artificial, natural, and social intelligencearchive2.cra.org/ccc/files/docs/hirsh.pdf · 2013. 3....

Artificial, Natural, andSocial Intelligence

Haym HirshDepartment of Computer Science

Rutgers University

(Information and Intelligent SystemsComputer and Information Science and Engineering

National Science Foundation)

HumanLanguage

Technology

Artificial Intelligence

Language Locomotion,Manipulation

Games,Puzzles

LearningVision Robotics GamePlaying,Search

MachineLearning

ComputerVision

People

FaceRecognition

Smart Car ClassificationAutomatedTranslation

PlayChess

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

Artificial Intelligence

HumanLanguage

Technology

Robotics GamePlaying,Search

MachineLearning

ComputerVision

Reasons for Success

• Increasing knowledge• Increasing power• Machine learning

DataMining

SearchEngines

ComputationalPhotography

TimeSharing

RecommenderSystems

Collateral Successes

Artificial Intelligence

HumanLanguage

Technology

Robotics GamePlaying,Search

MachineLearning

ComputerVision

Artificial Intelligence

HumanLanguage

Technology

Robotics GamePlaying,Search

MachineLearning

ComputerVision

Artificial Intelligence

Artificial Intelligence

HumanLanguage

Technology

Robotics GamePlaying,Search

MachineLearning

ComputerVision

SocialIntelligence

Artificial Intelligence

Biomorphic Non-Biomorphic

Artificial Intelligence

ArtificialIntelligence

NaturalIntelligence

?

Cyber-Physical Systems

Anthony HornofThad Starner

Augmenting Human Capabilities

• Physically• Cognitively• Socially

ClickworkersCollaborative Filtering

Collaborative IntelligenceCollective Intelligence

CrowdsourcingHuman-Based Computation

Recommender SystemsReputation SystemsSocial Commerce

Swarm IntelligenceWikinomics

Wisdom of the Crowds

Future: Collaboration

• Across AI• Across CS• Across Disciplines

- Social and Cognitive Sciences

Future: Telling the Story to Others

• Augmenting human capability- Good and Bad

• The Singularity

• Socially relevant AI

Future: Tantalizing Prospects

• What is Intelligence?- Natural- Artificial- Social

• Making a difference- Socially relevant challenges- Collateral successes