Top Banner
1 © Franz J. Kurfess Knowledge Interaction Franz J. Kurfess Cal Poly SLO Computer Science Department
29

1 © Franz J. Kurfess Knowledge Interaction Franz J. Kurfess Cal Poly SLO Computer Science Department.

Dec 19, 2015

Download

Documents

Welcome message from author
This document is posted to help you gain knowledge. Please leave a comment to let me know what you think about it! Share it to your friends and learn new things together.
Transcript
Page 1: 1 © Franz J. Kurfess Knowledge Interaction Franz J. Kurfess Cal Poly SLO Computer Science Department.

1© Franz J. Kurfess

Knowledge Interaction

Franz J. Kurfess

Cal Poly SLOComputer Science Department

Page 2: 1 © Franz J. Kurfess Knowledge Interaction Franz J. Kurfess Cal Poly SLO Computer Science Department.

Franz Kurfess: Knowledge Interaction

Some of the material in these slides was developed for a lecture series sponsored by the

European Community under the BPD programwith Vilnius University

as host institution

Acknowledgements

Page 3: 1 © Franz J. Kurfess Knowledge Interaction Franz J. Kurfess Cal Poly SLO Computer Science Department.

5© Franz J. Kurfess

Use and Distribution of these Slides

❖These slides are primarily intended for the students in classes I teach. In some cases, I only make PDF versions publicly available. If you would like to get a copy of the originals (Apple KeyNote or Microsoft PowerPoint), please contact me via email at [email protected]. I hereby grant permission to use them in educational settings. If you do so, it would be nice to send me an email about it. If you’re considering using them in a commercial environment, please contact me first.

Page 4: 1 © Franz J. Kurfess Knowledge Interaction Franz J. Kurfess Cal Poly SLO Computer Science Department.

6© Franz J. Kurfess

Overview Knowledge Interaction

❖ Motivation

❖ Objectives

❖ Interactive Aspects of Knowledge Different Perspectives Interactive Organization Interactive Search and Retrieval Interactive Presentation and Visualization Modeling and Simulation

❖ Examples

❖ Important Concepts and Terms

❖ Chapter Summary

Page 5: 1 © Franz J. Kurfess Knowledge Interaction Franz J. Kurfess Cal Poly SLO Computer Science Department.

13

Interactive Aspects of Knowledge

Different PerspectivesInteractive Organization

Interactive Search and RetrievalInteractive Presentation and Visualization

Modeling and SimulationEvolution of Knowledge

Knowledge Interaction Methods

Page 6: 1 © Franz J. Kurfess Knowledge Interaction Franz J. Kurfess Cal Poly SLO Computer Science Department.

14

© Franz J. Kurfess

Knowledge Perspectives

❖ simplistic assumption there exists a coherent, well-organized body of knowledge

for the domain under consideration

❖ the view of that knowledge may vary role of the viewer

e.g. designer/developer vs. end user

presentation and viewing method and technology color vs. black and white text vs. graphical / auditory

purpose and task look up facts verify consistency

individual vs. collective view

Page 7: 1 © Franz J. Kurfess Knowledge Interaction Franz J. Kurfess Cal Poly SLO Computer Science Department.

15

© Franz J. Kurfess

Interactive Organization

of Knowledge❖user/viewer takes an active role in the

arrangement of knowledge modification of categories and relations creation of new instances modification of content resolution of inconsistencies

❖examples: Wikis folksonomies, tagging systems concept maps ontologies

Page 8: 1 © Franz J. Kurfess Knowledge Interaction Franz J. Kurfess Cal Poly SLO Computer Science Department.

16

© Franz J. Kurfess

Knowledge Organization Approaches

❖ domain-centric body of knowledge reflects structure and contents that are (more or less) agreed

upon by the community

❖ content-oriented the structure is derived from the content

e.g. Linnaeus’ taxonomy

❖ activity-oriented the organization of knowledge is targeted for specific activities

e.g. instruction manuals, maintenance and repair documents

❖ individualistic the organization and content are shaped by the views and preferences of an

individual computer directory structure, mail folders, file cabinets

❖ organization-centric an organization has guidelines or standards for structure and content

Page 9: 1 © Franz J. Kurfess Knowledge Interaction Franz J. Kurfess Cal Poly SLO Computer Science Department.

17

Interactive Search and Retrieval

Incremental SearchFaceted Search

Page 10: 1 © Franz J. Kurfess Knowledge Interaction Franz J. Kurfess Cal Poly SLO Computer Science Department.

