SlideShare a Scribd company logo

Software for Stock Market Prediction

•
•
SSA KPI
SSA KPI

AACIMP 2009 Summer School lecture by Alexander Makarenko. "Mathematical Modelling of Social Systems" course. 5th hour. Part 4.

EducationBusinessEconomy & Finance
1 of 12
Download to read offline
<Эмблема> SOFTWARE FOR STOCK MARKET PREDICTION Alexander MAKARENKO, Prof., Valeriy SOLIYA, Institute of Applied System Analysis at National Technical University of Ukraine (KPI), 37, Pobedy Avenue, 03056, Kiev- 56, UKRAINE makalex@i.com.ua
MARKET PREDICTION (CONTENT) Model We represent Model Variants the learning Advantage software for Input parameters modeling and Input data formats prediction of Results of modeling stock market Interface behavior
MARKET PREDICTION (MODEL) ORIGINAL MODEL FOR LARGE SOCIAL, ECONOMICAL, POLITICAL, SYSTEMS PROPOSED BY prof. A.MAKARENKO E-mail: makalex@i.com.ua ; makalex@mmsa.ntu-kpi.kiev.ua
MARKET PREDICTION (MODELS MODIFICATION) Four model types for stock market prediction: • multiplicative form of threshold function and constant broker’s reputation matrix • multiplicative form of threshold function and variable broker’s reputation matrix • additive form of threshold function and constant broker’s reputation matrix • additive form of threshold function and variable broker’s reputation matrix
MARKET PREDICTION (ADVANTAGES) NEW! Advantages Predicting power Accounting the collection of brokers behavior Concrete results on brokers interaction in dynamics Can easy operate with many brokers situation Functional dependences which adequate to real processes of broker interaction
MARKET PREDICTION (INPUT PARAMETYERS) • Brokers number at stock market; • Broker’s reputation matrix; • Broker’s financial resources ; • Influence of broker’s intention on request; • Initial requests vector; • The training velocity and forgetting velocity (for case of variable reputation matrix); • Prediction horizon.
MARKET PREDICTION (INPUT DATA FORMATS) Dynamics of stock course 30 25 max min Closed 20 15
MARKET PREDICTION (MODELING RESULTS) • Broker’s request matrix for all time of negotiation • Reputation matrix with changes (for model with variable reputation matrix) • Picture of requests dynamics at the time interval of negotiation • Picture of the ‘network energy’
MARKET PREDICTION (SOFTWARE INTERFACE 1) Multiplicative model with variable reputation matrix
MARKET PREDICTION (SOFTWARE INTERFACE 2)
MARKET PREDICTION (SOFTWARE INTERFACE 3) Multiplicative model with constant reputation matrix
MARKET PREDICTION (SOFTWARE INTERFACE 4)

Recommended

Stock market with nn
Stock market with nnStock market with nn
Stock market with nnRectus Technologies
 
Prediction of stock market index using neural networks an empirical study of...
Prediction of stock market index using neural networks an empirical study of...Prediction of stock market index using neural networks an empirical study of...
Prediction of stock market index using neural networks an empirical study of...
Alexander Decker
 
Stock Market Prediction - IEEE format
Stock Market Prediction - IEEE formatStock Market Prediction - IEEE format
Stock Market Prediction - IEEE formatPavithra Sahari Natarajan
 
Stock Market Prediction using Machine Learning
Stock Market Prediction using Machine LearningStock Market Prediction using Machine Learning
Stock Market Prediction using Machine Learning
Aravind Balaji
 
Predicting Stock Market Price Using Support Vector Regression
Predicting Stock Market Price Using Support Vector RegressionPredicting Stock Market Price Using Support Vector Regression
Predicting Stock Market Price Using Support Vector Regression
Chittagong Independent University
 
Stock Market Prediction Using ANN
Stock Market Prediction Using ANNStock Market Prediction Using ANN
Stock Market Prediction Using ANN
Krishna Mohan Mishra
 
An intelligent scalable stock market prediction system
An intelligent scalable stock market prediction systemAn intelligent scalable stock market prediction system
An intelligent scalable stock market prediction system
Harshit Agarwal
 
An intelligent framework using hybrid social media and market data, for stock...
An intelligent framework using hybrid social media and market data, for stock...An intelligent framework using hybrid social media and market data, for stock...
An intelligent framework using hybrid social media and market data, for stock...
Eslam Nader
 

Recommended

Stock market with nn
Stock market with nnStock market with nn
Stock market with nnRectus Technologies
 
Prediction of stock market index using neural networks an empirical study of...
Prediction of stock market index using neural networks an empirical study of...Prediction of stock market index using neural networks an empirical study of...
Prediction of stock market index using neural networks an empirical study of...
Alexander Decker
 
Stock Market Prediction - IEEE format
Stock Market Prediction - IEEE formatStock Market Prediction - IEEE format
Stock Market Prediction - IEEE formatPavithra Sahari Natarajan
 
Stock Market Prediction using Machine Learning
Stock Market Prediction using Machine LearningStock Market Prediction using Machine Learning
Stock Market Prediction using Machine Learning
Aravind Balaji
 
Predicting Stock Market Price Using Support Vector Regression
Predicting Stock Market Price Using Support Vector RegressionPredicting Stock Market Price Using Support Vector Regression
Predicting Stock Market Price Using Support Vector Regression
Chittagong Independent University
 
Stock Market Prediction Using ANN
Stock Market Prediction Using ANNStock Market Prediction Using ANN
Stock Market Prediction Using ANN
Krishna Mohan Mishra
 
An intelligent scalable stock market prediction system
An intelligent scalable stock market prediction systemAn intelligent scalable stock market prediction system
An intelligent scalable stock market prediction system
Harshit Agarwal
 
An intelligent framework using hybrid social media and market data, for stock...
An intelligent framework using hybrid social media and market data, for stock...An intelligent framework using hybrid social media and market data, for stock...
An intelligent framework using hybrid social media and market data, for stock...
Eslam Nader
 
stock market prediction
stock market predictionstock market prediction
stock market prediction
SRIGINES
 
Simple stock market analysis
Simple stock market analysisSimple stock market analysis
Simple stock market analysis
lynneblue
 
Presentation1
Presentation1Presentation1
Presentation1Manvendra Yadav
 
Performance analysis and prediction of stock market for investment decision u...
Performance analysis and prediction of stock market for investment decision u...Performance analysis and prediction of stock market for investment decision u...
Performance analysis and prediction of stock market for investment decision u...
Hari KC
 
Stock price prediction using Neural Net
Stock price prediction using Neural NetStock price prediction using Neural Net
Stock price prediction using Neural Net
Rajat Sharma
 
IRJET - Stock Market Prediction using Machine Learning Algorithm
IRJET - Stock Market Prediction using Machine Learning AlgorithmIRJET - Stock Market Prediction using Machine Learning Algorithm
IRJET - Stock Market Prediction using Machine Learning Algorithm
IRJET Journal
 
