SlideShare a Scribd company logo
1 of 21
Soft computing (SC) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],VAN-00
Constituents of SC ,[object Object],[object Object],[object Object],[object Object],VAN-00 Over 24 000 publications today
SC: a user-friendly interface   VAN-00
Advantages of SC ,[object Object],[object Object],VAN-00
SC today (Zadeh) ,[object Object],[object Object],[object Object],VAN-00
Possible SC data & operations ,[object Object],[object Object],[object Object],VAN-00
Neural networks (NN, 1940's) ,[object Object],[object Object],[object Object],VAN-00
Machine learning (supervised) ,[object Object],[object Object],[object Object],VAN-00 Peach Plum ? Instructor
Machine learning (unsupervised) ,[object Object],[object Object],[object Object],VAN-00 Peach Plum Nectarine Labeling
Machine learning (unsupervised) ,[object Object],[object Object],[object Object],VAN-00 Peach Plum Nectarine Labeling Websom Self-Organizing Maps for Internet Exploration
Fuzzy systems (Zadeh, 1960's) ,[object Object],[object Object],[object Object],VAN-00 Omron’s fuzzy processor Omron Electronics Matlab's Fuzzy Logic Toolbox
SC applications: control ,[object Object],[object Object],[object Object],[object Object],VAN-00
SC applications: business VAN-00 ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
SC applications: finance ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],VAN-00
SC applications: robotics VAN-00 Fukuda’s lab Joseph F. Engelberger We are proud to announce that the HelpMate Robotic Courier  has been acquired by  Pyxis Corporation .  Entertainment robot AIBO
SC applications: others VAN-00 ,[object Object],[object Object],[object Object],[object Object],[object Object]
(Neuro)-fuzzy system construction VAN-00 Training data Experts Fuzzy rules (SOM, c-means etc.) Control data System evaluation (errors) Tuning (NN) New system
Model construction (mathematical) ,[object Object],[object Object],[object Object],[object Object],VAN-00 Y=1-1./(1 + EXP(-2*(X-5)))
Model construction (trad. rules ) VAN-00 If 0 < x<1, then y=1 If 1 < x<2, then y=0.99 : If 8 < x < 10, then y=0 If 0 < x<1, then y=f(x) If 1 < x<2, then y=g(x) : If 8 < x < 10, then y=h(x) - Rule for each input. => Large rule bases. - Only one rule is fired for each input.  - Coarse models.
Model construction (SC/fuzzy) VAN-00 If x  0, then y  1 If x  5, then y  0.5 If x  10, then y  0 - Approximate values - Rules only describe typical cases (no rule for each input). => Small rule bases. - A group of rules are partially fired simultaneously.
SC and future ,[object Object],VAN-00

More Related Content

Similar to Nis1

machine learning in the age of big data: new approaches and business applicat...
machine learning in the age of big data: new approaches and business applicat...machine learning in the age of big data: new approaches and business applicat...
machine learning in the age of big data: new approaches and business applicat...Armando Vieira
 
06-01 Machine Learning and Linear Regression.pptx
06-01 Machine Learning and Linear Regression.pptx06-01 Machine Learning and Linear Regression.pptx
06-01 Machine Learning and Linear Regression.pptxSaharA84
 
A Platform for Accelerating Machine Learning Applications
 A Platform for Accelerating Machine Learning Applications A Platform for Accelerating Machine Learning Applications
A Platform for Accelerating Machine Learning ApplicationsNVIDIA Taiwan
 
Cluster Tutorial
Cluster TutorialCluster Tutorial
Cluster Tutorialcybercbm
 
Computer Sciences Lab
Computer Sciences Lab Computer Sciences Lab
Computer Sciences Lab butest
 
深度學習在AOI的應用
深度學習在AOI的應用深度學習在AOI的應用
深度學習在AOI的應用CHENHuiMei
 
Computer Architecture 3rd Edition by Moris Mano CH 01-CH 02.ppt
Computer Architecture 3rd Edition by Moris Mano CH  01-CH 02.pptComputer Architecture 3rd Edition by Moris Mano CH  01-CH 02.ppt
Computer Architecture 3rd Edition by Moris Mano CH 01-CH 02.pptHowida Youssry
 
