Technical Benefits

The technical benefits of our KMX Solution Suite are found in:

Automation:Treparel's KMX™ Knowledge discovery Platform enables computers to make sense of structured and unstructured data. Understanding of tables and numbers but also of text (Web pages, e-mails, patents, documents)

Data Mining done today...Data mining is the science of extracting and determining patterns and trends from data. In most  of the cases (>90%) this comes down to:
(A) classification, segmentation, clustering of the data or
(B) regression (forecasting) of the data.

Note that clustering is a form of binary classification: does this value yes or no belong to this group. Whereas regression is a continuous classification: the likelihood (chance) of a certain value. 

This is traditionally done in the following manner and steps:

  1. define a business problem (e.g. fraud handling)
  2. selection of data (transaction data of a bank)
  3. selection of the variables from the available data (e.g. name, address,  transaction dates, number of transactions etc)
  4. cleaning of the data
  5. determine the model that needs to be build, e.g. y=f(x1,x2,x3,....,xn), where y is that likelihood for fraud and x1,...xn are the variables from the available data
  6. selection of an algorithm that fits the best for this problem and model
  7. selection of part of the data to build the model y=f(x), usually one takes about 20% of the data to fine-tune the model
  8. test the model, on values where the answers are known (check if the model works)
  9. If it does not work, go back to step 5...
  10. deployment of the model to detect fraud and re-iterate step 2-9 to improve the model.

Conclusion: a lot of consultancy combined with a long and laborious process.

In the Future however...Treparel has developed a methodology and patented software to automate the process as described above. Further it will look into all possible models that may exist, leaving no stone unturned. The result is in fact a complete scan of all patterns in the data of your database, revealing more that you ever imagined was hidden in your data.
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Accuracy:Profiling and personalization are meaningless words to most people because most software applications use inaccurate key word or linguistic based technologies to attempt profiling and personalization emulation with - in most cases - hopeless and disappointing results.

In contrast, Treparel's technology provides highly accurate analysis of a users' information requirements utilizing both implicit and - where required - explicit techniques to establish dynamic, real time, results that go far beyond users experiences and in many cases, expectations.
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Speed & Performance:
Treparel's software is deployed to enhance knowledge discovery problems with a wide variety of capacity and performance requirements. With the ever-increasing volumes of users and data, and operations going 24/7, the importance of immediate results, and rapid and unpredictable increase in content and usage impose rigorous requirements on Treparel's underlying technology.

Treparel builds on industry standards and uses the latest and proven state-of-the-art technology and hardware, to optimize each system for the problem it needs to solve.
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Scalability:Treparel's product architecture has been designed to be modular, multi user, multi process and multi-threaded in design and to support a multiplexed communication model, enabling the provision of a demonstrably high performance, high-capacity platform for high performance data and text mining and visualization, both today and in the future.

Treparel packages a scalable and platform-independent core technology within modular servers that can be built into a technical solution that scales to the needs of the application - whether the target system is a single user or a large, heterogeneous corporate network.
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Security:For Treparel's solution-in-a-box solution, security is less of an issues. Oftne our solutions aer placed behind a companies firewall, where most of the security issues are covered within the  network and are handled by the comanies  ICT department.

However, in a hosted environment (SaaS), Treparel deploys a personalized encrypted log-in procedure (similar as the banking world deploys for internet banking).
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Language Independence:The core concept text mining capabilities of Treparel's technology do not depend on an intimate knowledge of English grammatical structure or that of any particular language. It treats words as abstract symbols of meaning, deriving its understanding through the context of their occurrence rather than a rigid definition of grammar.

Even, non-Arabic languages, like Asian characters can be handled .  KMX™ can already handle more than 30 international languages at this moment.

Treparel's Approach to Language

The KMX Engine™ is based on advanced pattern-matching technology that exploits high-performance machine learning techniques to extract a document's digital information content and determine the characteristics that give the text meaning. As this technology is based on machine learning algorithms and it does not use any form of language dependent parsing or dictionaries. The KMX server treats words as abstract symbols of meaning deriving its understanding through the context of their occurrence rather than a rigid definition of the language grammar.

The KMX server develops a statistical understanding of the patterns that occur in the content that it sees over time. The more information the KMX server has about a particular type of information (e.g. legal terms, pharmaceutical developments, technology, etc.) the more understanding it will have of those topics. A new language can be thought of as simply another 'type' of information that the KMX server needs enough material to learn from. Therefore, it is possible to mix more than one language as long as the amounts for each language are sufficient to build its understanding.

The choice of language does not compromise the accuracy of the concepts extracted by the KMX server. The underlying algorithm is the same regardless of the language used.
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Easy Integration:Treparel's KMX™ enables organizations to seamlessly integrate with other systems across intranets, extranets and the Internet. Founded on a technology that is modular by design and facilitates global distribution, Treparel has developed a flexible infrastructure that allows optional use of the latest Web Service standards to enable organizations to build innovative solutions. Build on Oracle-10g technology, Treparel has ensured that the technology can be rolled out in any environment.
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Adding Intelligence to XML:Treparel's core infrastructure enables all core modules to intercommunicate with one another delivering the key benefits of using Treparel's KMX API which enables servers to facilitate interaction between. Communication with the KMX server is implemented over HTTP using XML.

The KMX API uses HTTP to allow custom-built applications (for example C++, Java, Python applications) to communicate with Treparel KMX Servers.
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