Streaming data mining

• Data Sketches - Yahoo's streaming data analysis library, supports approximate counting, sampling, and distribution metrics on streaming data.
• Synopses for Massive Data: Samples, Histograms, Wavelets, Sketches - Suggested book to understand the topic

Frequent pattern mining

• Jiawei Han's Coursera course
• SPMF (Sequential Pattern Mining Framework) an open-source data mining mining library in Java
• PrefixSpan python - very simplified version

References and courses

• STA-663-2017 - Reference on various data science tools with python code

Record Linking

• Pandas record linking tool - https://github.com/J535D165/recordlinkage

Evaluation

• A comparison of Extrinsic Clustering Evaluation Metrics based on Formal Constraints - Discusses B-cubed F1 score.
• Evaluation of coreference resolution systems - http://www.cs.cmu.edu/~yimengz/papers/Coreference_survey.pdf