SlideShare a Scribd company logo
1 of 16
Machine Learning Techniques for the Evaluating of External Skeletal Fixation Structure ,[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Presentation Outline
Introduction ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Prior Analysis ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Proposed Methods ? ,[object Object],[object Object],[object Object],[object Object]
Methods I--Decision Tree ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Method II-Classifier System ,[object Object],[object Object],[object Object],[object Object]
Method III- ANN ,[object Object],[object Object],[object Object]
Method IV-G.A.A.N.N. ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Experiment Result 1. Decision Tree: Full Data with Multi-class Prediction Reduced Data with Multi-class Prediction Correct Rate=73.33% Correct Rate=66.66%
Experiment Result (con’d) 2. Classifier System Full Data with Multi-class Prediction Reduced Data with Multi-class Prediction Correct Rate=21% Correct Rate=44%
Experiment Result (con’d) 3. Artificial Neural Network Full Data with Multi-class Prediction Reduced Data with Multi-class Prediction Correct Rate=31.7% Correct Rate=45%
Experiment Result (con’d) 4. GAANN Full Data with Multi-class Prediction Reduced Data with Multi-class Prediction Correct Rate=63.3% Correct Rate=53.3%
Experiment Result (con’d) Decision Tree Classifier System Artificial Neural Network GAANN
Conclusion ,[object Object],[object Object],[object Object]
Note ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

More Related Content

What's hot

IRJET- Classification of Chemical Medicine or Drug using K Nearest Neighb...
IRJET-  	  Classification of Chemical Medicine or Drug using K Nearest Neighb...IRJET-  	  Classification of Chemical Medicine or Drug using K Nearest Neighb...
IRJET- Classification of Chemical Medicine or Drug using K Nearest Neighb...IRJET Journal
 
Delineation of techniques to implement on the enhanced proposed model using d...
Delineation of techniques to implement on the enhanced proposed model using d...Delineation of techniques to implement on the enhanced proposed model using d...
Delineation of techniques to implement on the enhanced proposed model using d...ijdms
 
Classification of physiological diseases using eeg signals and machine learni...
Classification of physiological diseases using eeg signals and machine learni...Classification of physiological diseases using eeg signals and machine learni...
Classification of physiological diseases using eeg signals and machine learni...eSAT Journals
 
From sensor readings to prediction: on the process of developing practical so...
From sensor readings to prediction: on the process of developing practical so...From sensor readings to prediction: on the process of developing practical so...
From sensor readings to prediction: on the process of developing practical so...Manuel Martín
 
An interactive approach to multiobjective clustering of gene expression patterns
An interactive approach to multiobjective clustering of gene expression patternsAn interactive approach to multiobjective clustering of gene expression patterns
An interactive approach to multiobjective clustering of gene expression patternsRavi Kumar
 
Prognosticating Autism Spectrum Disorder Using Artificial Neural Network: Lev...
Prognosticating Autism Spectrum Disorder Using Artificial Neural Network: Lev...Prognosticating Autism Spectrum Disorder Using Artificial Neural Network: Lev...
Prognosticating Autism Spectrum Disorder Using Artificial Neural Network: Lev...Avishek Choudhury
 
AN EFFICIENT PSO BASED ENSEMBLE CLASSIFICATION MODEL ON HIGH DIMENSIONAL DATA...
AN EFFICIENT PSO BASED ENSEMBLE CLASSIFICATION MODEL ON HIGH DIMENSIONAL DATA...AN EFFICIENT PSO BASED ENSEMBLE CLASSIFICATION MODEL ON HIGH DIMENSIONAL DATA...
AN EFFICIENT PSO BASED ENSEMBLE CLASSIFICATION MODEL ON HIGH DIMENSIONAL DATA...ijsc
 
