- #MG SYSTEM MANAGING GIGABYTES HOW TO#
- #MG SYSTEM MANAGING GIGABYTES SOFTWARE#
A Re-examination of text categorization methods (Yang et al. Inductive learning algorithms and representations for text categorization (Dumais et al. Using SVMs for text categorization (Dumais 1998). A tutorial on support vector machines for pattern recognition (Burges 1998). Elements of Statistical Learning: Data Mining, Inference, and Prediction. Trevor Hastie, Robert Tibshirani, Jerome Friedman. Evaluating and optimizing autonomous text classification systems (Lewis 1995). 2003)Ī re-examination of text categorization methods (Yang et al. Tackling the poor assumptions of Naive Bayes classifier (Rennie et al. A Comparison of event models for naive Bayes text classification (McCallum et al. A re-examination of text categorization methods (Yang et al. Machine learning in automated text categorization (Sebastiani 2002). 2003)Ĭlassification and clustering in vector spaces(Naive Bayes, kNN, decision boundaries) Systems issues in efficient retrieval and scoringĮfficient Query Evaluation using a Two-Level Retrieval Process (Broder et al. Probabilistic IR: the binary independence model, BM25, BM25F NOTE: attendance required for on-campus students #MG SYSTEM MANAGING GIGABYTES SOFTWARE#
Guest lecture by Joachim Kupke (Principal Software Engineer, Google) Scoring, term weighting and the vector space model
Efficient Generation and Ranking of Spelling Error Corrections (Tillenius). Finding approximate matches in large lexicons (Zobel and Dart 1995). 
Techniques for automatically correcting words in text (Kukich 1992).
#MG SYSTEM MANAGING GIGABYTES HOW TO#
How to write a spelling corrector (Peter Norvig). 
Videos: "Dictionaries and Tolerant Retrieval".Inverted index compression and query processing with optimized document ordering (Yan et al.Inverted index compression using word-aligned binary codes (Anh and Moffat 2005).Compression of inverted indexes for fast query evaluation (Scholer et al.Efficient phrase querying with an auxiliary index (Bahle, Williams, Zobel 2002).Fast phrase querying with combined indexes (Williams, Zobel, Bahle 2004).Videos: "Document Encodings", "Tokens", "Terms", "Stemming", "Skip Lists".Inverted Indices: Dictionary and postings lists, boolean querying The complementary videos are on Canvas, and the slides of the videos are linked below. We leave them here for your reference and they will be updated/replaced by each lecture. Some of the slides and video links are from previous offering of the course.
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