    @drlanthony Research Approach  What are “natural user interactions”? Why NUIs for Children Touchscreen Interaction Projects Future Research Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 3
  • 4.
    @drlanthony Research Approach  What are “natural user interactions”? Why NUIs for Children Touchscreen Interaction Projects Future Research Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 4
  • 5.
    VIDEO LINK: https://www.youtube.com/watch?v=6ECVHsUVuJg Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD @drlanthony 5
  • 6.
    speech intent touch vision gesture motion Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD @drlanthony 6
  • 7.
    natural interaction doesn’tinterfere with the user’s task Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD @drlanthony 7
  • 8.
    @drlanthony Understanding userneeds and capabilities Developing new intelligent algorithms Design the algorithms informed by user behavior Design the interfaces informed by tech strengths Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 8
  • 9.
    Computer science Machinelearning Statistics … @drlanthony Understanding user needs and capabilities Developing new intelligent algorithms Design the algorithms informed by user behavior Design the interfaces informed by tech strengths Psychology Social science Ergonomics … Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 9
  • 10.
    speech intent touch vision gesture motion Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD @drlanthony 10
  • 11.
    @drlanthony Research Approach  What are “natural user interactions”? Why NUIs for Children Touchscreen Interaction Projects Future Research Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 11
  • 12.
    kids are hands-onand learn by doing Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD @drlanthony 12
  • 13.
    kids apply real-world metaphors to technology Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD @drlanthony 13
  • 14.
    VIDEO LINK: https://www.youtube.com/watch?v=aXV-yaFmQNk Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD @drlanthony 14
  • 15.
    Understanding, Designing, andDeveloping Natural User Interactions for Children / Lisa Anthony, PhD @drlanthony 15
  • 16.
    LETTERS SHAPES Understanding,Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 16 @drlanthony A E Q Δ O + drawn to scale
  • 17.
    LETTERS SHAPES Understanding,Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 17 @drlanthony A E Q Δ O + drawn to scale Adult Child Adult Child
  • 18.
    X equals 4liters… Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD @drlanthony 18
  • 19.
    @drlanthony Research Approach  What are “natural user interactions”? Why NUIs for Children Touchscreen Interaction Projects Future Research Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 19
  • 20.
    1. Understanding howkids use touchscreens now 2. Understanding patterns in how kids make touch gestures 3. Understanding when and why current touch gesture @drlanthony recognition approaches don’t work 4. Designing and developing new algorithms for touch gestures 5. Designing and developing tools to help developers analyze input behavior patterns and choose the best gestures / recognizers for their specific context Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 20
  • 21.
    Touch cloud Gesture @drlanthony “Mobile Touch and Gesture Interaction for Children” https://mtagic.wordpress.com/ Funding support: NSF HCC Small  NSF CISE #IIS-1218395/IIS-1433228 and IIS-1218664 Collaborators:  Quincy Brown (Bowie State University)  Students from UMBC, Bowie State, and UF Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 21
  • 22.
    4 studies withkids and adults (S1^, S2*, S3*, S4-ongoing) ^ Brown, Q. and Anthony, L. 2012. Toward Comparing the Touchscreen Interaction Patterns of Kids and Adults. Proc. ACM SIGCHI Workshop on Educational Software, Interfaces and Technology (EIST’2012), Austin, TX, 05-06 May 2012. * Anthony, L., Brown, Q., Nias, J., Tate, B., and Mohan, S. 2012. Interaction and Recognition Challenges in Interpreting Children’s Touch and Gesture Input on Mobile Devices. Proc. ACM Conf. on Interactive Tabletops and Surfaces (ITS’2012), Cambridge, MA, 14 Nov 2012, p.225-234. @drlanthony  49 kids (ages 7-17), 36 adults (ages 18+) Study 2 setting Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 22
  • 23.
    Touch Task Study2 Gesture Task Study 2 Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD @drlanthony 23
  • 24.
    Blue triangles: adults Red squares: children Black outline: target Phone screen outline Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD @drlanthony 24
  • 25.