PROGRAM TEST DATA GENERATION FOR BRANCH COVERAGE WITH GENETIC ALGORITHM: COMP...
PROGRAM TEST DATA GENERATION FOR BRANCH COVERAGE WITH GENETIC ALGORITHM: COMP...PROGRAM TEST DATA GENERATION FOR BRANCH COVERAGE WITH GENETIC ALGORITHM: COMP...
PROGRAM TEST DATA GENERATION FOR BRANCH COVERAGE WITH GENETIC ALGORITHM: COMP...cscpconf
 
Genome structure prediction a review over soft computing techniques
Genome structure prediction a review over soft computing techniquesGenome structure prediction a review over soft computing techniques
Genome structure prediction a review over soft computing techniqueseSAT Journals
 

What's hot (10)

IRJET- Classification of Chemical Medicine or Drug using K Nearest Neighb...
IRJET-  	  Classification of Chemical Medicine or Drug using K Nearest Neighb...IRJET-  	  Classification of Chemical Medicine or Drug using K Nearest Neighb...
IRJET- Classification of Chemical Medicine or Drug using K Nearest Neighb...
 
Delineation of techniques to implement on the enhanced proposed model using d...
Delineation of techniques to implement on the enhanced proposed model using d...Delineation of techniques to implement on the enhanced proposed model using d...
Delineation of techniques to implement on the enhanced proposed model using d...
 
Classification of physiological diseases using eeg signals and machine learni...
Classification of physiological diseases using eeg signals and machine learni...Classification of physiological diseases using eeg signals and machine learni...
Classification of physiological diseases using eeg signals and machine learni...
 
Madhavi
MadhaviMadhavi
Madhavi
 
From sensor readings to prediction: on the process of developing practical so...
From sensor readings to prediction: on the process of developing practical so...From sensor readings to prediction: on the process of developing practical so...
From sensor readings to prediction: on the process of developing practical so...
 
An interactive approach to multiobjective clustering of gene expression patterns
An interactive approach to multiobjective clustering of gene expression patternsAn interactive approach to multiobjective clustering of gene expression patterns
An interactive approach to multiobjective clustering of gene expression patterns
 
Prognosticating Autism Spectrum Disorder Using Artificial Neural Network: Lev...
Prognosticating Autism Spectrum Disorder Using Artificial Neural Network: Lev...Prognosticating Autism Spectrum Disorder Using Artificial Neural Network: Lev...
Prognosticating Autism Spectrum Disorder Using Artificial Neural Network: Lev...
 
AN EFFICIENT PSO BASED ENSEMBLE CLASSIFICATION MODEL ON HIGH DIMENSIONAL DATA...
AN EFFICIENT PSO BASED ENSEMBLE CLASSIFICATION MODEL ON HIGH DIMENSIONAL DATA...AN EFFICIENT PSO BASED ENSEMBLE CLASSIFICATION MODEL ON HIGH DIMENSIONAL DATA...
AN EFFICIENT PSO BASED ENSEMBLE CLASSIFICATION MODEL ON HIGH DIMENSIONAL DATA...
 
PROGRAM TEST DATA GENERATION FOR BRANCH COVERAGE WITH GENETIC ALGORITHM: COMP...
PROGRAM TEST DATA GENERATION FOR BRANCH COVERAGE WITH GENETIC ALGORITHM: COMP...PROGRAM TEST DATA GENERATION FOR BRANCH COVERAGE WITH GENETIC ALGORITHM: COMP...
PROGRAM TEST DATA GENERATION FOR BRANCH COVERAGE WITH GENETIC ALGORITHM: COMP...
 
