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Overview
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Schedule
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Invited Speaker
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Papers
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Organizers
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Sponsor
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Workshop on Data Mining for
Healthcare (DMH)
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Overview by Organizers
Healthcare systems around the world are
struggling to keep up with patient needs, and improve quality of care while
reducing costs at the same time. At the same time automation in both
healthcare services, data storage and record keeping are introducing new
challenges. More and more data is being captured around healthcare
processes in the form of Electronic Health Records (EHR), health insurance
claims, medical imaging databases, disease registries, spontaneous
reporting sites, and clinical trials. Using this data in an effective way
to improve quality of care and reduce costs requires innovation in data
mining as well as academic, industry and government partnerships. On the
system automation front, these challenges manifest themselves in the form
of guarantees around healthcare system performances. Ascertaining
reliability, data transmission quality and system availability have become
increasingly more important as attempts are made to make remote healthcare
systems as major enablers.
This workshop brings together researchers
(from both academia and industry) as well as practitioners from all four
different groups in the healthcare system (patients, payers, providers, and
pharmaceuticals) to talk about their different perspectives and to share
their latest problems and ideas; attract healthcare professionals who have
access to interesting sources of data and problems but not the expertise in
data mining to solve them effectively. This group would otherwise not
attend KDD and we believe through our personal experiences that it is
essential for KDD research community to interact with them; bring in its
purview the systems components of healthcare. These aspects have so far
been covered only at networking or systems venues. However, these systems
have significant dependencies and reliance on the type of data that they
are intended to work with; and bring in experts for a discussion on HIPAA
and privacy, and how to enable data sharing for healthcare research in a
HIPAA compliant environment.
If you have any questions please feel free to contact us at dmh2013.organizers@gmail.com.
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Schedule
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Workshop Schedule at a Glance
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August 11, 2013 Sunday
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9:00-10:00
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Opening Remarks
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Invited Talk (30
min)
Thomas D.
Perry, Global
Lead for Health Plan Analytics at Accenture
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Full Paper Talk
(15 min)
Automated Spot Type
Identification on NAPPA Arrays
Robert Rivera, Jie
Wang, Ji Qiu, Joshua LaBaer, Garrick Wallstrom
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Poster Spotlight
Talks (5 min each)
Unravelling Communities
of ALS Patients Using Network Mining
Andre V. Carreiro, Sara C. Madeira, Alexandre
P. Francisco
Clustering Health
Trajectories Using Hidden Markov Models
Shima Ghassempour,
Federico Girosi
Exploring Preprocessing Techniques for
Prediction of Risk of Readmission for Congestive Heart Failure Patients
Naren Meadem, Nele Verbiest, Kiyana
Zolfaghar, Jayshree Agarwal, Si-Chi Chin, Senjuti
Basu Roy, Ankur Teredesai,
David Hazel, Paul Amoroso, Lester Reed
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10:00-10:30
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Coffee break
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10:30–12:00
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Invited Talk (30
min)
Dr. Jonathan
Silverstein, Vice
President, Clinical Research Informatics at NorthShore University HealthSystem
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Full Paper Talks
(15 min each)
Active
Literature Discovery for Scoping Evidence Reviews: How Many Needles are
There?
