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Artificial, Natural, and Social Intelligence Haym Hirsh Department of Computer Science Rutgers University (Information and Intelligent Systems Computer and Information Science and Engineering National Science Foundation)

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Page 1: Artificial, Natural, and Social Intelligencearchive2.cra.org/ccc/files/docs/hirsh.pdf · 2013. 3. 26. · Artificial Intelligence LanguageLocomotion, Manipulation Games, Puzzles Vision

Artificial, Natural, andSocial Intelligence

Haym HirshDepartment of Computer Science

Rutgers University

(Information and Intelligent SystemsComputer and Information Science and Engineering

National Science Foundation)

Page 2: Artificial, Natural, and Social Intelligencearchive2.cra.org/ccc/files/docs/hirsh.pdf · 2013. 3. 26. · Artificial Intelligence LanguageLocomotion, Manipulation Games, Puzzles Vision

HumanLanguage

Technology

Artificial Intelligence

Language Locomotion,Manipulation

Games,Puzzles

LearningVision Robotics GamePlaying,Search

MachineLearning

ComputerVision

People

FaceRecognition

Smart Car ClassificationAutomatedTranslation

PlayChess

Page 3: Artificial, Natural, and Social Intelligencearchive2.cra.org/ccc/files/docs/hirsh.pdf · 2013. 3. 26. · Artificial Intelligence LanguageLocomotion, Manipulation Games, Puzzles Vision
Page 4: Artificial, Natural, and Social Intelligencearchive2.cra.org/ccc/files/docs/hirsh.pdf · 2013. 3. 26. · Artificial Intelligence LanguageLocomotion, Manipulation Games, Puzzles Vision
Page 5: Artificial, Natural, and Social Intelligencearchive2.cra.org/ccc/files/docs/hirsh.pdf · 2013. 3. 26. · Artificial Intelligence LanguageLocomotion, Manipulation Games, Puzzles Vision
Page 6: Artificial, Natural, and Social Intelligencearchive2.cra.org/ccc/files/docs/hirsh.pdf · 2013. 3. 26. · Artificial Intelligence LanguageLocomotion, Manipulation Games, Puzzles Vision

BLEU Score

0.6

0.5

0.4

0.3

0.2

0.1

0.0

GoogleISIIBM+CMUUMDJHU+CUEdinburgh

SystranMitreFSC

0.7

1.0

Arabic-to-English Performance on NIST 2005 MT Competition

.

.

.

• Purely statistical approach• 200 million words of high

quality translated text• 1 trillion words of monolingual

text in target language• Ran on 1000-processor cluster

during competition

Page 7: Artificial, Natural, and Social Intelligencearchive2.cra.org/ccc/files/docs/hirsh.pdf · 2013. 3. 26. · Artificial Intelligence LanguageLocomotion, Manipulation Games, Puzzles Vision
Page 8: Artificial, Natural, and Social Intelligencearchive2.cra.org/ccc/files/docs/hirsh.pdf · 2013. 3. 26. · Artificial Intelligence LanguageLocomotion, Manipulation Games, Puzzles Vision
Page 9: Artificial, Natural, and Social Intelligencearchive2.cra.org/ccc/files/docs/hirsh.pdf · 2013. 3. 26. · Artificial Intelligence LanguageLocomotion, Manipulation Games, Puzzles Vision
Page 10: Artificial, Natural, and Social Intelligencearchive2.cra.org/ccc/files/docs/hirsh.pdf · 2013. 3. 26. · Artificial Intelligence LanguageLocomotion, Manipulation Games, Puzzles Vision

Artificial Intelligence

HumanLanguage

Technology

Robotics GamePlaying,Search

MachineLearning

ComputerVision

Page 11: Artificial, Natural, and Social Intelligencearchive2.cra.org/ccc/files/docs/hirsh.pdf · 2013. 3. 26. · Artificial Intelligence LanguageLocomotion, Manipulation Games, Puzzles Vision

Reasons for Success

• Increasing knowledge• Increasing power• Machine learning

Page 12: Artificial, Natural, and Social Intelligencearchive2.cra.org/ccc/files/docs/hirsh.pdf · 2013. 3. 26. · Artificial Intelligence LanguageLocomotion, Manipulation Games, Puzzles Vision