Genome structure prediction a review over soft computing techniques
Genome structure prediction a review over soft computing techniquesGenome structure prediction a review over soft computing techniques
Genome structure prediction a review over soft computing techniques
 

Viewers also liked

Review of Gait, Locomotion & Lower Limbs
Review of Gait, Locomotion & Lower LimbsReview of Gait, Locomotion & Lower Limbs
Review of Gait, Locomotion & Lower LimbsDrSaeed Shafi
 
แบบสำรวจตัวเอง
แบบสำรวจตัวเองแบบสำรวจตัวเอง
แบบสำรวจตัวเองPiangtawan Tianloek
 
經濟部:「再生水資源發展條例」草案
經濟部:「再生水資源發展條例」草案經濟部:「再生水資源發展條例」草案
經濟部:「再生水資源發展條例」草案R.O.C.Executive Yuan
 
Torneo Lazzarotto
Torneo LazzarottoTorneo Lazzarotto
Torneo Lazzarottopitfigh
 
Kauza David Rath
Kauza David RathKauza David Rath
Kauza David RathSTEM/MARK
 
4.2 Design Di Sistema Per Equita E Coesione Sociale Vezzoli 09 10
4.2 Design Di Sistema Per Equita E Coesione Sociale Vezzoli 09 104.2 Design Di Sistema Per Equita E Coesione Sociale Vezzoli 09 10
4.2 Design Di Sistema Per Equita E Coesione Sociale Vezzoli 09 10vezzoliDSS
 
E:\6.1.2 presentazione esercizio design 09 10 (14)
E:\6.1.2 presentazione esercizio design 09 10 (14)E:\6.1.2 presentazione esercizio design 09 10 (14)
E:\6.1.2 presentazione esercizio design 09 10 (14)vezzoliDSS
 
Metodiskie norādījumi (1,27 MB, docx fomātā) - RĪGAS TEHNISKĀ ...
Metodiskie norādījumi (1,27 MB, docx fomātā) - RĪGAS TEHNISKĀ ...Metodiskie norādījumi (1,27 MB, docx fomātā) - RĪGAS TEHNISKĀ ...
Metodiskie norādījumi (1,27 MB, docx fomātā) - RĪGAS TEHNISKĀ ...butest
 
Coaching para organizaciones
Coaching para organizacionesCoaching para organizaciones
Coaching para organizacionesIsabelSierra
 
mathnightinfo.docx - Anne Arundel County Public Schools
mathnightinfo.docx - Anne Arundel County Public Schoolsmathnightinfo.docx - Anne Arundel County Public Schools
mathnightinfo.docx - Anne Arundel County Public Schoolsbutest
 
Machine Learning for Information Extraction
Machine Learning for Information ExtractionMachine Learning for Information Extraction
Machine Learning for Information Extractionbutest
 
Sreca je putovanje
Sreca je putovanjeSreca je putovanje
Sreca je putovanjeguest80b25
 
Slides (1)
Slides (1)Slides (1)
Slides (1)butest
 
Tutorial - Support vector machines
Tutorial - Support vector machinesTutorial - Support vector machines
Tutorial - Support vector machinesbutest
 
BEGIN TITLE THREE INCHES FROM TOP OF PAPER
BEGIN TITLE THREE INCHES FROM TOP OF PAPERBEGIN TITLE THREE INCHES FROM TOP OF PAPER
BEGIN TITLE THREE INCHES FROM TOP OF PAPERbutest
 

Viewers also liked (20)

doc
docdoc
doc
 
Review of Gait, Locomotion & Lower Limbs
Review of Gait, Locomotion & Lower LimbsReview of Gait, Locomotion & Lower Limbs
Review of Gait, Locomotion & Lower Limbs
 
แบบสำรวจตัวเอง
แบบสำรวจตัวเองแบบสำรวจตัวเอง
แบบสำรวจตัวเอง
 
經濟部:「再生水資源發展條例」草案
經濟部:「再生水資源發展條例」草案經濟部:「再生水資源發展條例」草案
經濟部:「再生水資源發展條例」草案
 
Torneo Lazzarotto
Torneo LazzarottoTorneo Lazzarotto
Torneo Lazzarotto
 
Kauza David Rath
Kauza David RathKauza David Rath
Kauza David Rath
 
4.2 Design Di Sistema Per Equita E Coesione Sociale Vezzoli 09 10
4.2 Design Di Sistema Per Equita E Coesione Sociale Vezzoli 09 104.2 Design Di Sistema Per Equita E Coesione Sociale Vezzoli 09 10
4.2 Design Di Sistema Per Equita E Coesione Sociale Vezzoli 09 10
 
