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In recent work, we dubbed this problem distributed ensemble classification, addressing when local classifiers are trained on different (e.g., proprietary, legacy) databases or operate on different sensing modalities.
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On the other hand, with the aim of not leaving out the numerous current WSN deployments, we have considered a third driver in the architecture design by including proprietary and legacy, non-VSN-compliant sensor networks.
Many K-12 schools use their own proprietary (and legacy) information systems to capture and store data on students — from class lists and attendance to grades.
Wireless Sensor Island (WSI): A WSI is any grouping of one or more legacy, proprietary, or VSN-aware sensor networks which are able to communicate, respectively, via a legacy, proprietary, or VSN-aware gateway node.
Through its simple APIs, Clever allows third-party developers to access the critical data that lives in Student Information Systems (SIS), the proprietary (and often legacy) data silos used by schools to house all of its student information.
Investing in core infrastructure like this is a game changer for OpenStreetMap and legacy proprietary data companies won't be able to keep up with the combination of top notch editing experience and openly licensed database.
While such discussion is important, it should not ignore legacy applications, proprietary solutions, and mainframes.
Taking into account that many of these VLEs are legacy or proprietary systems, the implementation of a specific software is usually out of place.
This article proposes the Implicit Packet Meta Header (IPMH) as a standard method to compute and represent common QoS properties of the Application Data Units (ADU) of multimedia streams using legacy and proprietary streams' headers (e.g. Real-time Transport Protocol headers).
Transforming legacy and proprietary terminologies into standards will be required for clinical utility.
Mr. Cassini may feel proprietary about Mrs. Kennedy's fashion legacy, but as Mr. Bowles says, none of her clothes have been really looked at for 40 years, so there's been little opportunity for serious scholarship.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com