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Fast and accurate text classification via multiple linear discriminant projections

Summary: SIMPL uses Fisher discriminant to project high-dimensional text features into a small subspace, then a decision tree for fast classification. It nearly matches SVM accuracy with far lower training time and memory, and shows cache-friendly, scan-based efficiency. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
8883
Venue
VLDB
Year
2002
Pagerank
4.1945683e-05
Overall Rank
12,649 | 12.01%
DOI
-

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Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
1,107 SPRINT: A Scalable Parallel Classifier for Data Mining 1996 VLDB 0.00013985717
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