E:\6.1.2 presentazione esercizio design 09 10 (14)
E:\6.1.2 presentazione esercizio design 09 10 (14)E:\6.1.2 presentazione esercizio design 09 10 (14)
E:\6.1.2 presentazione esercizio design 09 10 (14)
 
GoOpen 2010: Jens Norve
GoOpen 2010: Jens NorveGoOpen 2010: Jens Norve
GoOpen 2010: Jens Norve
 
Metodiskie norādījumi (1,27 MB, docx fomātā) - RĪGAS TEHNISKĀ ...
Metodiskie norādījumi (1,27 MB, docx fomātā) - RĪGAS TEHNISKĀ ...Metodiskie norādījumi (1,27 MB, docx fomātā) - RĪGAS TEHNISKĀ ...
Metodiskie norādījumi (1,27 MB, docx fomātā) - RĪGAS TEHNISKĀ ...
 
Coaching para organizaciones
Coaching para organizacionesCoaching para organizaciones
Coaching para organizaciones
 
mathnightinfo.docx - Anne Arundel County Public Schools
mathnightinfo.docx - Anne Arundel County Public Schoolsmathnightinfo.docx - Anne Arundel County Public Schools
mathnightinfo.docx - Anne Arundel County Public Schools
 
Machine Learning for Information Extraction
Machine Learning for Information ExtractionMachine Learning for Information Extraction
Machine Learning for Information Extraction
 
Preetam CV Experience
Preetam CV ExperiencePreetam CV Experience
Preetam CV Experience
 
Sreca je putovanje
Sreca je putovanjeSreca je putovanje
Sreca je putovanje
 
Teresita Carvajal Resume
Teresita Carvajal ResumeTeresita Carvajal Resume
Teresita Carvajal Resume
 
Hivext 04.2010
Hivext 04.2010Hivext 04.2010
Hivext 04.2010
 
Slides (1)
Slides (1)Slides (1)
Slides (1)
 
Tutorial - Support vector machines
Tutorial - Support vector machinesTutorial - Support vector machines
Tutorial - Support vector machines
 
BEGIN TITLE THREE INCHES FROM TOP OF PAPER
BEGIN TITLE THREE INCHES FROM TOP OF PAPERBEGIN TITLE THREE INCHES FROM TOP OF PAPER
BEGIN TITLE THREE INCHES FROM TOP OF PAPER
 

Similar to Machine Learning Techniques for the Evaluating of External ...

Heart Disease Identification Method Using Machine Learnin in E-healthcare.
Heart Disease Identification Method Using Machine Learnin in E-healthcare.Heart Disease Identification Method Using Machine Learnin in E-healthcare.
Heart Disease Identification Method Using Machine Learnin in E-healthcare.SUJIT SHIBAPRASAD MAITY
 
AIQC - ISCB 2022.pdf
AIQC - ISCB 2022.pdfAIQC - ISCB 2022.pdf
AIQC - ISCB 2022.pdfLayne Sadler
 
Performance Evaluation of Different Data Mining Classification Algorithm and ...
Performance Evaluation of Different Data Mining Classification Algorithm and ...Performance Evaluation of Different Data Mining Classification Algorithm and ...
Performance Evaluation of Different Data Mining Classification Algorithm and ...IOSR Journals
 
An experimental study on hypothyroid using rotation forest
An experimental study on hypothyroid using rotation forestAn experimental study on hypothyroid using rotation forest
An experimental study on hypothyroid using rotation forestIJDKP
 
A Threshold fuzzy entropy based feature selection method applied in various b...
A Threshold fuzzy entropy based feature selection method applied in various b...A Threshold fuzzy entropy based feature selection method applied in various b...
A Threshold fuzzy entropy based feature selection method applied in various b...IJMER
 
