artificial, natural, and social intelligencearchive2.cra.org/ccc/files/docs/hirsh.pdf · 2013. 3....
TRANSCRIPT
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Artificial, Natural, andSocial Intelligence
Haym HirshDepartment of Computer Science
Rutgers University
(Information and Intelligent SystemsComputer and Information Science and Engineering
National Science Foundation)
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HumanLanguage
Technology
Artificial Intelligence
Language Locomotion,Manipulation
Games,Puzzles
LearningVision Robotics GamePlaying,Search
MachineLearning
ComputerVision
People
FaceRecognition
Smart Car ClassificationAutomatedTranslation
PlayChess
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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
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Artificial Intelligence
HumanLanguage
Technology
Robotics GamePlaying,Search
MachineLearning
ComputerVision
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Reasons for Success
• Increasing knowledge• Increasing power• Machine learning
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DataMining
SearchEngines
ComputationalPhotography
TimeSharing
RecommenderSystems
Collateral Successes
Artificial Intelligence
HumanLanguage
Technology
Robotics GamePlaying,Search
MachineLearning
ComputerVision
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Artificial Intelligence
HumanLanguage
Technology
Robotics GamePlaying,Search
MachineLearning
ComputerVision
Artificial Intelligence
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Artificial Intelligence
HumanLanguage
Technology
Robotics GamePlaying,Search
MachineLearning
ComputerVision
SocialIntelligence
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Artificial Intelligence
Biomorphic Non-Biomorphic
Artificial Intelligence
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ArtificialIntelligence
NaturalIntelligence
?
Cyber-Physical Systems
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Anthony HornofThad Starner
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Augmenting Human Capabilities
• Physically• Cognitively• Socially
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ClickworkersCollaborative Filtering
Collaborative IntelligenceCollective Intelligence
CrowdsourcingHuman-Based Computation
Recommender SystemsReputation SystemsSocial Commerce
Swarm IntelligenceWikinomics
Wisdom of the Crowds
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Future: Collaboration
• Across AI• Across CS• Across Disciplines
- Social and Cognitive Sciences
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Future: Telling the Story to Others
• Augmenting human capability- Good and Bad
• The Singularity
• Socially relevant AI
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Future: Tantalizing Prospects
• What is Intelligence?- Natural- Artificial- Social
• Making a difference- Socially relevant challenges- Collateral successes