PERFORMANCE ANALYSIS and PREDICTION of NEPAL STOCK MARKET (NEPSE) for INVESTM...
PERFORMANCE ANALYSIS and PREDICTION of NEPAL STOCK MARKET (NEPSE) for INVESTM...PERFORMANCE ANALYSIS and PREDICTION of NEPAL STOCK MARKET (NEPSE) for INVESTM...
PERFORMANCE ANALYSIS and PREDICTION of NEPAL STOCK MARKET (NEPSE) for INVESTM...
Hari KC
 
IRJET- Stock Price Prediction using Long Short Term Memory
IRJET- Stock Price Prediction using Long Short Term MemoryIRJET- Stock Price Prediction using Long Short Term Memory
IRJET- Stock Price Prediction using Long Short Term Memory
IRJET Journal
 
A LINEAR REGRESSION APPROACH TO PREDICTION OF STOCK MARKET TRADING VOLUME: A ...
A LINEAR REGRESSION APPROACH TO PREDICTION OF STOCK MARKET TRADING VOLUME: A ...A LINEAR REGRESSION APPROACH TO PREDICTION OF STOCK MARKET TRADING VOLUME: A ...
A LINEAR REGRESSION APPROACH TO PREDICTION OF STOCK MARKET TRADING VOLUME: A ...
ijmvsc
 
Machine learning: Stock Price Prediction
Machine learning: Stock Price PredictionMachine learning: Stock Price Prediction
Machine learning: Stock Price Prediction
eurosigdoc acm
 
Stock market analysis using supervised machine learning
Stock market analysis using supervised machine learningStock market analysis using supervised machine learning
Stock market analysis using supervised machine learning
Priyanshu Gandhi
 
Rachit Mishra_stock prediction_report
Rachit Mishra_stock prediction_reportRachit Mishra_stock prediction_report
Rachit Mishra_stock prediction_reportRachit Mishra
 
DEVELOPMENT OF INTELLIGENT PREDICTIVE MODEL FOR STOCK DATA PREDICTION WITH FE...
DEVELOPMENT OF INTELLIGENT PREDICTIVE MODEL FOR STOCK DATA PREDICTION WITH FE...DEVELOPMENT OF INTELLIGENT PREDICTIVE MODEL FOR STOCK DATA PREDICTION WITH FE...
DEVELOPMENT OF INTELLIGENT PREDICTIVE MODEL FOR STOCK DATA PREDICTION WITH FE...
Richa Handa
 
IRJET- Stock Market Prediction using Machine Learning Techniques
IRJET- Stock Market Prediction using Machine Learning TechniquesIRJET- Stock Market Prediction using Machine Learning Techniques
IRJET- Stock Market Prediction using Machine Learning Techniques
IRJET Journal
 
Stock market prediction technique:
Stock market prediction technique:Stock market prediction technique:
Stock market prediction technique:
Paladion Networks
 
Stock Price Prediction
Stock Price PredictionStock Price Prediction
Stock Price Prediction
Manisha Mishra
 
Fuzzy Presentation
Fuzzy PresentationFuzzy Presentation
Fuzzy PresentationMohamed Abraar Ahmed
 
INFORMS 2015
INFORMS 2015INFORMS 2015
INFORMS 2015Mohamed Abraar Ahmed
 
House price prediction
House price predictionHouse price prediction
House price prediction
SabahBegum
 
Stock market analysis using ga and neural network
Stock market analysis using ga and neural networkStock market analysis using ga and neural network
Stock market analysis using ga and neural network
Amr Abd El Latief
 
Stock market prediction using data mining
Stock market prediction using data miningStock market prediction using data mining
Stock market prediction using data mining
ShivakumarSoppannavar
 
STOCK MARKET PREDICTION
STOCK MARKET PREDICTIONSTOCK MARKET PREDICTION
STOCK MARKET PREDICTION
Shivank Chaudhary
 

More Related Content

What's hot

stock market prediction
stock market predictionstock market prediction
stock market prediction
SRIGINES
 
Simple stock market analysis
Simple stock market analysisSimple stock market analysis
Simple stock market analysis
lynneblue
 
Performance analysis and prediction of stock market for investment decision u...
Performance analysis and prediction of stock market for investment decision u...Performance analysis and prediction of stock market for investment decision u...
Performance analysis and prediction of stock market for investment decision u...
Hari KC
 
Stock price prediction using Neural Net
Stock price prediction using Neural NetStock price prediction using Neural Net
Stock price prediction using Neural Net
Rajat Sharma
 
IRJET - Stock Market Prediction using Machine Learning Algorithm
IRJET - Stock Market Prediction using Machine Learning AlgorithmIRJET - Stock Market Prediction using Machine Learning Algorithm
IRJET - Stock Market Prediction using Machine Learning Algorithm
IRJET Journal
 
PERFORMANCE ANALYSIS and PREDICTION of NEPAL STOCK MARKET (NEPSE) for INVESTM...
PERFORMANCE ANALYSIS and PREDICTION of NEPAL STOCK MARKET (NEPSE) for INVESTM...PERFORMANCE ANALYSIS and PREDICTION of NEPAL STOCK MARKET (NEPSE) for INVESTM...
PERFORMANCE ANALYSIS and PREDICTION of NEPAL STOCK MARKET (NEPSE) for INVESTM...
Hari KC
 
IRJET- Stock Price Prediction using Long Short Term Memory
IRJET- Stock Price Prediction using Long Short Term MemoryIRJET- Stock Price Prediction using Long Short Term Memory
IRJET- Stock Price Prediction using Long Short Term Memory
IRJET Journal
 
A LINEAR REGRESSION APPROACH TO PREDICTION OF STOCK MARKET TRADING VOLUME: A ...
A LINEAR REGRESSION APPROACH TO PREDICTION OF STOCK MARKET TRADING VOLUME: A ...A LINEAR REGRESSION APPROACH TO PREDICTION OF STOCK MARKET TRADING VOLUME: A ...
A LINEAR REGRESSION APPROACH TO PREDICTION OF STOCK MARKET TRADING VOLUME: A ...
ijmvsc
 
Machine learning: Stock Price Prediction
Machine learning: Stock Price PredictionMachine learning: Stock Price Prediction
Machine learning: Stock Price Prediction
eurosigdoc acm
 
Stock market analysis using supervised machine learning
Stock market analysis using supervised machine learningStock market analysis using supervised machine learning
Stock market analysis using supervised machine learning
Priyanshu Gandhi
 
Rachit Mishra_stock prediction_report
Rachit Mishra_stock prediction_reportRachit Mishra_stock prediction_report
Rachit Mishra_stock prediction_reportRachit Mishra
 
