AdvancedMiner predictive analytics platform overview
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AdvancedMiner is an analytical software suite designed for predictive analytics and data processing, supporting complex data manipulation and modeling through a user-friendly drag and drop interface. It integrates with SQL and R, allowing extensive customization and automation of analytical tasks, making it suitable for industries like telecommunications and finance. Key applications include credit scoring, fraud detection, customer segmentation, and reporting, demonstrating its robust capabilities in handling large datasets.
AdvancedMiner predictive analytics platform overview
- 1. AdvancedMiner Product Overview Software platform for predictive analytics and analytical data processing
- 2. © Algolytics. All rights reserved. 2 WHAT IS ADVANCEDMINER? Analytical software suite • advanced data analysis tasks • constructing data mining models • complex data ■ hundreds of models ■ thousands of variables ■ millions of records ■ various data sources
- 3. © Algolytics. All rights reserved. 3 Supports all analytical tasks: • Data extraction and transformation • Building and evaluating models • Testing • Reporting Complex analytical processes can be defined in a simple way using drag & drop technique. Advanced users can create their own scripts and new node types. ADVANCEDMINER Integrated analytical tool with a graphical environment for data processing, analysis and modeling.
- 4. © Algolytics. All rights reserved. 4 Advanced features: • Support for SQL language (including analytical functions) • Integration with the R package • Integration with Java ADVANCEDMINER – SCRIPTING INTERFACE Limitless possibilities for advanced users !
- 5. © Algolytics. All rights reserved. 5 ■ software development on demand ■ working on new analytical features (project funded by EU, 1.5 million €) ADVANCEDMINER ADVANTAGES ■ Extensive Customization by user ■ powerful Python-based script language ■ Commercially used in big telco projects ■ 1000s of variables ■ 100s of data GigaBytes e.g. works with 5TB datamarts with single tables of 200GB ■ 11 years of software commercial use ■ tested and applied ■ in telecoms: 14 mln. customers and their call data ■ in banks: over 1 mln. customers and their payments history Robust data processing Flexible solutions Reliable product Evolving
- 6. © Algolytics. All rights reserved. 6 PROJECTS DELIVERED WITH ADVANCEDMINER Commercial applications Credit & Rating Models Debt Collection Scoring Fraud Detection Churn Prediction Campaign Targeting Customer Segmentations Customer Lifetime Value Ad-hoc Data Analysis & Reporting ETL & Data Quality Product recommending
- 7. © Algolytics. All rights reserved. 7 ADVANCEDMINER TOOLS data manipulation data mining models data reporting ETL and data extraction data exploration A d v a n c e d M i n e r
- 8. © Algolytics. All rights reserved. 8 DATA EXPLORATION • interactive views of distributions and statistics • drill-downs to source database • creating SQL expressions • virtual attributes Effective work with 1000s of variables
- 9. © Algolytics. All rights reserved. 9 DATA EXPLORATION & REPORTING Direct export of histograms to fully editable Excel charts
- 10. © Algolytics. All rights reserved. 10 INTERACTIVE DECISION TREES • Interactive model visualization • Context zoom • Alternative splits
- 11. © Algolytics. All rights reserved. 11 LOGISTIC REGRESSION Elaborated Logistic Regression Algorithm
- 12. © Algolytics. All rights reserved. 12 SCORING CARDS TOOLS • Export to MS Excel table • Basel II scoring quality reports • efficiency, statistical tests, stability Effective development, monitoring and validation of scoring models
- 13. © Algolytics. All rights reserved. 13 TASKS AUTOMATION AND PARAMETRIZATION Full control of ETL tasks and complex models contruction • Python-based script • Extended with SQL and fast data processing procedures • Use of external libraries (Java, Python …) Flexible customization thanks to powerful scripting language
- 14. © Algolytics. All rights reserved. 14 OTHER TOOLS • Data Mining algorithms • Self Organizing Maps • Survival Models • Association Rules • Bivariate Probit • K-means and more • Distributed teamwork • sharing tasks and data • versioning • Scalability • on single computer • as Client – Distributed Server
- 15. © Algolytics. All rights reserved. 15 AdvancedMiner users • Telecoms • Financial sector • Customer service companies REFERENCES • Polkomtel • 14 million customers • predictive analytical models and reporting for CRM • Alior Bank • analytical platform for risk analysis, reporting and predictive analysis • More than 50 users • KDD Cup 2009 • 8th place in fast track out of 465 teams • predictive models on data 15 000 cols * 100 000 rows
- 16. © Algolytics. All rights reserved. 16 WHAT ARE MY BENEFITS? Client benefits Effective analytical projects Flexible analytics Reliable tools Robust data processing Flexible solutions Reliable product Evolving
- 17. Follow news on analytical solutions at Algolytics.com/blog click here to open
- 18. Read more about AdvancedMiner platform www.advancedminer.com Ask us any details: info@algolytics.com