SURVEY ON CLASSIFICATION ALGORITHMS USING BIG DATASET
SURVEY ON CLASSIFICATION ALGORITHMS USING BIG DATASETSURVEY ON CLASSIFICATION ALGORITHMS USING BIG DATASET
SURVEY ON CLASSIFICATION ALGORITHMS USING BIG DATASETEditor IJMTER
 
Decision Tree Based Algorithm for Intrusion Detection
Decision Tree Based Algorithm for Intrusion DetectionDecision Tree Based Algorithm for Intrusion Detection
Decision Tree Based Algorithm for Intrusion DetectionEswar Publications
 
research paper
research paperresearch paper
research paperKalyan Ram
 
Parkinson Disease Detection Using XGBoost and SVM
Parkinson Disease Detection Using XGBoost and SVMParkinson Disease Detection Using XGBoost and SVM
Parkinson Disease Detection Using XGBoost and SVMIRJET Journal
 
PARKINSON’S DISEASE DETECTION USING MACHINE LEARNING
PARKINSON’S DISEASE DETECTION USING MACHINE LEARNINGPARKINSON’S DISEASE DETECTION USING MACHINE LEARNING
PARKINSON’S DISEASE DETECTION USING MACHINE LEARNINGIRJET Journal
 
Policy Based reinforcement Learning for time series Anomaly detection
Policy Based reinforcement Learning for time series Anomaly detectionPolicy Based reinforcement Learning for time series Anomaly detection
Policy Based reinforcement Learning for time series Anomaly detectionKishor Datta Gupta
 
An Efficient PSO Based Ensemble Classification Model on High Dimensional Data...
An Efficient PSO Based Ensemble Classification Model on High Dimensional Data...An Efficient PSO Based Ensemble Classification Model on High Dimensional Data...
An Efficient PSO Based Ensemble Classification Model on High Dimensional Data...ijsc
 
Machine Learning, Data Mining, Genetic Algorithms, Neural ...
Machine Learning, Data Mining, Genetic Algorithms, Neural ...Machine Learning, Data Mining, Genetic Algorithms, Neural ...
Machine Learning, Data Mining, Genetic Algorithms, Neural ...butest
 
Deep Learning for AI (3)
Deep Learning for AI (3)Deep Learning for AI (3)
Deep Learning for AI (3)Dongheon Lee
 

Similar to Machine Learning Techniques for the Evaluating of External ... (20)

Heart Disease Identification Method Using Machine Learnin in E-healthcare.
Heart Disease Identification Method Using Machine Learnin in E-healthcare.Heart Disease Identification Method Using Machine Learnin in E-healthcare.
Heart Disease Identification Method Using Machine Learnin in E-healthcare.
 
AIQC - ISCB 2022.pdf
AIQC - ISCB 2022.pdfAIQC - ISCB 2022.pdf
AIQC - ISCB 2022.pdf
 
Performance Evaluation of Different Data Mining Classification Algorithm and ...
Performance Evaluation of Different Data Mining Classification Algorithm and ...Performance Evaluation of Different Data Mining Classification Algorithm and ...
Performance Evaluation of Different Data Mining Classification Algorithm and ...
 
An experimental study on hypothyroid using rotation forest
An experimental study on hypothyroid using rotation forestAn experimental study on hypothyroid using rotation forest
An experimental study on hypothyroid using rotation forest
 
A Threshold fuzzy entropy based feature selection method applied in various b...
A Threshold fuzzy entropy based feature selection method applied in various b...A Threshold fuzzy entropy based feature selection method applied in various b...
A Threshold fuzzy entropy based feature selection method applied in various b...
 