DEVELOPMENT OF INTELLIGENT PREDICTIVE MODEL FOR STOCK DATA PREDICTION WITH FE...
DEVELOPMENT OF INTELLIGENT PREDICTIVE MODEL FOR STOCK DATA PREDICTION WITH FE...DEVELOPMENT OF INTELLIGENT PREDICTIVE MODEL FOR STOCK DATA PREDICTION WITH FE...
DEVELOPMENT OF INTELLIGENT PREDICTIVE MODEL FOR STOCK DATA PREDICTION WITH FE...
Richa Handa
 
IRJET- Stock Market Prediction using Machine Learning Techniques
IRJET- Stock Market Prediction using Machine Learning TechniquesIRJET- Stock Market Prediction using Machine Learning Techniques
IRJET- Stock Market Prediction using Machine Learning Techniques
IRJET Journal
 
Stock market prediction technique:
Stock market prediction technique:Stock market prediction technique:
Stock market prediction technique:
Paladion Networks
 
Stock Price Prediction
Stock Price PredictionStock Price Prediction
Stock Price Prediction
Manisha Mishra
 
House price prediction
House price predictionHouse price prediction
House price prediction
SabahBegum
 
Stock market analysis using ga and neural network
Stock market analysis using ga and neural networkStock market analysis using ga and neural network
Stock market analysis using ga and neural network
Amr Abd El Latief
 

What's hot (20)

stock market prediction
stock market predictionstock market prediction
stock market prediction
 
Simple stock market analysis
Simple stock market analysisSimple stock market analysis
Simple stock market analysis
 
Presentation1
Presentation1Presentation1
Presentation1
 
Performance analysis and prediction of stock market for investment decision u...
Performance analysis and prediction of stock market for investment decision u...Performance analysis and prediction of stock market for investment decision u...
Performance analysis and prediction of stock market for investment decision u...
 
Stock price prediction using Neural Net
Stock price prediction using Neural NetStock price prediction using Neural Net
Stock price prediction using Neural Net
 
IRJET - Stock Market Prediction using Machine Learning Algorithm
IRJET - Stock Market Prediction using Machine Learning AlgorithmIRJET - Stock Market Prediction using Machine Learning Algorithm
IRJET - Stock Market Prediction using Machine Learning Algorithm
 
PERFORMANCE ANALYSIS and PREDICTION of NEPAL STOCK MARKET (NEPSE) for INVESTM...
PERFORMANCE ANALYSIS and PREDICTION of NEPAL STOCK MARKET (NEPSE) for INVESTM...PERFORMANCE ANALYSIS and PREDICTION of NEPAL STOCK MARKET (NEPSE) for INVESTM...
PERFORMANCE ANALYSIS and PREDICTION of NEPAL STOCK MARKET (NEPSE) for INVESTM...
 
IRJET- Stock Price Prediction using Long Short Term Memory
IRJET- Stock Price Prediction using Long Short Term MemoryIRJET- Stock Price Prediction using Long Short Term Memory
IRJET- Stock Price Prediction using Long Short Term Memory
 
A LINEAR REGRESSION APPROACH TO PREDICTION OF STOCK MARKET TRADING VOLUME: A ...
A LINEAR REGRESSION APPROACH TO PREDICTION OF STOCK MARKET TRADING VOLUME: A ...A LINEAR REGRESSION APPROACH TO PREDICTION OF STOCK MARKET TRADING VOLUME: A ...
A LINEAR REGRESSION APPROACH TO PREDICTION OF STOCK MARKET TRADING VOLUME: A ...
 
Machine learning: Stock Price Prediction
Machine learning: Stock Price PredictionMachine learning: Stock Price Prediction
Machine learning: Stock Price Prediction
 
Stock market analysis using supervised machine learning
Stock market analysis using supervised machine learningStock market analysis using supervised machine learning
Stock market analysis using supervised machine learning
 
Rachit Mishra_stock prediction_report
Rachit Mishra_stock prediction_reportRachit Mishra_stock prediction_report
Rachit Mishra_stock prediction_report
 
DEVELOPMENT OF INTELLIGENT PREDICTIVE MODEL FOR STOCK DATA PREDICTION WITH FE...
DEVELOPMENT OF INTELLIGENT PREDICTIVE MODEL FOR STOCK DATA PREDICTION WITH FE...DEVELOPMENT OF INTELLIGENT PREDICTIVE MODEL FOR STOCK DATA PREDICTION WITH FE...
DEVELOPMENT OF INTELLIGENT PREDICTIVE MODEL FOR STOCK DATA PREDICTION WITH FE...
 
IRJET- Stock Market Prediction using Machine Learning Techniques
IRJET- Stock Market Prediction using Machine Learning TechniquesIRJET- Stock Market Prediction using Machine Learning Techniques
IRJET- Stock Market Prediction using Machine Learning Techniques
 
Stock market prediction technique:
Stock market prediction technique:Stock market prediction technique:
Stock market prediction technique:
 
Stock Price Prediction
Stock Price PredictionStock Price Prediction
Stock Price Prediction
 
Fuzzy Presentation
Fuzzy PresentationFuzzy Presentation
Fuzzy Presentation
 
INFORMS 2015
INFORMS 2015INFORMS 2015
INFORMS 2015
 
House price prediction
House price predictionHouse price prediction
House price prediction
 
Stock market analysis using ga and neural network
Stock market analysis using ga and neural networkStock market analysis using ga and neural network
Stock market analysis using ga and neural network
 

Viewers also liked

Stock market prediction using data mining
Stock market prediction using data miningStock market prediction using data mining
Stock market prediction using data mining
ShivakumarSoppannavar
 
STOCK MARKET PREDICTION
STOCK MARKET PREDICTIONSTOCK MARKET PREDICTION
STOCK MARKET PREDICTION
Shivank Chaudhary
 
Aditya report finaL
Aditya report finaLAditya report finaL
Aditya report finaL
2767882
 
GDP PREDICTION AND ANALYSIS USING DATA MINING TECHNIQUES
GDP PREDICTION AND ANALYSIS USING DATA MINING TECHNIQUESGDP PREDICTION AND ANALYSIS USING DATA MINING TECHNIQUES
GDP PREDICTION AND ANALYSIS USING DATA MINING TECHNIQUES
Bharat Nagalia
 
Prediction of stock market index using genetic algorithm
Prediction of stock market index using genetic algorithmPrediction of stock market index using genetic algorithm
Prediction of stock market index using genetic algorithm
Alexander Decker
 
2558 project
2558 project 2558 project
2558 project
Phimphaga Ninpeang
 
1.PPT (1.PREDICTION OF DISEASES New)
1.PPT (1.PREDICTION OF DISEASES New)1.PPT (1.PREDICTION OF DISEASES New)
1.PPT (1.PREDICTION OF DISEASES New)Jashvant Shah
 
Stock Price Trend Forecasting using Supervised Learning
Stock Price Trend Forecasting using Supervised LearningStock Price Trend Forecasting using Supervised Learning
Stock Price Trend Forecasting using Supervised Learning
Sharvil Katariya
 
Stock Market Prediction
Stock Market PredictionStock Market Prediction
Stock Market Prediction
MRIDUL GUPTA
 