18

© Franz J. Kurfess

Incremental Search and Retrieval

❖query revision and reformulation query restriction

additional keywords query expansion

fewer keywords, synonyms expanded search eg. with logical operators

❖ improved search results through user feedback relevance feedback has been investigated in

Information Retrieval not widely used in popular search engines

Page 11: 1 © Franz J. Kurfess Knowledge Interaction Franz J. Kurfess Cal Poly SLO Computer Science Department.

19

© Franz J. Kurfess

Faceted Search

❖fine-tuning of results by filtering based on properties

❖Example: Flight Search more

“information” than “knowledge”

Page 12: 1 © Franz J. Kurfess Knowledge Interaction Franz J. Kurfess Cal Poly SLO Computer Science Department.

20

© Franz J. Kurfess

Interactive Presentation and Visualization

❖presentation mode the user can select the preferred mode

textual, visual, auditory, ...

❖presentation adjustment the user modifies parameters of the presentation

zooming, focus selection, perspective for 3D views, ...

❖visual browsing exploration of material by following structural hints

hyper-linksspecial viewing modes such as thumbnail images in contrast to searching by keywords or features

Page 13: 1 © Franz J. Kurfess Knowledge Interaction Franz J. Kurfess Cal Poly SLO Computer Science Department.

21

© Franz J. Kurfess

Interactive Presentation

❖advantages user is in control allows exploration of knowledge repositories without a

formulated query visual features can be scanned easily and quickly

❖problems visual appearance of the arrangement can change

especially with automatic placement and arrangement limited by available screen space emphasis on easily visible aspects

Page 14: 1 © Franz J. Kurfess Knowledge Interaction Franz J. Kurfess Cal Poly SLO Computer Science Department.

22

© Franz J. Kurfess

Modeling and Simulation

❖knowledge is captured and presented through models instead of descriptions models

analytic approach often abstract, formalized specification of entities

simulations synthetic approach implemented instances of models

❖often capture dynamic aspects of systems time, movement, shape change, processes, …

❖often incorporate interactive aspects educational, training, entertainment

Page 15: 1 © Franz J. Kurfess Knowledge Interaction Franz J. Kurfess Cal Poly SLO Computer Science Department.

23

© Franz J. Kurfess

Modeling and Simulation

❖see also chapters on Knowledge Representation Knowledge Organization Embodiment of Knowledge

Page 16: 1 © Franz J. Kurfess Knowledge Interaction Franz J. Kurfess Cal Poly SLO Computer Science Department.

24

© Franz J. Kurfess

Evolution of Knowledge

❖content and structure of knowledge often change over time most frequently through addition of new knowledge consequences

inaccuracies mismatch between the knowledge and the real world often occurs as knowledge becomes obsolete

inconsistencies conflicts between different pieces of knowledge

inadequate organization the original structure of the knowledge is insufficient

Page 17: 1 © Franz J. Kurfess Knowledge Interaction Franz J. Kurfess Cal Poly SLO Computer Science Department.

25

Knowledge Interaction Examples

“Thought Control”interaction between computers and humans via brain signals (Brain-Computer

Interfaces)Education and Training

stepwise construction of mental models and knowledge spaces via computer interaction

Complex Designdevelopment of complicated models and objects e.g. devices, machines, buildings, chemical compounds

exploratory aspects

designers enhance their knowledge through the activity

Page 18: 1 © Franz J. Kurfess Knowledge Interaction Franz J. Kurfess Cal Poly SLO Computer Science Department.

26

© Franz J. Kurfess

Thought Control

❖sensors measure the activities in the brain electrical chemical

❖actuators inject signals into the brain electrical chemical

http://www.nature.com/news/2004/041013/images/brainchip.jpg

Page 19: 1 © Franz J. Kurfess Knowledge Interaction Franz J. Kurfess Cal Poly SLO Computer Science Department.

27

© Franz J. Kurfess

Thought Control Precepts

❖activities are assumed to be related to thoughts

❖ technology allows the identification of areas related to certain types of thoughts words, images

❖ limitations practical and ethical considerations

most effective methods are invasive brain implants

side effects temporal and spatial resolution of sensors

Page 20: 1 © Franz J. Kurfess Knowledge Interaction Franz J. Kurfess Cal Poly SLO Computer Science Department.