V34132136
V34132136V34132136
V34132136
 
SURVEY ON CLASSIFICATION ALGORITHMS USING BIG DATASET
SURVEY ON CLASSIFICATION ALGORITHMS USING BIG DATASETSURVEY ON CLASSIFICATION ALGORITHMS USING BIG DATASET
SURVEY ON CLASSIFICATION ALGORITHMS USING BIG DATASET
 
[IJET-V2I3P21] Authors: Amit Kumar Dewangan, Akhilesh Kumar Shrivas, Prem Kumar
[IJET-V2I3P21] Authors: Amit Kumar Dewangan, Akhilesh Kumar Shrivas, Prem Kumar[IJET-V2I3P21] Authors: Amit Kumar Dewangan, Akhilesh Kumar Shrivas, Prem Kumar
[IJET-V2I3P21] Authors: Amit Kumar Dewangan, Akhilesh Kumar Shrivas, Prem Kumar
 
Decision Tree Based Algorithm for Intrusion Detection
Decision Tree Based Algorithm for Intrusion DetectionDecision Tree Based Algorithm for Intrusion Detection
Decision Tree Based Algorithm for Intrusion Detection
 
research paper
research paperresearch paper
research paper
 
A hybrid wrapper spider monkey optimization-simulated annealing model for opt...
A hybrid wrapper spider monkey optimization-simulated annealing model for opt...A hybrid wrapper spider monkey optimization-simulated annealing model for opt...
A hybrid wrapper spider monkey optimization-simulated annealing model for opt...
 
Parkinson Disease Detection Using XGBoost and SVM
Parkinson Disease Detection Using XGBoost and SVMParkinson Disease Detection Using XGBoost and SVM
Parkinson Disease Detection Using XGBoost and SVM
 
PARKINSON’S DISEASE DETECTION USING MACHINE LEARNING
PARKINSON’S DISEASE DETECTION USING MACHINE LEARNINGPARKINSON’S DISEASE DETECTION USING MACHINE LEARNING
PARKINSON’S DISEASE DETECTION USING MACHINE LEARNING
 
Policy Based reinforcement Learning for time series Anomaly detection
Policy Based reinforcement Learning for time series Anomaly detectionPolicy Based reinforcement Learning for time series Anomaly detection
Policy Based reinforcement Learning for time series Anomaly detection
 
An Efficient PSO Based Ensemble Classification Model on High Dimensional Data...
An Efficient PSO Based Ensemble Classification Model on High Dimensional Data...An Efficient PSO Based Ensemble Classification Model on High Dimensional Data...
An Efficient PSO Based Ensemble Classification Model on High Dimensional Data...
 
Machine Learning, Data Mining, Genetic Algorithms, Neural ...
Machine Learning, Data Mining, Genetic Algorithms, Neural ...Machine Learning, Data Mining, Genetic Algorithms, Neural ...
Machine Learning, Data Mining, Genetic Algorithms, Neural ...
 
Hanaa phd presentation 14-4-2017
Hanaa phd  presentation  14-4-2017Hanaa phd  presentation  14-4-2017
Hanaa phd presentation 14-4-2017
 
5.11 expert system
5.11 expert system5.11 expert system
5.11 expert system
 
eam2
eam2eam2
eam2
 
Deep Learning for AI (3)
Deep Learning for AI (3)Deep Learning for AI (3)
Deep Learning for AI (3)
 

More from butest

EL MODELO DE NEGOCIO DE YOUTUBE
EL MODELO DE NEGOCIO DE YOUTUBEEL MODELO DE NEGOCIO DE YOUTUBE
EL MODELO DE NEGOCIO DE YOUTUBEbutest
 
1. MPEG I.B.P frame之不同
1. MPEG I.B.P frame之不同1. MPEG I.B.P frame之不同
1. MPEG I.B.P frame之不同butest
 
LESSONS FROM THE MICHAEL JACKSON TRIAL
LESSONS FROM THE MICHAEL JACKSON TRIALLESSONS FROM THE MICHAEL JACKSON TRIAL
LESSONS FROM THE MICHAEL JACKSON TRIALbutest
 
Timeline: The Life of Michael Jackson
Timeline: The Life of Michael JacksonTimeline: The Life of Michael Jackson
Timeline: The Life of Michael Jacksonbutest
 