Earthquake prediction
Earthquake predictionEarthquake prediction
Earthquake prediction
Shankar Murthy
 
HEART DISEASE PREDICTION USING NAIVE BAYES ALGORITHM
HEART DISEASE PREDICTION USING NAIVE BAYES ALGORITHMHEART DISEASE PREDICTION USING NAIVE BAYES ALGORITHM
HEART DISEASE PREDICTION USING NAIVE BAYES ALGORITHM
amiteshg
 
Data mining seminar report
Data mining seminar reportData mining seminar report
Data mining seminar reportmayurik19
 
Deep Learning for Stock Prediction
Deep Learning for Stock PredictionDeep Learning for Stock Prediction
Deep Learning for Stock Prediction
Lim Zhi Yuan (Zane)
 
Stock Market Prediction using Hidden Markov Models and Investor sentiment
Stock Market Prediction using Hidden Markov Models and Investor sentimentStock Market Prediction using Hidden Markov Models and Investor sentiment
Stock Market Prediction using Hidden Markov Models and Investor sentiment
Patrick Nicolas
 
Hidden Markov Model & Stock Prediction
Hidden Markov Model & Stock PredictionHidden Markov Model & Stock Prediction
Hidden Markov Model & Stock Prediction
David Chiu
 
Data mining slides
Data mining slidesData mining slides
Data mining slidessmj
 
2558 project 2
2558 project 22558 project 2
2558 project 2
namfah02
 

Viewers also liked (19)

Stock market prediction using data mining
Stock market prediction using data miningStock market prediction using data mining
Stock market prediction using data mining
 
STOCK MARKET PREDICTION
STOCK MARKET PREDICTIONSTOCK MARKET PREDICTION
STOCK MARKET PREDICTION
 
Aditya report finaL
Aditya report finaLAditya report finaL
Aditya report finaL
 
GDP PREDICTION AND ANALYSIS USING DATA MINING TECHNIQUES
GDP PREDICTION AND ANALYSIS USING DATA MINING TECHNIQUESGDP PREDICTION AND ANALYSIS USING DATA MINING TECHNIQUES
GDP PREDICTION AND ANALYSIS USING DATA MINING TECHNIQUES
 
Prediction of stock market index using genetic algorithm
Prediction of stock market index using genetic algorithmPrediction of stock market index using genetic algorithm
Prediction of stock market index using genetic algorithm
 
2558 project
2558 project 2558 project
2558 project
 
Brochure Preview
Brochure PreviewBrochure Preview
Brochure Preview
 
1.PPT (1.PREDICTION OF DISEASES New)
1.PPT (1.PREDICTION OF DISEASES New)1.PPT (1.PREDICTION OF DISEASES New)
1.PPT (1.PREDICTION OF DISEASES New)
 
Stock Price Trend Forecasting using Supervised Learning
Stock Price Trend Forecasting using Supervised LearningStock Price Trend Forecasting using Supervised Learning
Stock Price Trend Forecasting using Supervised Learning
 
Stock Market Prediction
Stock Market PredictionStock Market Prediction
Stock Market Prediction
 
Earthquake prediction
Earthquake predictionEarthquake prediction
Earthquake prediction
 
HEART DISEASE PREDICTION USING NAIVE BAYES ALGORITHM
HEART DISEASE PREDICTION USING NAIVE BAYES ALGORITHMHEART DISEASE PREDICTION USING NAIVE BAYES ALGORITHM
HEART DISEASE PREDICTION USING NAIVE BAYES ALGORITHM
 
Data mining seminar report
Data mining seminar reportData mining seminar report
Data mining seminar report
 
Stock Market Analysis
Stock Market AnalysisStock Market Analysis
Stock Market Analysis
 
Deep Learning for Stock Prediction
Deep Learning for Stock PredictionDeep Learning for Stock Prediction
Deep Learning for Stock Prediction
 
Stock Market Prediction using Hidden Markov Models and Investor sentiment
Stock Market Prediction using Hidden Markov Models and Investor sentimentStock Market Prediction using Hidden Markov Models and Investor sentiment
Stock Market Prediction using Hidden Markov Models and Investor sentiment
 
Hidden Markov Model & Stock Prediction
Hidden Markov Model & Stock PredictionHidden Markov Model & Stock Prediction
Hidden Markov Model & Stock Prediction
 
Data mining slides
Data mining slidesData mining slides
Data mining slides
 
2558 project 2
2558 project 22558 project 2
2558 project 2
 

Similar to Software for Stock Market Prediction

Automotive engineering design - Model Based Design
Automotive engineering design - Model Based DesignAutomotive engineering design - Model Based Design
Automotive engineering design - Model Based Design
Vinayagam Mariappan
 
Primer on application_performance_modelling_v0.1
Primer on application_performance_modelling_v0.1Primer on application_performance_modelling_v0.1
Primer on application_performance_modelling_v0.1
Trevor Warren
 
A Review of Feature Model Position in the Software Product Line and Its Extra...
A Review of Feature Model Position in the Software Product Line and Its Extra...A Review of Feature Model Position in the Software Product Line and Its Extra...
A Review of Feature Model Position in the Software Product Line and Its Extra...
CSCJournals
 
From Model-based to Model and Simulation-based Systems Architectures
From Model-based to Model and Simulation-based Systems ArchitecturesFrom Model-based to Model and Simulation-based Systems Architectures
From Model-based to Model and Simulation-based Systems Architectures
Obeo
 
Incremental Queries and Transformations for Engineering Critical Systems
Incremental Queries and Transformations for Engineering Critical SystemsIncremental Queries and Transformations for Engineering Critical Systems
Incremental Queries and Transformations for Engineering Critical Systems
Ákos Horváth
 
towards a model-based framework for development of engineering1 (1)
towards a model-based framework for development of engineering1 (1)towards a model-based framework for development of engineering1 (1)
towards a model-based framework for development of engineering1 (1)
Jinzhi Lu
 
Unlocking DataDriven Talent Intelligence Transforming TALENTX with Industry P...
Unlocking DataDriven Talent Intelligence Transforming TALENTX with Industry P...Unlocking DataDriven Talent Intelligence Transforming TALENTX with Industry P...
Unlocking DataDriven Talent Intelligence Transforming TALENTX with Industry P...
Prasanna Hegde
 
Dr Berre - Service Modelling and Representation Techniques
Dr Berre - Service Modelling and Representation TechniquesDr Berre - Service Modelling and Representation Techniques
Dr Berre - Service Modelling and Representation Techniques
ServiceWave 2010
 
MicroServices-Part-1.pdf
MicroServices-Part-1.pdfMicroServices-Part-1.pdf
MicroServices-Part-1.pdf
chanhluc2112
 
Web technologies: Model Driven Engineering
Web technologies: Model Driven EngineeringWeb technologies: Model Driven Engineering
Web technologies: Model Driven EngineeringPiero Fraternali
 
