Incremental Learning for E-mail Classification

Author(s):  
Sigita Misina
Keyword(s):  
Author(s):  
Ding-Yi Chen ◽  
Xue Li ◽  
Zhao Yang Dong ◽  
Xia Chen
Keyword(s):  

Author(s):  
Ding-Yi Chen ◽  
Xue Li ◽  
Zhao Yang Dong ◽  
Xia Chen
Keyword(s):  

Author(s):  
Ding-Yi Chen ◽  
Xue Li ◽  
Zhao Yang Dong ◽  
Xia Chen

In this paper, we propose a framework namely, Prediction-Learning-Distillation (PLD) for interactive document classification and distilling the misclassified documents. Whenever a user points out misclassified documents, the PLD learns from the mistakes and identifies the same mistakes from all other classified documents. The PLD then enforces this learning for future classifications. If the classifier fails to accept relevant documents or reject irrelevant documents on certain categories, then PLD will assign those documents as new positive/negative training instances. The classifier can then strengthen its weakness by learning from these new training instances. Our experiments results have demonstrated that the proposed algorithm can learn from user identified misclassified documents, and then distil the rest successfully.


Author(s):  
Nestor J. Zaluzec

The Information SuperHighway, Email, The Internet, FTP, BBS, Modems, : all buzz words which are becoming more and more routine in our daily life. Confusing terminology? Hopefully it won't be in a few minutes, all you need is to have a handle on a few basic concepts and terms and you will be on-line with the rest of the "telecommunication experts". These terms all refer to some type or aspect of tools associated with a range of computer-based communication software and hardware. They are in fact far less complex than the instruments we use on a day to day basis as microscopist's and microanalyst's. The key is for each of us to know what each is and how to make use of the wealth of information which they can make available to us for the asking. Basically all of these items relate to mechanisms and protocols by which we as scientists can easily exchange information rapidly and efficiently to colleagues in the office down the hall, or half-way around the world using computers and various communications media. The purpose of this tutorial/paper is to outline and demonstrate the basic ideas of some of the major information systems available to all of us today. For the sake of simplicity we will break this presentation down into two distinct (but as we shall see later connected) areas: telecommunications over conventional phone lines, and telecommunications by computer networks. Live tutorial/demonstrations of both procedures will be presented in the Computer Workshop/Software Exchange during the course of the meeting.


2005 ◽  
Vol 36 (1) ◽  
pp. 34
Author(s):  
SHARON WORCESTER
Keyword(s):  

2006 ◽  
Vol 37 (8) ◽  
pp. 56-57
Author(s):  
JOSEPH S. EASTERN
Keyword(s):  

2005 ◽  
Vol 38 (3) ◽  
pp. 94
Author(s):  
Sherry Boschert
Keyword(s):  

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