Parallel iterative solution of the hermite collocation equations on gpus
Parallel iterative solution of the hermite collocation equations on gpusParallel iterative solution of the hermite collocation equations on gpus
Parallel iterative solution of the hermite collocation equations on gpusManolis Vavalis
 
Handwritten digit and symbol recognition using CNN.pptx
Handwritten digit and symbol recognition using CNN.pptxHandwritten digit and symbol recognition using CNN.pptx
Handwritten digit and symbol recognition using CNN.pptxYasmin297583
 
Machine Learning ICS 273A
Machine Learning ICS 273AMachine Learning ICS 273A
Machine Learning ICS 273Abutest
 
# Neural network toolbox
# Neural network toolbox # Neural network toolbox
# Neural network toolbox VineetKumar508
 
From Bio-Intelligence BI to Artificial-Intelligence AI in Engineering and STE...
From Bio-Intelligence BI to Artificial-Intelligence AI in Engineering and STE...From Bio-Intelligence BI to Artificial-Intelligence AI in Engineering and STE...
From Bio-Intelligence BI to Artificial-Intelligence AI in Engineering and STE...University of Waterloo, Canada
 
From Bio-Intelligence BI to Artificial-Intelligence AI in Engineering and STE...
From Bio-Intelligence BI to Artificial-Intelligence AI in Engineering and STE...From Bio-Intelligence BI to Artificial-Intelligence AI in Engineering and STE...
From Bio-Intelligence BI to Artificial-Intelligence AI in Engineering and STE...Dr. Fayçal Saffih
 
Bio-inspired Algorithms for Evolving the Architecture of Convolutional Neural...
Bio-inspired Algorithms for Evolving the Architecture of Convolutional Neural...Bio-inspired Algorithms for Evolving the Architecture of Convolutional Neural...
Bio-inspired Algorithms for Evolving the Architecture of Convolutional Neural...Ashray Bhandare
 

Similar to Nis1 (20)

machine learning in the age of big data: new approaches and business applicat...
machine learning in the age of big data: new approaches and business applicat...machine learning in the age of big data: new approaches and business applicat...
machine learning in the age of big data: new approaches and business applicat...
 
06-01 Machine Learning and Linear Regression.pptx
06-01 Machine Learning and Linear Regression.pptx06-01 Machine Learning and Linear Regression.pptx
06-01 Machine Learning and Linear Regression.pptx
 
A Platform for Accelerating Machine Learning Applications
 A Platform for Accelerating Machine Learning Applications A Platform for Accelerating Machine Learning Applications
A Platform for Accelerating Machine Learning Applications
 
Network predictive analysis
Network predictive analysisNetwork predictive analysis
Network predictive analysis
 
Cluster Tutorial
Cluster TutorialCluster Tutorial
Cluster Tutorial
 
Machine Learning in Action
Machine Learning in ActionMachine Learning in Action
Machine Learning in Action
 
1. computers introduction
1. computers introduction1. computers introduction
1. computers introduction
 
Computer Sciences Lab
Computer Sciences Lab Computer Sciences Lab
Computer Sciences Lab
 
Data Science.pptx
Data Science.pptxData Science.pptx
Data Science.pptx
 
Adarsh gupta ppt
Adarsh gupta pptAdarsh gupta ppt
Adarsh gupta ppt
 
深度學習在AOI的應用
深度學習在AOI的應用深度學習在AOI的應用
深度學習在AOI的應用
 
Computer Architecture 3rd Edition by Moris Mano CH 01-CH 02.ppt
Computer Architecture 3rd Edition by Moris Mano CH  01-CH 02.pptComputer Architecture 3rd Edition by Moris Mano CH  01-CH 02.ppt
Computer Architecture 3rd Edition by Moris Mano CH 01-CH 02.ppt
 
Parallel iterative solution of the hermite collocation equations on gpus
Parallel iterative solution of the hermite collocation equations on gpusParallel iterative solution of the hermite collocation equations on gpus
Parallel iterative solution of the hermite collocation equations on gpus
 
Handwritten digit and symbol recognition using CNN.pptx
Handwritten digit and symbol recognition using CNN.pptxHandwritten digit and symbol recognition using CNN.pptx
Handwritten digit and symbol recognition using CNN.pptx
 
