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  Tick data analysis indicating consistent non-linear stock market correlations across multiple days: Gaps indicate opportunity, as stocks are moving opposite -  delta in gap is possible profit  if you short one side and buy high side. Another segment of time, with same stock pairs: Correlated Stocks are chosen by finding most similar profiles in large graphs. This technique can be applied to many different types of systems; see below. Slides Presented by Dr. Paul Hoffman in Conference Lectures: Early deep learning methods with 100 M features with high performance diagnostics, above. Below is technical method to quickly find similar profiles across millions of attributes from compressed graph sparse matrices. Conceptual unfolding of large graph segment across multiple sparse matrices:  Saffron Tech's initial patent implementation occurred in early 2000's. New uniquely capable parallel processing systems exist that can generate the associative graphs in real-time,  r...

 Degraded systems cost directly related to "quality escape" reduces revenues and profits; identifying degradation early allows for scheduled interruptions minimizing disruptions to production.  Non-redundant critical part failure induce safety incidents. Systems modeling, simulation, and analysis traditionally utilize linear correlation methods. Summary if you look at a "cloud" - in linear world you only see a square or a rectangle, all interesting features are removed.   Due to simplifying assumptions many systems break unexpectedly disrupting production introducing additional costs in re-planning, scheduling, personnel, tools and parts acquisition.  Alternate methods increase visibility into root cause methods, in turn, increasing Reliability, Safety, in turn decreasing revenue generation disruptions.   Non linear metrics enable better visibility into system dynamics and degradation patterns. For instance in the aviation domain:  Jet Engine Turb...

  Think Precision Ag - Farmer Local Control Bypass to the Internet https://telecominfraproject.com/   Derived from other incremental experiments in other areas: 1) Legacy - MIT's CSAIL Roofnet (mid 2000's era) - Mesh Adhoc Networks, as described in this thesis:  https://www.cs.cmu.edu/~dga/15-744/S07/papers/roofnet-mobicom2005.pdf   2) Evolved into OpenWRT - a mature supported version of early Roofnet,  3) Open Source - Software Defined Radio - Evolved from OpenWRT https://www.nuand.com/ Next gen SDR chipsets; enable lightweight embedded projects like drone, land vehicle operational and field sensor environments to be developed - think precision agriculture end-to-end architecture. 4) Open Source BTS -  Integrated Radios with Cell / Internet Access http://openbts.org/about/ OpenBTS integrations with Cellular and SIP  Integration - bridges to the internet. OpenBTS-4.0-Manual.pdf - pg 17 Figure Below In Progress - Open Source Cell Network https://techblo...

Summary Points: 1)  Actionable Domain Insights Generated       2)  By Changes in Architecture, Software, Data, Metrics A Typical View of Stock Value at 30 Second Blocks - Linear  Metric - Averaging Same Collection of Stocks at Finer Level Detail Using Non-Linear Similarity Profile Metrics Collection of Stocks Found to be Non-Linearly Correlated  Finer Level Details in Smaller Time Range Above; Below is larger Time Span with Same Stocks Domain Level Insight Into Market Movement Creating Actionable Opportunity Below A Very Small Timeline Segment of Stock trades within a 1 second band Common Practices Average 1 second values - erasing true Insight  Other Domains Also Average Data Sets Below are Pharma Genomic Interaction Correlations Non Linear Metrics in Upper Triangle - Linear in Lower Right Triangles Deeper Implication is that world is missing opportunities  Other Metrics Exist Providing Better Insight and Efficiency -------------------------...

Many Others not listed here for privacy reasons Arnold, Greg - https://www.linkedin.com/in/william-greg-arnold-1007676/ Bahill, Terry - https://www.linkedin.com/in/terry-bahill-b171a3/ Barnes, Mike - Boeing Manager - Always looking into future in Energetic Manner Benson, Chris - https://www.linkedin.com/in/christopher-p-benson/ Bird, Jeff - https://www.linkedin.com/in/jeff-bird-23a62118a/  Bowen, Don - PhD Acoustic Penn State, only person at Bell Labs I knew with Acoustics Degree Cates, Sol - https://www.linkedin.com/in/solcates/  Chamis, Chrysanthie - https://www.linkedin.com/in/chrysanthie-chamis-874a8b14/ Chen, Henry -  https://www.linkedin.com/in/henry-chen-3109712a/ Cuspard, Steve - https://www.linkedin.com/in/steve-cuspard-41452853/ Donaghey, Jules - https://www.linkedin.com/in/jules-donaghey-621133149/ Eaves, Don - https://www.linkedin.com/in/donaldseaves/ Endzell, Alex - https://www.linkedin.com/in/alex-endzell/ Fi...