DataMining

SearchEngines

ComputationalPhotography

TimeSharing

RecommenderSystems

Collateral Successes

Artificial Intelligence

HumanLanguage

Technology

Robotics GamePlaying,Search

MachineLearning

ComputerVision

Page 13: Artificial, Natural, and Social Intelligencearchive2.cra.org/ccc/files/docs/hirsh.pdf · 2013. 3. 26. · Artificial Intelligence LanguageLocomotion, Manipulation Games, Puzzles Vision
Page 14: Artificial, Natural, and Social Intelligencearchive2.cra.org/ccc/files/docs/hirsh.pdf · 2013. 3. 26. · Artificial Intelligence LanguageLocomotion, Manipulation Games, Puzzles Vision

Artificial Intelligence

HumanLanguage

Technology

Robotics GamePlaying,Search

MachineLearning

ComputerVision

Artificial Intelligence

Page 15: Artificial, Natural, and Social Intelligencearchive2.cra.org/ccc/files/docs/hirsh.pdf · 2013. 3. 26. · Artificial Intelligence LanguageLocomotion, Manipulation Games, Puzzles Vision

Artificial Intelligence

HumanLanguage

Technology

Robotics GamePlaying,Search

MachineLearning

ComputerVision

SocialIntelligence

Page 16: Artificial, Natural, and Social Intelligencearchive2.cra.org/ccc/files/docs/hirsh.pdf · 2013. 3. 26. · Artificial Intelligence LanguageLocomotion, Manipulation Games, Puzzles Vision

Artificial Intelligence

Biomorphic Non-Biomorphic

Artificial Intelligence

Page 17: Artificial, Natural, and Social Intelligencearchive2.cra.org/ccc/files/docs/hirsh.pdf · 2013. 3. 26. · Artificial Intelligence LanguageLocomotion, Manipulation Games, Puzzles Vision

ArtificialIntelligence

NaturalIntelligence

?

Cyber-Physical Systems

Page 18: Artificial, Natural, and Social Intelligencearchive2.cra.org/ccc/files/docs/hirsh.pdf · 2013. 3. 26. · Artificial Intelligence LanguageLocomotion, Manipulation Games, Puzzles Vision
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Anthony HornofThad Starner

Page 20: Artificial, Natural, and Social Intelligencearchive2.cra.org/ccc/files/docs/hirsh.pdf · 2013. 3. 26. · Artificial Intelligence LanguageLocomotion, Manipulation Games, Puzzles Vision
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Augmenting Human Capabilities

• Physically• Cognitively• Socially

Page 22: Artificial, Natural, and Social Intelligencearchive2.cra.org/ccc/files/docs/hirsh.pdf · 2013. 3. 26. · Artificial Intelligence LanguageLocomotion, Manipulation Games, Puzzles Vision

ClickworkersCollaborative Filtering

Collaborative IntelligenceCollective Intelligence

CrowdsourcingHuman-Based Computation

Recommender SystemsReputation SystemsSocial Commerce

Swarm IntelligenceWikinomics

Wisdom of the Crowds

Page 23: Artificial, Natural, and Social Intelligencearchive2.cra.org/ccc/files/docs/hirsh.pdf · 2013. 3. 26. · Artificial Intelligence LanguageLocomotion, Manipulation Games, Puzzles Vision

Future: Collaboration

• Across AI• Across CS• Across Disciplines

- Social and Cognitive Sciences

Page 24: Artificial, Natural, and Social Intelligencearchive2.cra.org/ccc/files/docs/hirsh.pdf · 2013. 3. 26. · Artificial Intelligence LanguageLocomotion, Manipulation Games, Puzzles Vision

Future: Telling the Story to Others

• Augmenting human capability- Good and Bad

• The Singularity

• Socially relevant AI

Page 25: Artificial, Natural, and Social Intelligencearchive2.cra.org/ccc/files/docs/hirsh.pdf · 2013. 3. 26. · Artificial Intelligence LanguageLocomotion, Manipulation Games, Puzzles Vision

Future: Tantalizing Prospects

• What is Intelligence?- Natural- Artificial- Social

• Making a difference- Socially relevant challenges- Collateral successes