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Creating Operational Redundancy for Effective Web Data Mining

Creating Operational Redundancy for Effective Web Data Mining

In this session, we will explore the principles behind building a highly scalable, efficient, and effective web data mining architecture, based on standard semantic principles of data collection. This type of standard collection will allow any company to turn unstructured web data into structurally sound, valuable content.

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402 views • 39 slides
Securing and Personalizing Commerce Using Identity Data Mining

Securing and Personalizing Commerce Using Identity Data Mining

As we are witnessing our society becoming increasingly more reliant on mobile technology, so are we seeing the mobilization of money. In this new realm of commerce, online identity is becoming significantly more important. As a payment is processed, it becomes incredibly important to not only understand who a person is, but also to understand what their broader interests and preferences are so that personalized experiences, suggesting new content and merchandise, may be delivered on an individual level.

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342 views • 31 slides
Building an Identity Extraction Engine

Building an Identity Extraction Engine

When it comes to building customized experiences for your users, the biggest key is in understanding who those users are and what they're interested in. The largest problem with the traditional method for doing this, which is through a profile system, is that this is all user-curated content, meaning that the user has the ability to enter in whatever they want and be whoever they want. While this gives people the opportunity to portray themselves how they wish to the outside world, it is an unreliable identity source because it's based on perceived identity. In this session we will take a practical look into constructing an identity entity extraction engine, using PHP, from web sources. This will deliver us a highly personalized, automated identity mechanism to be able to drive customized experiences to users based on their derived personalities. We will explore concepts such as: - Building a categorization profile of interests for users using web sources that the user interacts with. - Using weighting mechanisms, like the Open Graph Protocol, to drive higher levels of entity relevance. - Creating personality overlays between multiple users to surface new content sources. - Dealing with users who are unknown to you by combining identity data capturing with HTML5 storage mechanisms.

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318 views • 30 slides

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