International Business Machines Corporation

Yu-Jin Chen

Li-Ju Chen

Rick M F Wu

Mark Daniel Rogalski

Chao-Min Chang

Yuan-Shyang Lee

Chen-Yu Kuo

Bo-Yu Kuo

Ming-Fa Hsu

Kang Liang Liu

Yu-Chi Tang

A method for receiving a full training data set including a plurality of individual training data set, dividing the plurality of individual training sets into N classes, where N is an integer greater than three, dividing the N classes into M full data classes and N-M partial data classes, performing training to obtain a trained fixed size machine learning (ML) classification model and a trained in-class confidence model, outputting a first set of prediction value(s) based on the performance of training, distributing each class of the N classes of individual training data sets to a different node of a distributed machine learning system; and outputting, from the nodes of the distributed machine learning system, a second set of prediction value(s) for each class of the N classes.

Multi-class classification using a dual model

Provided are techniques for the transmission of electronic mail (email). While a user composes an email message and once an intended recipient has been entered, negotiation modules associated with client and server computers check both the recipient and attributes of the message as they are entered. The user is notified if there is an issue with the intended recipient and alternative recipients may be suggested. The user is also notified if a particular attribute exceeds a defined limit. In this manner, the user may alter the message so that the attribute conforms to the limit to ensure delivery. Tests may be provided to enable a user to exceed a limit and some users may be pre-authorized to exceed a limit.

Communicating with recipient email server while composing email

An approach is provided for communications between a device and a server in a service system where data and application are stored and executed by a plurality of computing systems in the internet. The approach includes transmitting, via the device, a request of a selected application to the server; in response to the request, transmitting, via the server, a graphical image indicative of an execution of the selected application to the device.

Platform independent information handling system, communication method, and computer program product thereof

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Sinjhuang, Taiwan

Yu-Jin Chen