AroniSmartInvest™: Version 14.x with Focus on Analytics Capabilities of Latest Stock Market News and Market Sentiment Analysis

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AroniSmartInvest™ version 14.0, with more optimized Advanced Stock Market Research and Market Sentiment Analytics and Market Profile models, and other advanced analytics algorithms is now available in Apple's App Store®.  (see the introduction and background on A/B Test in AroniSmartIntelligence™ here). The new version addresses several requests and feedbacks from our clients and users. The new version of AroniSmartInvest™ follows a new approach of addressing focused analytics, including market sentiment analysis, to handle evolving investment research analytical needs, while covering a broad range of portfolio analytics and business insights based on machine learning, applied statistics, Bayesian network analyses, Natural Language Processing (NLP) and data science. 

AroniSmartInvest™ is a simple, cost effective and yet powerful machine learning tool at the disposal of the individual or any savvy investors for making an informed choice of stocks to invest in on a short term basis. At the same time, it provides other features to support the core function of :

*  market profile analysis;

* stock portfolio management, and

* sentiment and text analytics, big data analytics and machine learning;

that may help assess market dynamics and conditions.. 


Figure : AroniSmartInvest™-- NLP Sentiment Analysis: Stocks to Watch and Sentiment Tags as of Nov 9, 2025

Advanced Analytics tools and capabilities, for all categories of  investors, investment research analysts and data scientists,  and students?..

Given the required advanced knowledge of statistics probability distributions,  A/B Bayesian Statistical Testing is included in AroniSmartIntelligence Module dedicated to Statistics Testing and Inference. However, it also requires understanding of Bayesian models, in Module 7 of AroniSmartIntelligence™.
A/B  Bayesian Test is a significant improvement of the Frequentist A/B Testing, which is close to the regular Hypothesis testing implemented in the Statistical Inference.  

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AroniSmartIntelligence, the leading tool for Advanced Analytics, Machine Learning & Data Science

Statisticians, Data Scientists, Business and Financial Analysts,  Savvy Investors, Engineers, Researchers,  Students, Teachers, Economists, Political Analysts,  and most of  the practitioners use Advanced Analytics to answer questions, to support informed  decision making or to learn.

AroniSmartIntelligence™ is a leading Advanced Analytics, Machine Learning and Data Science tool, with optimized cutting edge Statistics models, Econometrics, Big Data and Text Analytics.

AronismartIntelligence™ includes modules covering Machine Learning,  Big Data mining, Bayesian Statistics, Neural Network Models, Unstructured Text Analysis, Sentiment and Emotion Analytics,  and other advanced analytics.

 AroniSmartInvest™ : An Investment Tool to Leverage.

 . AroniSmartInvest™ is the tool to leverage, with advanced technologies behind a  user friendly interface.

AroniSmartInvest™ includes the following modules and features: 

  • Stock and Market Profile:
    • A comprehensive overview of the stock trends and dynamics, on short, mid and long term, with information from several key platforms;
  • Text  and Market Sentiment Analytics 
    • Market Sentiment Analysis based on Machine Learning, Text mining and Sentiment Analytics and Sentiment Valence analysis
    • Sentiment 3D network visualization based on Bayesian Network Models
  • Portfolio Analysis:
    • Bayes network models
    • Naive Bayes
    • One Dependence Estimator
  • Machine Learning capabilities build on Support Vection Machine Methodologies, with:
    • Sequential Minimal Optimization
    • Gaussian Processes 
    • Support Vector Regression
  •  Graphing Capabilities
    • Words clouds  
    • Sentiment Analysis charts
    • Bayesian Networks graphs

Below are a few  an example of A/B Bayesian Test and Regular Frequentist Hypothesis Testing, executed in AroniSmartIntelligence™.


  For more on AroniSmart™  Tools visit here AroniSmartIntelligence™: Optimized Machine Learning, Advanced Analytics, and Data Science Capabilities Including Econometrics, Bayesian Models, Neural Network Models, Marketing Mix Models, and NLP Analytics  

FOR QUICK DEMOS ON HANDBOOK and USER'S MANUALS,  PLEASE CLICK ON THE LINKS BELOW TO DOWNLOAD THE PDF FILES:

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What is next?

The new version of AroniSmartIntelligence™ that includes improved Advanced Analytics, Machine Learning and Data Science  is available on Apple's App Store®.

More detailed information on the capabilities of  AroniSmartIntelligence™ is available in the tool on Apple®'s App Store and on the AroniSoft web site(http://www.aronisoft.com).  

Check the Frequently Asked Questions (FAQ) here.

More detailed use cases, real life applications,  and AroniSmart Tools in actions  can be found on  on the AroniSmart web site (http://www.aronismart.com). Check the following tabs: ABOUT US, SOLUTIONS, SCITECH, MONEY. 

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@2025 AroniSoft LLC

For More on AroniSoft LLC and AroniSmart products click here

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