Popular Reading Last Updated April 1, 2010 Adams, Lorraine The ...
Popular Reading Last Updated April 1, 2010 Adams, Lorraine The ...Popular Reading Last Updated April 1, 2010 Adams, Lorraine The ...
Popular Reading Last Updated April 1, 2010 Adams, Lorraine The ...butest
 
LESSONS FROM THE MICHAEL JACKSON TRIAL
LESSONS FROM THE MICHAEL JACKSON TRIALLESSONS FROM THE MICHAEL JACKSON TRIAL
LESSONS FROM THE MICHAEL JACKSON TRIALbutest
 
Com 380, Summer II
Com 380, Summer IICom 380, Summer II
Com 380, Summer IIbutest
 
The MYnstrel Free Press Volume 2: Economic Struggles, Meet Jazz
The MYnstrel Free Press Volume 2: Economic Struggles, Meet JazzThe MYnstrel Free Press Volume 2: Economic Struggles, Meet Jazz
The MYnstrel Free Press Volume 2: Economic Struggles, Meet Jazzbutest
 
MICHAEL JACKSON.doc
MICHAEL JACKSON.docMICHAEL JACKSON.doc
MICHAEL JACKSON.docbutest
 
Social Networks: Twitter Facebook SL - Slide 1
Social Networks: Twitter Facebook SL - Slide 1Social Networks: Twitter Facebook SL - Slide 1
Social Networks: Twitter Facebook SL - Slide 1butest
 
Facebook
Facebook Facebook
Facebook butest
 
Executive Summary Hare Chevrolet is a General Motors dealership ...
Executive Summary Hare Chevrolet is a General Motors dealership ...Executive Summary Hare Chevrolet is a General Motors dealership ...
Executive Summary Hare Chevrolet is a General Motors dealership ...butest
 
Welcome to the Dougherty County Public Library's Facebook and ...
Welcome to the Dougherty County Public Library's Facebook and ...Welcome to the Dougherty County Public Library's Facebook and ...
Welcome to the Dougherty County Public Library's Facebook and ...butest
 
NEWS ANNOUNCEMENT
NEWS ANNOUNCEMENTNEWS ANNOUNCEMENT
NEWS ANNOUNCEMENTbutest
 
C-2100 Ultra Zoom.doc
C-2100 Ultra Zoom.docC-2100 Ultra Zoom.doc
C-2100 Ultra Zoom.docbutest
 
MAC Printing on ITS Printers.doc.doc
MAC Printing on ITS Printers.doc.docMAC Printing on ITS Printers.doc.doc
MAC Printing on ITS Printers.doc.docbutest
 
Mac OS X Guide.doc
Mac OS X Guide.docMac OS X Guide.doc
Mac OS X Guide.docbutest
 
WEB DESIGN!
WEB DESIGN!WEB DESIGN!
WEB DESIGN!butest
 

More from butest (20)

EL MODELO DE NEGOCIO DE YOUTUBE
EL MODELO DE NEGOCIO DE YOUTUBEEL MODELO DE NEGOCIO DE YOUTUBE
EL MODELO DE NEGOCIO DE YOUTUBE
 
1. MPEG I.B.P frame之不同
1. MPEG I.B.P frame之不同1. MPEG I.B.P frame之不同
1. MPEG I.B.P frame之不同
 
LESSONS FROM THE MICHAEL JACKSON TRIAL
LESSONS FROM THE MICHAEL JACKSON TRIALLESSONS FROM THE MICHAEL JACKSON TRIAL
LESSONS FROM THE MICHAEL JACKSON TRIAL
 
Timeline: The Life of Michael Jackson
Timeline: The Life of Michael JacksonTimeline: The Life of Michael Jackson
Timeline: The Life of Michael Jackson
 
Popular Reading Last Updated April 1, 2010 Adams, Lorraine The ...
Popular Reading Last Updated April 1, 2010 Adams, Lorraine The ...Popular Reading Last Updated April 1, 2010 Adams, Lorraine The ...
Popular Reading Last Updated April 1, 2010 Adams, Lorraine The ...
 
