What is Machine Learning and Support Vector Machine?
Machine Learning is an application of artificial intelligence that leverages the latest advances in statistics, data mining and data science, and predictive analytics to learn from past and dynamic observations and predict future behaviors and trends.
Machine Learning methodologies implemented in AroniSmartLytics™ combine all the aspects of supervised and unsupervised approaches. Some may be found in other modules, especially Bayesian Models, Regression, Econometrics and Time Series and Segmentation.
The Support Vector Machine (SVM) focuses on sequential minimal optimization (SMO) algorithm for training a support vector machine, regression SMO, and Gaussian Processes.
Support Vector Machine, Time Series Analysis, and Other Advanced Analytics.
AroniSmartLytics™ Machine Learning module has implemented Support Vector Machine, with a focus on Sequential Machine Optimization (SMO) including Binary SMO Improved Regression SMO and Gaussian Processes.
Dedicated SMO module included in AroniSmaLytics (AroniSmartIntelligence) ™ was driven by the increasing importance of BigData. The SVM and SMO algorithms in AroniSmaLytics (AroniSmartIntelligence) ™ are based on the John Platt's sequential minimal optimization (SMO) algorithm, Keerthi, Shevade, Bhattacharyya, and Murthy’s Improvements to Platt's SMO algorithm, and Hastie and Tibshirani’s classification algorithm by pairwise coupling. Gaussian processes in AroniSmartLytis™ implement regression without hyperparameter-tuning and by leveraging different types of kernel
AroniSmart™ Time Series module has adopted a machine learning/data mining methodology with a cutting edge, yet intuitive, approach. The graphical user interface has also been improved to include time series analyses (see example sof shows the graphs generated ).
AroniSmartLytics, the leading tool for Advanced Analytics
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.
AroniSmartLytics™ is a leading advanced analytics, machine learning and data science tool, with optimized cutting edge statistics models, Big Data and Text Analytics.
AroniSmartLytics™ includes modules covering machine learning and Big Data mining, Unstructured Text Analysis, Sentiment and Emotion Analytics, Bayesian Statistics and other advanced analytics.