Advanced Techniques in Knowledge Discovery and Data Mining by Nikhil Pal PDF

By Nikhil Pal

ISBN-10: 1852338679

ISBN-13: 9781852338671

Transparent and concise causes to appreciate the educational paradigms. Chapters written by means of major international specialists.

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Parameter changes and the side effects should be flagged as belonging to the split. 2. 7 Experimental Data From the proprietary software system and company database affiliated with the regarded manufacturing process, a subset of data generated for processing two wafer lots with five measurement positions for each wafer was extracted. , a partitioning of each wafer batch into three subgroups for individual processing of each partition, was carried out during production. Six wafers from the second lot were still staged in the fab for another experiment, so no data were available for these wafers.

Modern technologies make use of 20 to 30 layers, and this number continues to go up. The number of layers that make up the actual devices stays relatively constant. However, as the minimum feature size F continues to shrink, the exponentially growing number of devices requires much more interconnect between them. For this reason, the number of interconnect or metal layers in the BEOL, another commonly cited characteristic of a technology, increases quite rapidly. In fact, the interconnect of the devices (the BEOL) is now more costly to produce then the devices themselves (the FEOL).

4) The resulting novelty detection can be employed to perceive process deviations and filter data out as representing an important event worth storing. Deviations or anomalies are detected as patterns on the background, outside of the normal domain, similar to the BC mode of RCE in multiclass problems. This is illustrated for the two-dimensional case in Fig. 9. Employing an iterative presentation of the training data, data reduction in terms of stored vectors, similar to the original RCE classifier, could be achieved, trading off alleviation of storage requirements and real-time classification with Andreas K¨ onig and Achim Gratz Parameter 2 44 Normal pattern Rmax Novel Parameter 1 Fig.

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Advanced Techniques in Knowledge Discovery and Data Mining (Advanced Information and Knowledge Processing) by Nikhil Pal


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