martes, 12 de septiembre de 2017

TEmas Interesantes para hacer DAta Mining Knowledge Discovery and Data Mining

TEmas Interesantes para hacer DAta Mining Knowledge Discovery and Data Mining
https://web.cs.wpi.edu/~cs548/s14/Showcase/

    Topic: RapidMiner
    Other useful materials and links:
        contact-lens.csv
        diabetes.csv
    Topic: Mozenda
    Short Description: "Extract data from the web".
    Slides: Xuanxing's presentation slides

    Topic: Twitter Calendar
    Short Description: "A demonstration of NLP on twitter showing the most prominent events mentioned in association with each day."
    Slides: Ludymila's presentation slides
    Other useful materials and links:
        already included in the presentation slides

    Topic: NinjaTrader
    Short Description: Software for live trading, market analytics, advanced charting. Data mining concepts used: data acquizition, vizualization, aggregation, generation of trading rules and strategies (decision trees).
    Slides: Artem's presentation slides
    Other useful materials and links:
        already included in the presentation slides

    Topic: Data Mining against Terrorism
    Short Description:
    Slides: Tim's presentation slides
    Other useful materials and links:
        already included in the presentation slides

    Topic: Regression using SPSS
    Short Description:
    Slides: Kabir's presentation slides
    Other useful materials and links:
        already included in the presentation slides

    Topic: Mining Geo Data to Predict Disease Transmission
    Short Description:
    Slides: Xinyue's presentation slides
    Other useful materials and links:
        already included in the presentation slides

    Topic: Using Data Mining for Screening Tax Returns
    Short Description:
    Slides: Seth's presentation slides
    Other useful materials and links:
        DeBarr, D. and Z. Eyler-Walker. "Closing the Gap: Automated Screening of Tax Returns to Identify Egregious Tax Shelters" SIGKDD Explorations, Volume 8, Number 1, June 2006. pp. 11-16. 2006.
        Also available online.


    Topic: Data Mining in Sports
    Short Description: Brief history of the topic followed by a deeper focus on data mining in Soccer.
    Slides: Mohammed's presentation slides
    Other useful materials and links:
        Youtube video: Demonstrating the working of Milan Lab
        Shu-Ching Chen, Mei-Ling Shyu, Na Zhao. "An Enhanced Query Model for Soccer Video Retrieval Using Temporal Relationships". In Proceedings of the 21st International Conference on Data Engineering, 2005. ICDE 2005. pp. 1133-1134.


    Topic: Mining Machine Data for Healthcare IT using Spluck
    Short Description:
    Slides: Manik's presentation slides
    Other useful materials and links:
        already included in the presentation slides

    Topic: Text Mining in Biomedical Research
    Short Description:
    Slides: Logan's presentation slides
    Other useful materials and links:
        Rebholz-Schuhmann D., Oellrich A., Hoehndorf R. "Text-mining solutions for biomedical research: enabling integrative biology". Nature Reviews Genetics. 2012 Dec;13(12):829-39. doi: 10.1038/nrg3337. Epub 2012 Nov 14.
        Ross D. King et al. "The Automation of Science". Science 324, 85 (2009); DOI: 10.1126/science.1165620.


    Topic: Recommender Systems
    Short Description:
    Slides: Wenxin's presentation slides
    Other useful materials and links:
        Wenxin's RAR file with a Matlab program for recommender systems
        Wenxin's ZIP file with a Matlab program for recommender systems


    Topic:Clustering in R.
    Short Description:
    Slides: Xue's presentation slides
    Other useful materials and links:
        iris.csv
        clustering_xue.R
        R_tutorials.rar
        Tutorials in the above rar file were taken from:
            http://www.r-project.org/
            http://www.statmethods.net/advstats/cluster.html
            http://cran.r-project.org/web/packages/available_packages_by_name.html
            http://cran.r-project.org/web/packages/
            http://cran.r-project.org/web/packages/cluster/index.html
            http://cran.r-project.org/web/packages/fpc/index.html


    Topic: Data mining in Politics
    Short Description:
    Slides: Alexis' presentation slides
    Other useful materials and links:
        http://poy.time.com/2012/12/19/obamas-data-team/
        http://swampland.time.com/2012/11/07/inside-the-secret-world-of-quants-and-data-crunchers-who-helped-obama-win/
        http://infospace.ischool.syr.edu/2013/01/24/data-mining-in-obamas-2012-victory/
        http://www.stat.columbia.edu/~jakulin/Politics/
        http://www.thenation.com/blog/174759/not-just-nsa-politicians-are-data-mining-american-electorate


    Topic: Using Data Mining in the Identification of Compromised Sensors
    Short Description:
    Slides: Hang's presentation slides
    Other useful materials and links:
        already included in the presentation slides


    Topic: Data Mining in Music
    Short Description:
    Slides: Chu's presentation slides
    Other useful materials and links:
        already included in the presentation slides


    Topic: Data mining in Traffic.
    Short Description:
    Slides: Xuebin's presentation slides
    Other useful materials and links:
        Data Mining Meets Traffic Modeling


    Topic: Data mining with Python
    Short Description:
    Slides: Xiaolu's presentation slides
    Other useful materials and links:
        Demo:
            CS548S14Showcase_XiongXiaolu_kmean_demo.py
            ads.csv


    Topic: Data Mining in Banking
    Short Description:
    Slides: Xiufeng's presentation slides
    Other useful materials and links:
        already included in the presentation slides


    Topic: Data Mining in Robotics Engineering
    Short Description:
    Slides: Blink's presentation slides
    Other useful materials and links:
        already included in the presentation slides


    Topic: Moneyball and Data Mining in Basketball
    Short Description:
    Slides: Yuguan's presentation slides
    Other useful materials and links:
        already included in the presentation slides


    Topic: Earthquake Prediction Using Data Mining
    Short Description:
    Slides: Ruizhu's presentation slides
    Other useful materials and links:
        Predicting-Earthquakes-through-Data-Mining
        https://docs.google.com/document/d/10yZPZ27GgTnFIWkBaGJbgN_XC8vYyryzL9v84PkZrc8/edit?pli=1
        Otari G V, Kulkarni R V. A Review of Application of Data Mining in Earthquake Prediction[J]. 2012.
        Stolorz P E, Dean C. Quakefinder: A Scalable Data Mining System for Detecting Earthquakes from Space[C]//KDD. 1996: 208-213.


    Topic: Visualizing Association Rules
    Short Description:
    Slides: Yuqing's presentation slides
    Other useful materials and links:
        already included in the presentation slides

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