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Data Science
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Micro-Pattern Detection and Analysis in Gaze Data via Mathematical Optimization and Machine Learning
Keyword:
Gaze Data Analysis
,
Outlier Detection
,
FID+ Filter
,
FID Filter
,
Eye Tracking
,
Fixation Identification
,
Fixation Inner-Density
, and
Mixed-Integer Optimization
Creator:
Liu, Wen
Advisor:
Trapp, Andrew C
and
Djamasbi, Soussan
Publisher:
Worcester Polytechnic Institute
Date Created:
2019-04-24
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
Robust Methods for Anomaly Detection with Applications to Cyber Data
Keyword:
PCA
,
cyber defense
,
autoencoders
,
robust methods
,
DDoS
, and
anomaly detection
Creator:
Zhou, Chong
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2019-04-23
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
Machine learning approaches to manufacturing and materials: Applications to semi-supervised, unbalanced and heterogeneous data problems
Creator:
Karkare, Rasika S
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2019-08-07
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
Versatile Anomaly Detection with Outlier Preserving Distribution Mapping Autoencoders
Creator:
Gerych, Walter
Advisor:
Rundensteiner, Elke A.
and
Agu, Emmanuel O.
Publisher:
Worcester Polytechnic Institute
Date Created:
2019-12-16
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
Similarity Search in Continuous Data with Evolving Distance Metric
Keyword:
lsh
and
distance metric learning
Creator:
Zhang, Huayi
Advisor:
Rundensteiner, Elke A.
Publisher:
Worcester Polytechnic Institute
Date Created:
2018-12-12
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
Dimension Reduction and LASSO using Pointwise and Group Norms
Keyword:
Dimension Reduction
,
LASSO
, and
Robust Sparse PCA
Creator:
Jutras, Melanie A
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2018-12-12
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
Parameter Continuation with Secant Approximation for Deep Neural Networks
Keyword:
non-convex
,
homotopy
,
Deep Learning
,
parameter continuation
,
Optimization
, and
secant
Creator:
Pathak, Harsh N.
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2018-12-05
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
Adaptively-Halting RNN for Tunable Early Classification of Time Series
Keyword:
Classification
,
Time series
,
Machine Learning
, and
Neural Networks
Creator:
Hartvigsen, Thomas
Advisor:
Rundensteiner, Elke A.
Publisher:
Worcester Polytechnic Institute
Date Created:
2018-11-15
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
An Approach for Deliberate Non-Compliance Detection during Opioid Abuse Surveillance by a Wearable Biosensor
Keyword:
Deliberate non-compliance detection
,
Machine Learning
,
opioid surveillance
,
triaxial accelerometer
, and
blood volume pulse (BVP)
Creator:
Singh, Rohitpal
Advisor:
Venkatasubramanian, Krishna Kumar
Publisher:
Worcester Polytechnic Institute
Date Created:
2018-08-10
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
Deployment of Autonomous Electric Taxis with Consideration for Charging Stations
Keyword:
Taxi Dispatch and Rebalancing
,
MATSim
,
Charging Assignments
,
Autonomous Electric Taxi Fleet
, and
Online Optimization Model
Creator:
Manickavasagam, Sounthar
Advisor:
Trapp, Andrew C
Publisher:
Worcester Polytechnic Institute
Date Created:
2017-05-30
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
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Data Science
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91
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91
UN SDG
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