Machine Learning ICS 273A
Machine Learning ICS 273AMachine Learning ICS 273A
Machine Learning ICS 273A
 
# Neural network toolbox
# Neural network toolbox # Neural network toolbox
# Neural network toolbox
 
Digital logic circuit
Digital logic circuitDigital logic circuit
Digital logic circuit
 
From Bio-Intelligence BI to Artificial-Intelligence AI in Engineering and STE...
From Bio-Intelligence BI to Artificial-Intelligence AI in Engineering and STE...From Bio-Intelligence BI to Artificial-Intelligence AI in Engineering and STE...
From Bio-Intelligence BI to Artificial-Intelligence AI in Engineering and STE...
 
From Bio-Intelligence BI to Artificial-Intelligence AI in Engineering and STE...
From Bio-Intelligence BI to Artificial-Intelligence AI in Engineering and STE...From Bio-Intelligence BI to Artificial-Intelligence AI in Engineering and STE...
From Bio-Intelligence BI to Artificial-Intelligence AI in Engineering and STE...
 
Bio-inspired Algorithms for Evolving the Architecture of Convolutional Neural...
Bio-inspired Algorithms for Evolving the Architecture of Convolutional Neural...Bio-inspired Algorithms for Evolving the Architecture of Convolutional Neural...
Bio-inspired Algorithms for Evolving the Architecture of Convolutional Neural...
 

More from EasyMedico.com (8)

Hadoop 2
Hadoop 2Hadoop 2
Hadoop 2
 
Sds
SdsSds
Sds
 
Soft computing from net
Soft computing from netSoft computing from net
Soft computing from net
 
Neural network
Neural networkNeural network
Neural network
 
Nn devs
Nn devsNn devs
Nn devs
 
Nis1
Nis1Nis1
Nis1
 
L005.neural networks
L005.neural networksL005.neural networks
L005.neural networks
 
Ch02
Ch02Ch02
Ch02
 

Recently uploaded

From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationSafe Software
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘RTylerCroy
 
What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?Antenna Manufacturer Coco
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdfhans926745
 
CNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of ServiceCNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of Servicegiselly40
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Drew Madelung
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...Martijn de Jong
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityPrincipled Technologies
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking MenDelhi Call girls
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsJoaquim Jorge
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfEnterprise Knowledge
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsMaria Levchenko
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024The Digital Insurer
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptxHampshireHUG
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonetsnaman860154
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationMichael W. Hawkins
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)Gabriella Davis
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationRadu Cotescu
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...apidays
 

Recently uploaded (20)

From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘
 
What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf
 
CNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of ServiceCNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of Service
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivity
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and Myths
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed texts
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonets
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day Presentation
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organization
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
 

Nis1

  • 1.
  • 2.
  • 3. SC: a user-friendly interface VAN-00
  • 4.
  • 5.
  • 6.
  • 7.
  • 8.
  • 9.
  • 10.
  • 11.
  • 12.
  • 13.
  • 14.
  • 15. SC applications: robotics VAN-00 Fukuda’s lab Joseph F. Engelberger We are proud to announce that the HelpMate Robotic Courier has been acquired by Pyxis Corporation . Entertainment robot AIBO
  • 16.
  • 17. (Neuro)-fuzzy system construction VAN-00 Training data Experts Fuzzy rules (SOM, c-means etc.) Control data System evaluation (errors) Tuning (NN) New system
  • 18.
  • 19. Model construction (trad. rules ) VAN-00 If 0 < x<1, then y=1 If 1 < x<2, then y=0.99 : If 8 < x < 10, then y=0 If 0 < x<1, then y=f(x) If 1 < x<2, then y=g(x) : If 8 < x < 10, then y=h(x) - Rule for each input. => Large rule bases. - Only one rule is fired for each input. - Coarse models.
  • 20. Model construction (SC/fuzzy) VAN-00 If x  0, then y  1 If x  5, then y  0.5 If x  10, then y  0 - Approximate values - Rules only describe typical cases (no rule for each input). => Small rule bases. - A group of rules are partially fired simultaneously.
  • 21.