28

© Franz J. Kurfess

Thought Control Devices

❖ invasive devices implanted in the

brain

❖electrical field sensors electro-

encephalograms

❖magnetic field sensors MRI, fMRI

http://technabob.com/blog/wp-content/uploads/2007/09/head_spa.jpg

Page 21: 1 © Franz J. Kurfess Knowledge Interaction Franz J. Kurfess Cal Poly SLO Computer Science Department.

29

© Franz J. Kurfess

Emotiv Epoc Headset Sensors respond to the electrical

impulses behind different thoughts; enabling a user's brain to influence

gameplay directly Conscious thoughts, facial expressions,

and non-conscious emotions can all be detected

Gyroscope enables a cursor or camera to be controlled by head movements

The headset uses wi-fi to connect to a computer

http://news.bbc.co.uk/2/hi/technology/7254078.stm

Page 22: 1 © Franz J. Kurfess Knowledge Interaction Franz J. Kurfess Cal Poly SLO Computer Science Department.

30

Earlier Attempts ...

Clockwork Orange (1971)BrainChip (2004)

G-Tec g.EEGCap (2007)

Page 23: 1 © Franz J. Kurfess Knowledge Interaction Franz J. Kurfess Cal Poly SLO Computer Science Department.

31

© Franz J. Kurfess

Clockwork Orange (1971)

A Clockwork Orange, Stanley Kubrick, 1971, film.

http://www.pbs.org/wgbh/cultureshock/flashpoints/theater/clockworkorange_big.html

Page 24: 1 © Franz J. Kurfess Knowledge Interaction Franz J. Kurfess Cal Poly SLO Computer Science Department.

32

© Franz J. Kurfess

Igor Smirnov’s Device❖ excerpt from Rumor Mill

News Agency http://www.rumormillnews.com/def.htm

Web site seems abandoned I didn’t check the reports listed

an overview of related TV documentaries is at http://www.bibliotecapleyades.net/sociopolitica/esp_sociopol_mindcon20.htm

In the years 1993 and 1994 American weeklies DEFENSE ELECTRONICS (Defense Electronics, July 1993, DOD, Intel Agencies Look at Russian Mind-Control Technology, Claims FBI Considered Testing on Koresh), NEWSWEEK (Newsweek, February 7, 1994, Soon Phasers on Stun) and VILLAGE VOICE (Village Voice, March 8, 1994, Mind Control in Waco) published the information that Igor Smirnov from Moscow Academy of Medicine demonstrated for the U.S. secret services and FBI experts a device which was capable to subliminally implant thoughts in peoples minds and in this way control their actions.

...

Page 25: 1 © Franz J. Kurfess Knowledge Interaction Franz J. Kurfess Cal Poly SLO Computer Science Department.

33

© Franz J. Kurfess

Brain Chip (2004)

❖brain implant with 100 electrodes

❖used in research for people with severe disabilities quadriplegics

❖allows patients to use a computer

❖ requires major efforts to use http://www.nature.com/news/2004/041011/full/news041011-9.html

http://www.wireheading.com/misc/implant.html

Page 26: 1 © Franz J. Kurfess Knowledge Interaction Franz J. Kurfess Cal Poly SLO Computer Science Department.

34

http://www.mathworks.com/company/newsletters/news_notes/jan06/images/brain_figureB_wl.gif© Franz J. Kurfess

Brain Control Block Diagram (2006)

❖example of a MATLAB application http://www.mathworks.com/company/newsletters/news_notes/jan06/brain.html

❖used for brain research, applications music composition

❖see also EEGCap

34

http://www.mathworks.com/company/newsletters/news_notes/jan06/images/brain_bci.gif

Page 27: 1 © Franz J. Kurfess Knowledge Interaction Franz J. Kurfess Cal Poly SLO Computer Science Department.

35

© Franz J. Kurfess

G-Tec g.EEGCap (2007)

❖Cap to perform EEGs

http://www.gtec.at/products/Accessories/gEEGcap.htm

http://www.engadget.com/2007/03/16/g-tecs-thought-control-hat/

Page 28: 1 © Franz J. Kurfess Knowledge Interaction Franz J. Kurfess Cal Poly SLO Computer Science Department.

36

© Franz J. Kurfess

NeuroSky Thought Control System

(2007)❖head-mounted brainwave sensor

currently only a research prototype measures baseline brainwave activity in the brain identifies states of “calmness” probably similar to relaxation devices

http://blog.wired.com/photos/uncategorized/2007/10/24/2.jpg

Page 29: 1 © Franz J. Kurfess Knowledge Interaction Franz J. Kurfess Cal Poly SLO Computer Science Department.

44

© Franz J. Kurfess