Tag Archives: technology

Artificially Intelligent Program Trading System


Data Sources

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Parallelized Analytics Agents

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Signal Aggregation analytics

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Webserver

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Trading Platforms and Reporting

Arbitrages – even of very small marginal size – could be exploited based on a large number of artificially intelligent program trading systems mining historical and currently released information for financial products and correlated factors. Using multiple signalling agents, aggregated signals can be calculated by weighting each agent based on the statistical strength of historical signal combinations. Using this type of design, it is easy to develop multiple agents that are completely independent and confidential. Multiple agents can be developed concurrently, tested, and introduced to the aggregate system at any rate.

The process of the elimination of arbitrage opportunities will create vast concentrations of wealth within the companies that embrace the tools that automate this process. As new information sources become available for analysis, new arbitrages may be identified with increasing complexity. The abstraction of trading systems to automaically test and integrate new data sources will mark the last decades of financially advantageous investment in hedge funds. After that time, return will be a stochastic function of expected risk.

Portable Device Recognition and Control Application

Wearable GPS system, connected to electronic compass, video camera, and image recognition system — linked to external data source and SOAP enabled web services including device control. Enables intelligent wireless device control with commerce access and funtional extensibility. The GPS and compass narrow down the target device set, and the image recognition system identifies the target device more specifically (a pull-down menu could be used instead). Once identified, the device options would be available through the networked wearable interface.

Self-Improving Image Recognition System

As image recognition is used and result sets are offered to users, the user selects the best fit result – and in doing so, indicates new data for future recognition. New angles, characteristics, and items could become recognizable with open training. Open training would consist of running the image recognition system on all available images (starting with web content, then uploadable images, then synchronization with networked cameras) and allowing any web user to click through the images by selecting the most appropriate result (or typing their own). After initial training, the system would be appropriate for many image recognition applications – with flexible adaptation to multiple specialized applications.

Community in the 21st Century

Communities will be based on areas of interest, discussion, belief, and informational interaction, rather than physical proximity and race. Individuals will be members of many unrelated communities.

Community sets may overlap in telling ways when looking at large numbers of people. This data might be used for suggesting additional community associations and interpersonal relationships with shared interests.

Markets and marketing will be based on these communities.

Voice Interaction Automation

Recording input of words from others and self, use statistical modeling to forecast reactions to new input. Over time, this system could act as an auto-responder for FAQs of all types, and be linked to other data sources to extend functionality. A corporate system could be used for ongoing automated training and assistance purposes. Personal systems could act as a front-line to reply to e-mail.