ML Application Life Cycle
ML Application Life CycleML Application Life Cycle
ML Application Life Cycle
SrujanaMerugu1
 
Servi sMART - Servi.ca - Smart Market Platform for Microservices
Servi sMART - Servi.ca - Smart Market Platform for MicroservicesServi sMART - Servi.ca - Smart Market Platform for Microservices
Servi sMART - Servi.ca - Smart Market Platform for Microservices
Stefan Ianta
 
Service Modelling and Representation Techniques
Service Modelling and Representation Techniques Service Modelling and Representation Techniques
Service Modelling and Representation Techniques
ServiceWave 2010
 
Service Modelling and Representation Techniques - a holistic Enterprise Arch...
Service Modelling and Representation Techniques - a holistic Enterprise Arch...Service Modelling and Representation Techniques - a holistic Enterprise Arch...
Service Modelling and Representation Techniques - a holistic Enterprise Arch...
ServiceWave 2010
 
Presentation of se
Presentation of sePresentation of se
Presentation of se
Usman Bin Saad
 
Introduction to TTCN-3 and AUTOSAR Conformance Testing
Introduction to TTCN-3 and AUTOSAR Conformance TestingIntroduction to TTCN-3 and AUTOSAR Conformance Testing
Introduction to TTCN-3 and AUTOSAR Conformance Testing
Oak Systems
 
In the beginning there was a model: Using requirements models to drive rigoro...
In the beginning there was a model: Using requirements models to drive rigoro...In the beginning there was a model: Using requirements models to drive rigoro...
In the beginning there was a model: Using requirements models to drive rigoro...
Curiosity Software Ireland
 
MODEL CHECKERS –TOOLS AND LANGUAGES FOR SYSTEM DESIGN- A SURVEY
MODEL CHECKERS –TOOLS AND LANGUAGES FOR SYSTEM DESIGN- A SURVEYMODEL CHECKERS –TOOLS AND LANGUAGES FOR SYSTEM DESIGN- A SURVEY
MODEL CHECKERS –TOOLS AND LANGUAGES FOR SYSTEM DESIGN- A SURVEY
csandit
 
Ladc presentation
Ladc presentationLadc presentation
Ladc presentation
erikamicrosoft
 
'Applying System Science and System Thinking Techniques to BIM Management'
'Applying System Science and System Thinking Techniques to BIM Management' 'Applying System Science and System Thinking Techniques to BIM Management'
'Applying System Science and System Thinking Techniques to BIM Management'
Alan Martin Redmond, PhD
 

Similar to Software for Stock Market Prediction (20)

Automotive engineering design - Model Based Design
Automotive engineering design - Model Based DesignAutomotive engineering design - Model Based Design
Automotive engineering design - Model Based Design
 
Primer on application_performance_modelling_v0.1
Primer on application_performance_modelling_v0.1Primer on application_performance_modelling_v0.1
Primer on application_performance_modelling_v0.1
 
A Review of Feature Model Position in the Software Product Line and Its Extra...
A Review of Feature Model Position in the Software Product Line and Its Extra...A Review of Feature Model Position in the Software Product Line and Its Extra...
A Review of Feature Model Position in the Software Product Line and Its Extra...
 
From Model-based to Model and Simulation-based Systems Architectures
From Model-based to Model and Simulation-based Systems ArchitecturesFrom Model-based to Model and Simulation-based Systems Architectures
From Model-based to Model and Simulation-based Systems Architectures
 
Incremental Queries and Transformations for Engineering Critical Systems
Incremental Queries and Transformations for Engineering Critical SystemsIncremental Queries and Transformations for Engineering Critical Systems
Incremental Queries and Transformations for Engineering Critical Systems
 
towards a model-based framework for development of engineering1 (1)
towards a model-based framework for development of engineering1 (1)towards a model-based framework for development of engineering1 (1)
towards a model-based framework for development of engineering1 (1)
 
Unlocking DataDriven Talent Intelligence Transforming TALENTX with Industry P...
Unlocking DataDriven Talent Intelligence Transforming TALENTX with Industry P...Unlocking DataDriven Talent Intelligence Transforming TALENTX with Industry P...
Unlocking DataDriven Talent Intelligence Transforming TALENTX with Industry P...
 
Dr Berre - Service Modelling and Representation Techniques
Dr Berre - Service Modelling and Representation TechniquesDr Berre - Service Modelling and Representation Techniques
Dr Berre - Service Modelling and Representation Techniques
 
MicroServices-Part-1.pdf
MicroServices-Part-1.pdfMicroServices-Part-1.pdf
MicroServices-Part-1.pdf
 
Web technologies: Model Driven Engineering
Web technologies: Model Driven EngineeringWeb technologies: Model Driven Engineering
Web technologies: Model Driven Engineering
 
ML Application Life Cycle
ML Application Life CycleML Application Life Cycle
ML Application Life Cycle
 
Servi sMART - Servi.ca - Smart Market Platform for Microservices
Servi sMART - Servi.ca - Smart Market Platform for MicroservicesServi sMART - Servi.ca - Smart Market Platform for Microservices
Servi sMART - Servi.ca - Smart Market Platform for Microservices
 
Service Modelling and Representation Techniques
Service Modelling and Representation Techniques Service Modelling and Representation Techniques
Service Modelling and Representation Techniques
 
Service Modelling and Representation Techniques - a holistic Enterprise Arch...
Service Modelling and Representation Techniques - a holistic Enterprise Arch...Service Modelling and Representation Techniques - a holistic Enterprise Arch...
Service Modelling and Representation Techniques - a holistic Enterprise Arch...
 
Presentation of se
Presentation of sePresentation of se
Presentation of se
 
Introduction to TTCN-3 and AUTOSAR Conformance Testing
Introduction to TTCN-3 and AUTOSAR Conformance TestingIntroduction to TTCN-3 and AUTOSAR Conformance Testing
Introduction to TTCN-3 and AUTOSAR Conformance Testing
 
In the beginning there was a model: Using requirements models to drive rigoro...
In the beginning there was a model: Using requirements models to drive rigoro...In the beginning there was a model: Using requirements models to drive rigoro...
In the beginning there was a model: Using requirements models to drive rigoro...
 
