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This paper presents the design and development of a Linux based infrastructure and platform for a wholesale service provider to offer SMS integrated services to retail providers for resale. The multi-tenant platform, capable of providing multiple types of SMS integrated services, was designed and built mainly with off-the-shelf components and open source software. The platform is highly reliable and flexible, enabling fast provision of customisable services by integrating SMS, voice, VoIP, and web services in innovative ways. This paper describes the design of the platform and presents four major application areas.

A multi tenant platform for sms integrated services

IJCNCJournal

Motivational Letter - KM

Matthews Kareema

Regularized regression technique s for lin ear regression have been creat ed the last few ten year s to reduce the flaws of ordinary least squ ares regression with regard to prediction accuracy. In this paper, new methods for using regularized regression in model choice are introduc ed, and we distinguish the condition s in whic h regularized regression develops our ability to discriminate models. W e applied all the five methods that use penalty - based (regularization) shrinkage to handle Oxazolines and Oxazoles derivatives descriptor dataset with far more predictors than observations. The lasso, ridge, elasticnet, lars and relaxed lasso further pos sess the desirable property that they simultaneously sele ct relevant predictive descriptor s and optimally estimate their effects. Here, we comparatively evaluate the performance of five regularized linear regression methods The assessment of the performanc e of each model by means of benchmark experiments is an established exercise. Cross - validation and resampling method s are genera lly used to arrive point evaluates the efficienci es which are compared to recognize methods with acceptable feature s. Predictiv e accuracy was evaluated us ing the root mean squared error (RMSE) and Square of usual correlation between predictors and observed mean inhibitory concentration of antitubercular activity (R square) . We found that all five regularized regression models were able to produce feasible models and efficient capturing the linearity in the data . The elastic net and lars had similar accuracies as well as lasso and relaxed lasso had similar accuracies but outperformed ridge regression in terms of the RMSE and R squ are metrics.

Performance analysis of regularized linear regression models for oxazolines a...

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Performance analysis of regularized linear regression models for oxazolines a...

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