Byron C. Wallace, Issa J. Dahabreh, Kelly H. Moran, Carla E. Brodley, Thomas
A. Trikalinos
Fast entity recognition
in biomedical text
Amy Siu, Dat Ba Nguyen, Gerhard
Weikum
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Poster Spotlight
Talks (5 min each)
Applying Methods for Signal Detection in
Spontaneous Reports to Electronic Patient Records
Jing Zhao, Isak
Karlsson, Lars Asker, Henrik
Bostrom
Improving Relationship Extraction from
Clinical Notes by Sentence Classification
Ehsan Emadzadeh, Azadeh Nikfarjam, Graciela
Gonzalez
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Discussion –
Session 1 and 2
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12:00-2:00
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Lunch
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2:00-3:30
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Invited Talk (30
min)
Dr. Markus Fromherz, Chief Innovation Officer, Healthcare at
Xerox
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Full Paper Talk
(15 min)
Fraud Detection for Healthcare
Hoda Eldardiry,
Juan Liu, Ying Zhang, Markus Fromherz
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Poster Spotlight
Talks (5 min each)
An Analysis of Variation in Hospital Billing
Using Medicare Data
Ankit Agrawal, Alok
Choudhary
Automated Extraction and Classification of
Drug-Drug Interactions from Text
Tasnia Tahsin, Ehsan Emadzadeh, Graciela
Gonzalez
Heart Transplant Outcome Prediction using UNOS
Data
Ankit Agrawal, Jaishankar Raman, Mark J. Russo, Alok
Choudhary
Flexible Exploration and
Visualization of Motifs in Biomedical Sensor Data
Arvind Balasubramanian,
Balakrishnan Prabhakaran
Colon Surgery Outcome Prediction Using ACS
NSQIP Data
Ankit Agrawal, Reda
Al-Bahrani, Ryan Merkow,
Karl Bilimoria, Alok Choudhary
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Discussion
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3:30-4:00
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Coffee Break
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4:00-4:55
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Invited Talk (30
min)
Dr. Bharat Rao, Director, Healthcare & Life Sciences Analytics at Deloitte
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Panel Discussion
(25 min)
Panelists:
Dr. Bharat Rao, Dr. Jonathan Silverstein, Dr. Markus Fromherz,
Thomas D. Perry
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4:55-5:00
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Closing Remarks
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Invited Speakers Return to Top
Dr. Bharat
Rao, Director, Healthcare &
Life Sciences Analytics at Deloitte
Dr. Jonathan Silverstein, Vice President,
Clinical Research Informatics at NorthShore
University HealthSystem
Dr. Markus Fromherz,
Chief
Innovation Officer, Healthcare at Xerox
Thomas D. Perry, Global Lead for
Health Plan Analytics at Accenture
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Table of Contents Return to Top
Full Papers
Automated Spot Type Identification
on NAPPA Arrays
Robert
Rivera, Jie Wang, Ji Qiu, Joshua LaBaer, Garrick Wallstrom (Arizona State University)
Active Literature Discovery for
Scoping Evidence Reviews: How Many Needles are There?
Byron
C. Wallace, Issa J. Dahabreh
(Brown University)
Kelly
H. Moran, (Tufts University and MIT Lincoln Lab)
Carla E. Brodley (Tufts University)
Thomas A. Trikalinos (Brown University)
Fast entity recognition in
biomedical text
Amy
Siu, Dat Ba Nguyen,
Gerhard Weikum (Max Planck Institute for
Informatics)
Fraud Detection for Healthcare
Hoda Eldardiry, Juan Liu (Palo Alto Research Center)
Ying
Zhang (Google)
Markus
Fromherz (Xerox)
Posters
An Analysis of Variation in
Hospital Billing Using Medicare Data
Ankit
Agrawal, Alok Choudhary
(Northwestern University)
Applying Methods for Signal Detection in
Spontaneous Reports to Electronic Patient Records
Jing
Zhao, Isak Karlsson,
Lars Asker, Henrik Bostrom
(Stockholm University)
Unravelling communities of ALS
patients using network mining
Andre
V. Carreiro, Sara C. Madeira, Alexandre
P. Francisco (Technical University of Lisbon)
Exploring Preprocessing Techniques for Prediction
of Risk of Readmission for Congestive Heart Failure Patients
Naren
Meadem (University of Washington Tacoma)
Nele Verbiest (Ghent University)
Kiyana
Zolfaghar, Jayshree Agarwal, Si-Chi Chin, Senjuti
Basu Roy, Ankur Teredesai,
David Hazel (University of Washington Tacoma)
Paul Amoroso, Lester Reed (Multicare
Health Systems)
Improving Relationship Extraction from Clinical
Notes by Sentence Classification
Ehsan
Emadzadeh, Azadeh Nikfarjam, Graciela Gonzalez (Arizona State University)
Colon Surgery Outcome Prediction Using ACS NSQIP
Data
Ankit
Agrawal, Reda Al-Bahrani,
Ryan Merkow, Karl Bilimoria,
Alok Choudhary (Northwestern
University)
Automated Extraction and Classification of
Drug-Drug Interactions from Text
Tasnia
Tahsin, Ehsan Emadzadeh, Graciela Gonzalez (Arizona State
University)
Heart Transplant Outcome Prediction using UNOS
Data
Ankit
Agrawal (Northwestern University)
Jaishankar
Raman (Rush University Medical Center)
Mark
J. Russo (Barnabas Health Heart Centers)
Alok Choudhary (Northwestern University)
Flexible Exploration and
Visualization of Motifs in Biomedical Sensor Data
Arvind
Balasubramanian, Balakrishnan
Prabhakaran (University of Texas at Dallas)
Clustering Health Trajectories
Using Hidden Markov Models
Shima
Ghassempour, Federico Girosi
(University of Western Sydney)
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Organizers
Return
to Top
Organizing
Committee
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