MODEL CHECKERS –TOOLS AND LANGUAGES FOR SYSTEM DESIGN- A SURVEY
MODEL CHECKERS –TOOLS AND LANGUAGES FOR SYSTEM DESIGN- A SURVEYMODEL CHECKERS –TOOLS AND LANGUAGES FOR SYSTEM DESIGN- A SURVEY
MODEL CHECKERS –TOOLS AND LANGUAGES FOR SYSTEM DESIGN- A SURVEY
 
Ladc presentation
Ladc presentationLadc presentation
Ladc presentation
 
'Applying System Science and System Thinking Techniques to BIM Management'
'Applying System Science and System Thinking Techniques to BIM Management' 'Applying System Science and System Thinking Techniques to BIM Management'
'Applying System Science and System Thinking Techniques to BIM Management'
 

More from SSA KPI

Germany presentation
Germany presentationGermany presentation
Germany presentationSSA KPI
 
Grand challenges in energy
Grand challenges in energyGrand challenges in energy
Grand challenges in energySSA KPI
 
Engineering role in sustainability
Engineering role in sustainabilityEngineering role in sustainability
Engineering role in sustainabilitySSA KPI
 
Consensus and interaction on a long term strategy for sustainable development
Consensus and interaction on a long term strategy for sustainable developmentConsensus and interaction on a long term strategy for sustainable development
Consensus and interaction on a long term strategy for sustainable developmentSSA KPI
 
Competences in sustainability in engineering education
Competences in sustainability in engineering educationCompetences in sustainability in engineering education
Competences in sustainability in engineering educationSSA KPI
 
Introducatio SD for enginers
Introducatio SD for enginersIntroducatio SD for enginers
Introducatio SD for enginersSSA KPI
 
DAAD-10.11.2011
DAAD-10.11.2011DAAD-10.11.2011
DAAD-10.11.2011
SSA KPI
 
Talking with money
Talking with moneyTalking with money
Talking with money
SSA KPI
 
'Green' startup investment
'Green' startup investment'Green' startup investment
'Green' startup investment
SSA KPI
 
From Huygens odd sympathy to the energy Huygens' extraction from the sea waves
From Huygens odd sympathy to the energy Huygens' extraction from the sea wavesFrom Huygens odd sympathy to the energy Huygens' extraction from the sea waves
From Huygens odd sympathy to the energy Huygens' extraction from the sea waves
SSA KPI
 
Dynamics of dice games
Dynamics of dice gamesDynamics of dice games
Dynamics of dice games
SSA KPI
 
Energy Security Costs
Energy Security CostsEnergy Security Costs
Energy Security Costs
SSA KPI
 
Naturally Occurring Radioactivity (NOR) in natural and anthropic environments
Naturally Occurring Radioactivity (NOR) in natural and anthropic environmentsNaturally Occurring Radioactivity (NOR) in natural and anthropic environments
Naturally Occurring Radioactivity (NOR) in natural and anthropic environments
SSA KPI
 
Advanced energy technology for sustainable development. Part 5
Advanced energy technology for sustainable development. Part 5Advanced energy technology for sustainable development. Part 5
Advanced energy technology for sustainable development. Part 5
SSA KPI
 
Advanced energy technology for sustainable development. Part 4
Advanced energy technology for sustainable development. Part 4Advanced energy technology for sustainable development. Part 4
Advanced energy technology for sustainable development. Part 4
SSA KPI
 
Advanced energy technology for sustainable development. Part 3
Advanced energy technology for sustainable development. Part 3Advanced energy technology for sustainable development. Part 3
Advanced energy technology for sustainable development. Part 3
SSA KPI
 
Advanced energy technology for sustainable development. Part 2
Advanced energy technology for sustainable development. Part 2Advanced energy technology for sustainable development. Part 2
Advanced energy technology for sustainable development. Part 2
SSA KPI
 
Advanced energy technology for sustainable development. Part 1
Advanced energy technology for sustainable development. Part 1Advanced energy technology for sustainable development. Part 1
Advanced energy technology for sustainable development. Part 1
SSA KPI
 
Fluorescent proteins in current biology
Fluorescent proteins in current biologyFluorescent proteins in current biology
Fluorescent proteins in current biology
SSA KPI
 
Neurotransmitter systems of the brain and their functions
Neurotransmitter systems of the brain and their functionsNeurotransmitter systems of the brain and their functions
Neurotransmitter systems of the brain and their functions
SSA KPI
 

More from SSA KPI (20)

Germany presentation
Germany presentationGermany presentation
Germany presentation
 
Grand challenges in energy
Grand challenges in energyGrand challenges in energy
Grand challenges in energy
 
Engineering role in sustainability
Engineering role in sustainabilityEngineering role in sustainability
Engineering role in sustainability
 
Consensus and interaction on a long term strategy for sustainable development
Consensus and interaction on a long term strategy for sustainable developmentConsensus and interaction on a long term strategy for sustainable development
Consensus and interaction on a long term strategy for sustainable development
 
Competences in sustainability in engineering education
Competences in sustainability in engineering educationCompetences in sustainability in engineering education
Competences in sustainability in engineering education
 
Introducatio SD for enginers
Introducatio SD for enginersIntroducatio SD for enginers
Introducatio SD for enginers
 
DAAD-10.11.2011
DAAD-10.11.2011DAAD-10.11.2011
DAAD-10.11.2011
 
Talking with money
Talking with moneyTalking with money
Talking with money
 
'Green' startup investment
'Green' startup investment'Green' startup investment
'Green' startup investment
 
From Huygens odd sympathy to the energy Huygens' extraction from the sea waves
From Huygens odd sympathy to the energy Huygens' extraction from the sea wavesFrom Huygens odd sympathy to the energy Huygens' extraction from the sea waves
From Huygens odd sympathy to the energy Huygens' extraction from the sea waves
 
Dynamics of dice games
Dynamics of dice gamesDynamics of dice games
Dynamics of dice games
 
Energy Security Costs
Energy Security CostsEnergy Security Costs
Energy Security Costs
 
Naturally Occurring Radioactivity (NOR) in natural and anthropic environments
Naturally Occurring Radioactivity (NOR) in natural and anthropic environmentsNaturally Occurring Radioactivity (NOR) in natural and anthropic environments
Naturally Occurring Radioactivity (NOR) in natural and anthropic environments
 
Advanced energy technology for sustainable development. Part 5
Advanced energy technology for sustainable development. Part 5Advanced energy technology for sustainable development. Part 5
Advanced energy technology for sustainable development. Part 5
 
Advanced energy technology for sustainable development. Part 4
Advanced energy technology for sustainable development. Part 4Advanced energy technology for sustainable development. Part 4
Advanced energy technology for sustainable development. Part 4
 
Advanced energy technology for sustainable development. Part 3
Advanced energy technology for sustainable development. Part 3Advanced energy technology for sustainable development. Part 3
Advanced energy technology for sustainable development. Part 3
 
Advanced energy technology for sustainable development. Part 2
Advanced energy technology for sustainable development. Part 2Advanced energy technology for sustainable development. Part 2
Advanced energy technology for sustainable development. Part 2
 
Advanced energy technology for sustainable development. Part 1
Advanced energy technology for sustainable development. Part 1Advanced energy technology for sustainable development. Part 1
Advanced energy technology for sustainable development. Part 1
 
Fluorescent proteins in current biology
Fluorescent proteins in current biologyFluorescent proteins in current biology
Fluorescent proteins in current biology
 
Neurotransmitter systems of the brain and their functions
Neurotransmitter systems of the brain and their functionsNeurotransmitter systems of the brain and their functions
Neurotransmitter systems of the brain and their functions
 

