data mining and machine learning (dmml)

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Data Mining and Machine Learning (DMML) p Members (Left to Right, Back row first): Shankara Subramanya (Amazon.com), Magdiel Ga faeilzadeh (Microsoft), Lei Tang, Jian Yang, Sai Moturu, Nitin Agarwal , Huan Liu, Zhe Parsons (ASU), Niyati Parikh (Google Research) (taken Spring 2006), Steve Day, Som Shah

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Data Mining and Machine Learning (DMML). Group Members (Left to Right, Back row first): Shankara Subramanya (Amazon.com), Magdiel Galan, Payam Refaeilzadeh (Microsoft), Lei Tang, Jian Yang, Sai Moturu, Nitin Agarwal , Huan Liu, Zheng Zhao, - PowerPoint PPT Presentation

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Page 1: Data Mining and Machine Learning (DMML)

Data Mining and Machine Learning (DMML)

Group Members (Left to Right, Back row first): Shankara Subramanya (Amazon.com), Magdiel Galan, Payam Refaeilzadeh (Microsoft), Lei Tang, Jian Yang, Sai Moturu, Nitin Agarwal , Huan Liu, Zheng Zhao, Lance Parsons (ASU), Niyati Parikh (Google Research) (taken Spring 2006), Steve Day, Som Shahapurkar

Page 2: Data Mining and Machine Learning (DMML)

Current Research ProjectsProjects Funding Agency Collaborators

A Collective-Computation Approach to Prognostics Health Management

NASA

Professor Aditi Chattopadhyay, MAEProfessor Antonia Papandreou-Suppappola, EE

III-COR-Small: Beyond Feature Selection and Extraction

NSF Professor Jieping Ye, SCI

Modeling Group Interaction via Open Data Sources AFOSR Dr. John Salerno, AFRL

BlogTrackers ONR Professor Mark Woodward, Religious Studies

Link Mining of Textual Data MITRE Dr. Jianping Zhang, MITRE

Page 3: Data Mining and Machine Learning (DMML)

Mining in Blogosphere

Physical World

Domain Expert Friends

Virtual World

Online Community

Identifying Influential Bloggers Connecting Similar Bloggers

Page 4: Data Mining and Machine Learning (DMML)

Health Informatics

Predictive Risk Modeling Trust Evaluation for Health 2.0

Feature SelectionLearning

H

L

Data

Prediction

model

Patient data

High risk?

H: High-cost patientsL: Lower-cost patients

Insight

Probable reasons

Health 2.0

Page 5: Data Mining and Machine Learning (DMML)

AccomplishmentsNitin Agarwal presented “Identifying the Influential Bloggers” at WSDM 2008. Received

highest number of views among all the presentations http://videolectures.net/wsdm08_agarwal_iib/

Zhao Zheng (Alan) received “Outstanding PhD Student in CSE” award in 2008

Sai Moturu received “Best Student Paper Award” at HEALTHINF 2008http://www.healthinf.org/Healthinf2008/awards.htm

Our work is published in KDD, ICWE, EMBC, WSDM, SDM, IJCAI, ICDM, PAKDD, SIGKDD, TKDD, TKDE, JMLR, DMKD, …

Check us out at Google Scholar

The former students are now professors in research universities, employed by high-tech IT companies (Google, Honeywell, Microsoft, and Yahoo, Amazon,

among others) , and entrepreneurs/consultants.

Page 6: Data Mining and Machine Learning (DMML)

Further Information

• Huan Liu (http://www.public.asu.edu/~huanliu/)

• Our Wiki (http://wiki.asu.edu/dmml)

• Our Mailing List ([email protected])

• This poster can be found at http://www.public.asu.edu/~huanliu/students.htm

• In Fall 2008, offering CSE 494/598: Social Computing and Web Analytics http://www.public.asu.edu/~huanliu/SC08F/cse494-598.htm

Prepared by Nitin, Sai, and Huan