We will apply additional pre-processing for unbalance classification to improve the accuracy of detection spammer. In this work, we used the feature that Mr. James' team used, features which include in degree (this little phrase makes no sense; wasn't sure what to do about it). Therefore, these features obviously, in this certain case, would be better, but some not in some cases. (I would have to see context to do this one better.)
This made the absolute need for a deep understanding of the features, that we may build new features.
Below is a brief description of my professional resume:
I am an organized, experienced professional with more than fifteen years of experience. I have held titles such as Publishing Assistant, Administrative Assistant, Office Administrator, Insurance Administrator, and Graphic Design Artist. I am well-trained in Microsoft Office programs (specializing in Excel) and Photoshop, creating and editing all types of printed material. I design items like t-shirts, banners, brochures, flyers, promotional materials, textbooks, and various other graphic design projects. I am a detail-oriented person that believes in completing a project on time and to the satisfaction of the customer.
I am a natural English-speaking person located in the EST of the U.S.
Please contact me if you would like any other details about my work history or abilities. I look forward to hearing from you regarding this job opportunity. Thank you.