Recently uploaded

Delivering Micro-Credentials in Technical and Vocational Education and Training
Delivering Micro-Credentials in Technical and Vocational Education and TrainingDelivering Micro-Credentials in Technical and Vocational Education and Training
Delivering Micro-Credentials in Technical and Vocational Education and Training
AG2 Design
 
Chapter 4 - Islamic Financial Institutions in Malaysia.pptx
Chapter 4 - Islamic Financial Institutions in Malaysia.pptxChapter 4 - Islamic Financial Institutions in Malaysia.pptx
Chapter 4 - Islamic Financial Institutions in Malaysia.pptx
Mohd Adib Abd Muin, Senior Lecturer at Universiti Utara Malaysia
 
Introduction to AI for Nonprofits with Tapp Network
Introduction to AI for Nonprofits with Tapp NetworkIntroduction to AI for Nonprofits with Tapp Network
Introduction to AI for Nonprofits with Tapp Network
TechSoup
 
RPMS TEMPLATE FOR SCHOOL YEAR 2023-2024 FOR TEACHER 1 TO TEACHER 3
RPMS TEMPLATE FOR SCHOOL YEAR 2023-2024 FOR TEACHER 1 TO TEACHER 3RPMS TEMPLATE FOR SCHOOL YEAR 2023-2024 FOR TEACHER 1 TO TEACHER 3
RPMS TEMPLATE FOR SCHOOL YEAR 2023-2024 FOR TEACHER 1 TO TEACHER 3
IreneSebastianRueco1
 
CACJapan - GROUP Presentation 1- Wk 4.pdf
CACJapan - GROUP Presentation 1- Wk 4.pdfCACJapan - GROUP Presentation 1- Wk 4.pdf
CACJapan - GROUP Presentation 1- Wk 4.pdf
camakaiclarkmusic
 
DRUGS AND ITS classification slide share
DRUGS AND ITS classification slide shareDRUGS AND ITS classification slide share
DRUGS AND ITS classification slide share
taiba qazi
 
Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...
Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...
Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...
Dr. Vinod Kumar Kanvaria
 
Natural birth techniques - Mrs.Akanksha Trivedi Rama University
Natural birth techniques - Mrs.Akanksha Trivedi Rama UniversityNatural birth techniques - Mrs.Akanksha Trivedi Rama University
Natural birth techniques - Mrs.Akanksha Trivedi Rama University
Akanksha trivedi rama nursing college kanpur.
 
Reflective and Evaluative Practice...pdf
Reflective and Evaluative Practice...pdfReflective and Evaluative Practice...pdf
Reflective and Evaluative Practice...pdf
amberjdewit93
 
Group Presentation 2 Economics.Ariana Buscigliopptx
Group Presentation 2 Economics.Ariana BuscigliopptxGroup Presentation 2 Economics.Ariana Buscigliopptx
Group Presentation 2 Economics.Ariana Buscigliopptx
ArianaBusciglio
 
MASS MEDIA STUDIES-835-CLASS XI Resource Material.pdf
MASS MEDIA STUDIES-835-CLASS XI Resource Material.pdfMASS MEDIA STUDIES-835-CLASS XI Resource Material.pdf
MASS MEDIA STUDIES-835-CLASS XI Resource Material.pdf
goswamiyash170123
 
How to Build a Module in Odoo 17 Using the Scaffold Method
How to Build a Module in Odoo 17 Using the Scaffold MethodHow to Build a Module in Odoo 17 Using the Scaffold Method
How to Build a Module in Odoo 17 Using the Scaffold Method
Celine George
 
The simplified electron and muon model, Oscillating Spacetime: The Foundation...
The simplified electron and muon model, Oscillating Spacetime: The Foundation...The simplified electron and muon model, Oscillating Spacetime: The Foundation...
The simplified electron and muon model, Oscillating Spacetime: The Foundation...
RitikBhardwaj56
 
clinical examination of hip joint (1).pdf
clinical examination of hip joint (1).pdfclinical examination of hip joint (1).pdf
clinical examination of hip joint (1).pdf
Priyankaranawat4
 
kitab khulasah nurul yaqin jilid 1 - 2.pptx
kitab khulasah nurul yaqin jilid 1 - 2.pptxkitab khulasah nurul yaqin jilid 1 - 2.pptx
kitab khulasah nurul yaqin jilid 1 - 2.pptx
datarid22
 
Aficamten in HCM (SEQUOIA HCM TRIAL 2024)
Aficamten in HCM (SEQUOIA HCM TRIAL 2024)Aficamten in HCM (SEQUOIA HCM TRIAL 2024)
Aficamten in HCM (SEQUOIA HCM TRIAL 2024)
Ashish Kohli
 
ANATOMY AND BIOMECHANICS OF HIP JOINT.pdf
ANATOMY AND BIOMECHANICS OF HIP JOINT.pdfANATOMY AND BIOMECHANICS OF HIP JOINT.pdf
ANATOMY AND BIOMECHANICS OF HIP JOINT.pdf
Priyankaranawat4
 
The Diamonds of 2023-2024 in the IGRA collection
The Diamonds of 2023-2024 in the IGRA collectionThe Diamonds of 2023-2024 in the IGRA collection
The Diamonds of 2023-2024 in the IGRA collection
Israel Genealogy Research Association
 
A Strategic Approach: GenAI in Education
A Strategic Approach: GenAI in EducationA Strategic Approach: GenAI in Education
A Strategic Approach: GenAI in Education
Peter Windle
 
MATATAG CURRICULUM: ASSESSING THE READINESS OF ELEM. PUBLIC SCHOOL TEACHERS I...
MATATAG CURRICULUM: ASSESSING THE READINESS OF ELEM. PUBLIC SCHOOL TEACHERS I...MATATAG CURRICULUM: ASSESSING THE READINESS OF ELEM. PUBLIC SCHOOL TEACHERS I...
MATATAG CURRICULUM: ASSESSING THE READINESS OF ELEM. PUBLIC SCHOOL TEACHERS I...
NelTorrente
 

Recently uploaded (20)

Delivering Micro-Credentials in Technical and Vocational Education and Training
Delivering Micro-Credentials in Technical and Vocational Education and TrainingDelivering Micro-Credentials in Technical and Vocational Education and Training
Delivering Micro-Credentials in Technical and Vocational Education and Training
 
Chapter 4 - Islamic Financial Institutions in Malaysia.pptx
Chapter 4 - Islamic Financial Institutions in Malaysia.pptxChapter 4 - Islamic Financial Institutions in Malaysia.pptx
Chapter 4 - Islamic Financial Institutions in Malaysia.pptx
 
Introduction to AI for Nonprofits with Tapp Network
Introduction to AI for Nonprofits with Tapp NetworkIntroduction to AI for Nonprofits with Tapp Network
Introduction to AI for Nonprofits with Tapp Network
 
RPMS TEMPLATE FOR SCHOOL YEAR 2023-2024 FOR TEACHER 1 TO TEACHER 3
RPMS TEMPLATE FOR SCHOOL YEAR 2023-2024 FOR TEACHER 1 TO TEACHER 3RPMS TEMPLATE FOR SCHOOL YEAR 2023-2024 FOR TEACHER 1 TO TEACHER 3
RPMS TEMPLATE FOR SCHOOL YEAR 2023-2024 FOR TEACHER 1 TO TEACHER 3
 
CACJapan - GROUP Presentation 1- Wk 4.pdf
CACJapan - GROUP Presentation 1- Wk 4.pdfCACJapan - GROUP Presentation 1- Wk 4.pdf
CACJapan - GROUP Presentation 1- Wk 4.pdf
 
DRUGS AND ITS classification slide share
DRUGS AND ITS classification slide shareDRUGS AND ITS classification slide share
DRUGS AND ITS classification slide share
 
Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...
Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...
Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...
 
