After a fueled momentum since Q4 2020, the stock market has experienced seesaw dynamics since late Q3 2021. The latest Q3 2021 stock market pefomance figures reminded of the increasing market volatility and other dynamics in late Q1 and early Q2, 2021. Major questions coming from AroniSmartIntelligence™ users have recently focused on how to use AroniSmartIntelligence capabilities to analyse the connection among the key Stock market indices, especially NASDAQ vs Dow Jones(DJI), S&P 500, and Russell 2000. AroniSmart™ team, leveraging the Machine Learning Time Series capabilities, including Support Vector Machine, and Neural Network Analysis of AroniSmartIntelligence™ , has analyzed the trends of NASDAQ vs the other stock indices (DJI, S&P 500, Russell 2000) between Q4 2020 and Q4 2021 and came up with insights and projections on the dynamics. The insights are presented below (for disclaimer and terms, check AroniSoft website. For related analyses of Stock Markets using Time Series, Dominance Analysis, and Neural Network capabilities see here AroniSmartIntelligence™ in Action: Apple (AAPL) Stock Performance and Momentum Analysis with Support Vector Machine and Dominance Analysis in Q3 2021) ( For More on AroniSoft LLC and AroniSmart products click here).
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AroniSmartIntelligence™ New Improved and Optimized Machine Learning Capabilities: Neural Network Models, Time Series, Support Vector Machines, Econometrics, Text Mining, More
Machine Learning Models are gradually and fastly improving and becoming the center of advanced analytics, business intelligence, decision making, management science, data science, and other areas in which sound informed decisions are needed. Yet, the area continues to be both exciting and intriguing, while remaining the needed support to generate valuable analytical insights to support decision making and advanced research. Given this increasing importance of this foundation in the advanced analytics, machine learning and data science, AroniSmartIntelligence ™, one of the most advanced analytics tools with Big Data, Statistics, Econometrics, Machine Leaning, Text and Sentiment analysis, Support Vector Machine capabilities has improved the key modules including Neural Networks, Econometrics, Time Series, Bayesian Models, Support Vector Machine, Big Data Analytics, and Text Analytics. The improvement will be coming in the new version AroniSmart 12.x, soon available on Apple's App Store®.
AroniSmartIntelligence™ Neural Network Capabilities: Multi-Layer Perceptron
Artificial Neural Networks modelling has become an important area of advanced analytics and machine learning. The area is both exciting and intriguing, helping to generate valuable analytical insights to support decision making and advanced research. Given the importance of this foundation in the advanced analytics, machine learning and data science, AroniSmartIntelligence ™, one of the most advanced analytics tools with Big Data, Statistics, Econometrics, Machine Leaning, Text and Sentiment analysis, Support Vector Machine capabilities has implemented a module on Neural Network, starting with Multi-Layer Perceptron Models.
AroniSmartIntelligence™ on Probability Distributions: Relationships, Selection and Statistics Tests
One of the major foundations in sound advanced analytics that involve Statistics, Data Science, and Machine Learning is mastering the area of probability distributions. To achieve their modelling and analytics goals, savvy statisticians, data scientists, and advanced modeling analysts need to have a good grasp of three keys areas in statistics: 1) understanding the probability distributions, including their relationships, 2) being able to select the best probability distributions and 3) Understanding and selecting the right statistics test.