    Study 2a (ITS2012) Study 2b (JPUC 2014) 100% 90% 80% 70% 60% 50% 40% 30% 20% 10% 0% 7 to 10 11 to 13 14 to 17 Adults 18+ Very Small (0.125") Small (0.25") Medium (0.375") Large (0.5") Average Proportion of Misses Target Size (inches) Average proportion of misses by target size for adults and children over all targets. Error bars show 95% confidence interval. ** significant at the p<0.01 level * significant at the p<0.05 level @drlanthony 1. Children miss more targets than adults** 2. Smallest targets most challenging* 100% 90% 80% 70% 60% 50% 40% 30% 20% 10% 0% Adults Children Very Small (0.125") Small (0.25") Medium (0.375") Large (0.5") Average Proportion of Misses Target Size (inches) Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 25
  • 26.
    Children Adults Study1 (EIST 2012) Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD @drlanthony 26
  • 27.
    Visual Feedback (children) No Visual Feedback (children) Study 2 (IDC 2013) Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD @drlanthony 27
  • 28.
    Adults Children Study2a (ITS 2012) <60% 60-65% 65-70% 70-75% 75-80% 80-85% 85-90% 90-95% 95-100% Recognition Accuracy Histogram of recognition accuracy distribution for gestures drawn by children and by adults. ** significant at the p<0.01 level 6 5 4 3 2 1 0 Number of Participants ^ Anthony, L. and Wobbrock, J.O. 2010. A Lightweight Multistroke Recognizer for User Interface Prototypes. Proc. Graphics Interface (GI’2010), Ottawa, Canada, 02 Jun 2010, p.245-252. @drlanthony 1. Kids make gestures differently than adults  S1: kids make bigger gestures**  S1: kids make gestures with more strokes** 2. Kids’ gestures are recognized^ less accurately than adults’**  S2: correlated to age** Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 28
  • 29.
    Design guidelines app @drlanthony Demonstrate design recommendations in an open-source app as a tool for developers Kids make gestures and touch targets differently than do adults: we can design and develop for this Next steps:  Understanding younger kids’ touch and gesture patterns  Understanding and designing contextualized interactions  Developing child-specific recognizers Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 29
  • 30.
    Kids’ gestures arerecognized less accurately than adults’ by modern recognizers designed for adults Study 2b (JPUC 2014) Best performer on kids aged 7 to 10 is still only at 84% @drlanthony  Even when trained on kids gestures! 100.0% 90.0% 80.0% 70.0% 60.0% 50.0% 40.0% 30.0% 20.0% 10.0% 0.0% 7 to 10 11 to 13 14 to 17 Adults 18+ Recognition Accuracy Participant Age Groups User-Independent TabletPC User-Independent $P User-Dependent $N-Protractor User-Dependent $P Recognition performance by age group for each of the four recognizer configurations tested. Error bars indicate the 95% confidence interval. Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 30
  • 31.
    @drlanthony Research Approach  What are “natural user interactions”? Why NUIs for Children Touchscreen Interaction Projects Future Research Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 31
  • 32.
    1. Understanding howkids use whole-body interaction now 2. Understanding patterns in how kids move and make hand @drlanthony and body gestures 3. Understanding when and why current hand and body gesture recognition approaches don’t work 4. Designing and developing new algorithms for hand and body gestures Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 32
  • 33.
    @drlanthony Education Fitness Games Multimodal Algebra Equation Solving (PhD thesis, Carnegie Mellon, 2008) Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 33
  • 34.
    Image from PufferFishLtd. Investigating Public Engagement with Science @drlanthony Education Fitness Games (new project) Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 34
  • 35.
    @drlanthony Education Fitness Games Kinect Games for Exercise http://kinectforexercise.wordpress.com Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 35
  • 36.
    Acknowledgments: National ScienceFoundation, Pittsburgh Science of Learning Center, University of Florida, University of Maryland Baltimore County @drlanthony Lisa Anthony, PhD  lanthony@cise.ufl.edu @drlanthony  http://lisa-anthony.com and http://init.cise.ufl.edu speech intent touch vision gesture motion Understanding, Designing, and Developing Natural User Interactions for Children / Lisa Anthony, PhD 36