Natural birth techniques - Mrs.Akanksha Trivedi Rama University
Natural birth techniques - Mrs.Akanksha Trivedi Rama UniversityNatural birth techniques - Mrs.Akanksha Trivedi Rama University
Natural birth techniques - Mrs.Akanksha Trivedi Rama University
 
Reflective and Evaluative Practice...pdf
Reflective and Evaluative Practice...pdfReflective and Evaluative Practice...pdf
Reflective and Evaluative Practice...pdf
 
Group Presentation 2 Economics.Ariana Buscigliopptx
Group Presentation 2 Economics.Ariana BuscigliopptxGroup Presentation 2 Economics.Ariana Buscigliopptx
Group Presentation 2 Economics.Ariana Buscigliopptx
 
MASS MEDIA STUDIES-835-CLASS XI Resource Material.pdf
MASS MEDIA STUDIES-835-CLASS XI Resource Material.pdfMASS MEDIA STUDIES-835-CLASS XI Resource Material.pdf
MASS MEDIA STUDIES-835-CLASS XI Resource Material.pdf
 
How to Build a Module in Odoo 17 Using the Scaffold Method
How to Build a Module in Odoo 17 Using the Scaffold MethodHow to Build a Module in Odoo 17 Using the Scaffold Method
How to Build a Module in Odoo 17 Using the Scaffold Method
 
The simplified electron and muon model, Oscillating Spacetime: The Foundation...
The simplified electron and muon model, Oscillating Spacetime: The Foundation...The simplified electron and muon model, Oscillating Spacetime: The Foundation...
The simplified electron and muon model, Oscillating Spacetime: The Foundation...
 
clinical examination of hip joint (1).pdf
clinical examination of hip joint (1).pdfclinical examination of hip joint (1).pdf
clinical examination of hip joint (1).pdf
 
kitab khulasah nurul yaqin jilid 1 - 2.pptx
kitab khulasah nurul yaqin jilid 1 - 2.pptxkitab khulasah nurul yaqin jilid 1 - 2.pptx
kitab khulasah nurul yaqin jilid 1 - 2.pptx
 
Aficamten in HCM (SEQUOIA HCM TRIAL 2024)
Aficamten in HCM (SEQUOIA HCM TRIAL 2024)Aficamten in HCM (SEQUOIA HCM TRIAL 2024)
Aficamten in HCM (SEQUOIA HCM TRIAL 2024)
 
ANATOMY AND BIOMECHANICS OF HIP JOINT.pdf
ANATOMY AND BIOMECHANICS OF HIP JOINT.pdfANATOMY AND BIOMECHANICS OF HIP JOINT.pdf
ANATOMY AND BIOMECHANICS OF HIP JOINT.pdf
 
The Diamonds of 2023-2024 in the IGRA collection
The Diamonds of 2023-2024 in the IGRA collectionThe Diamonds of 2023-2024 in the IGRA collection
The Diamonds of 2023-2024 in the IGRA collection
 
A Strategic Approach: GenAI in Education
A Strategic Approach: GenAI in EducationA Strategic Approach: GenAI in Education
A Strategic Approach: GenAI in Education
 
MATATAG CURRICULUM: ASSESSING THE READINESS OF ELEM. PUBLIC SCHOOL TEACHERS I...
MATATAG CURRICULUM: ASSESSING THE READINESS OF ELEM. PUBLIC SCHOOL TEACHERS I...MATATAG CURRICULUM: ASSESSING THE READINESS OF ELEM. PUBLIC SCHOOL TEACHERS I...
MATATAG CURRICULUM: ASSESSING THE READINESS OF ELEM. PUBLIC SCHOOL TEACHERS I...
 

Software for Stock Market Prediction

  • 1. <Эмблема> SOFTWARE FOR STOCK MARKET PREDICTION Alexander MAKARENKO, Prof., Valeriy SOLIYA, Institute of Applied System Analysis at National Technical University of Ukraine (KPI), 37, Pobedy Avenue, 03056, Kiev- 56, UKRAINE makalex@i.com.ua
  • 2. MARKET PREDICTION (CONTENT) Model We represent Model Variants the learning Advantage software for Input parameters modeling and Input data formats prediction of Results of modeling stock market Interface behavior
  • 3. MARKET PREDICTION (MODEL) ORIGINAL MODEL FOR LARGE SOCIAL, ECONOMICAL, POLITICAL, SYSTEMS PROPOSED BY prof. A.MAKARENKO E-mail: makalex@i.com.ua ; makalex@mmsa.ntu-kpi.kiev.ua
  • 4. MARKET PREDICTION (MODELS MODIFICATION) Four model types for stock market prediction: • multiplicative form of threshold function and constant broker’s reputation matrix • multiplicative form of threshold function and variable broker’s reputation matrix • additive form of threshold function and constant broker’s reputation matrix • additive form of threshold function and variable broker’s reputation matrix
  • 5. MARKET PREDICTION (ADVANTAGES) NEW! Advantages Predicting power Accounting the collection of brokers behavior Concrete results on brokers interaction in dynamics Can easy operate with many brokers situation Functional dependences which adequate to real processes of broker interaction
  • 6. MARKET PREDICTION (INPUT PARAMETYERS) • Brokers number at stock market; • Broker’s reputation matrix; • Broker’s financial resources ; • Influence of broker’s intention on request; • Initial requests vector; • The training velocity and forgetting velocity (for case of variable reputation matrix); • Prediction horizon.
  • 7. MARKET PREDICTION (INPUT DATA FORMATS) Dynamics of stock course 30 25 max min Closed 20 15
  • 8. MARKET PREDICTION (MODELING RESULTS) • Broker’s request matrix for all time of negotiation • Reputation matrix with changes (for model with variable reputation matrix) • Picture of requests dynamics at the time interval of negotiation • Picture of the ‘network energy’
  • 9. MARKET PREDICTION (SOFTWARE INTERFACE 1) Multiplicative model with variable reputation matrix
  • 11. MARKET PREDICTION (SOFTWARE INTERFACE 3) Multiplicative model with constant reputation matrix