LESSONS FROM THE MICHAEL JACKSON TRIAL
LESSONS FROM THE MICHAEL JACKSON TRIALLESSONS FROM THE MICHAEL JACKSON TRIAL
LESSONS FROM THE MICHAEL JACKSON TRIAL
 
Com 380, Summer II
Com 380, Summer IICom 380, Summer II
Com 380, Summer II
 
PPT
PPTPPT
PPT
 
The MYnstrel Free Press Volume 2: Economic Struggles, Meet Jazz
The MYnstrel Free Press Volume 2: Economic Struggles, Meet JazzThe MYnstrel Free Press Volume 2: Economic Struggles, Meet Jazz
The MYnstrel Free Press Volume 2: Economic Struggles, Meet Jazz
 
MICHAEL JACKSON.doc
MICHAEL JACKSON.docMICHAEL JACKSON.doc
MICHAEL JACKSON.doc
 
Social Networks: Twitter Facebook SL - Slide 1
Social Networks: Twitter Facebook SL - Slide 1Social Networks: Twitter Facebook SL - Slide 1
Social Networks: Twitter Facebook SL - Slide 1
 
Facebook
Facebook Facebook
Facebook
 
Executive Summary Hare Chevrolet is a General Motors dealership ...
Executive Summary Hare Chevrolet is a General Motors dealership ...Executive Summary Hare Chevrolet is a General Motors dealership ...
Executive Summary Hare Chevrolet is a General Motors dealership ...
 
Welcome to the Dougherty County Public Library's Facebook and ...
Welcome to the Dougherty County Public Library's Facebook and ...Welcome to the Dougherty County Public Library's Facebook and ...
Welcome to the Dougherty County Public Library's Facebook and ...
 
NEWS ANNOUNCEMENT
NEWS ANNOUNCEMENTNEWS ANNOUNCEMENT
NEWS ANNOUNCEMENT
 
C-2100 Ultra Zoom.doc
C-2100 Ultra Zoom.docC-2100 Ultra Zoom.doc
C-2100 Ultra Zoom.doc
 
MAC Printing on ITS Printers.doc.doc
MAC Printing on ITS Printers.doc.docMAC Printing on ITS Printers.doc.doc
MAC Printing on ITS Printers.doc.doc
 
Mac OS X Guide.doc
Mac OS X Guide.docMac OS X Guide.doc
Mac OS X Guide.doc
 
hier
hierhier
hier
 
WEB DESIGN!
WEB DESIGN!WEB DESIGN!
WEB DESIGN!
 

Machine Learning Techniques for the Evaluating of External ...

  • 1.
  • 2.
  • 3.
  • 4.
  • 5.
  • 6.
  • 7.
  • 8.
  • 9.
  • 10. Experiment Result 1. Decision Tree: Full Data with Multi-class Prediction Reduced Data with Multi-class Prediction Correct Rate=73.33% Correct Rate=66.66%
  • 11. Experiment Result (con’d) 2. Classifier System Full Data with Multi-class Prediction Reduced Data with Multi-class Prediction Correct Rate=21% Correct Rate=44%
  • 12. Experiment Result (con’d) 3. Artificial Neural Network Full Data with Multi-class Prediction Reduced Data with Multi-class Prediction Correct Rate=31.7% Correct Rate=45%
  • 13. Experiment Result (con’d) 4. GAANN Full Data with Multi-class Prediction Reduced Data with Multi-class Prediction Correct Rate=63.3% Correct Rate=53.3%
  • 14. Experiment Result (con’d) Decision Tree Classifier System Artificial Neural Network GAANN
  • 15.
  • 16.

Editor's Notes

  1. Genetic Algorithm Set ANN Structure
  2. Correct Rate=66.66%
  3. Classifier System
  4. Artificial Neural Network
  5. GAANN
  6. GAANN