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Data Science
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Large Scale Matrix Completion and Recommender Systems
Keyword:
low rank matrix
,
Principal Component Analysis
,
robust principal component analysis
,
matrix completion
,
recommender systems
, and
convex relaxation
Creator:
Amadeo, Lily
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2015-09-04
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
Analysis and Prediction of Community Structure Using Unsupervised Learning
Keyword:
eRPCA
,
Community Prediction
,
Low Rank
, and
Sparse Matrix
Creator:
Biradar, Rakesh
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2016-01-26
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
Exploration Framework For Detecting Outliers In Data Streams
Keyword:
Data streams
,
streaming window
,
distance-based outlier
,
Outlier Detection
, and
outliers
Creator:
Sean, Viseth
Advisor:
Rundensteiner, Elke A.
Publisher:
Worcester Polytechnic Institute
Date Created:
2016-04-27
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
Robust Auto-encoders
Keyword:
Auto-encoder
,
Deep Learning
, and
Robust Auto-encoder
Creator:
Zhou, Chong
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2016-04-27
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
MARAS: Multi-Drug Adverse Reactions Analytics System
Keyword:
interestingness ranking
,
rule mining
, and
Drug-drug interactions
Creator:
Kakar, Tabassum
Advisor:
Rundensteiner, Elke A.
Publisher:
Worcester Polytechnic Institute
Date Created:
2016-04-29
Resource Type:
Report
Degree:
MS
Unit (Department):
Data Science
Kernel Methods for Collaborative Filtering
Keyword:
multiple kernel matrix factorization
,
collaborative filtering
, and
L2-norm regularization
Creator:
Sun, Xinyuan
Advisor:
Kong, Xiangnan
Publisher:
Worcester Polytechnic Institute
Date Created:
2016-01-25
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
Incorporating Rich Features into Deep Knowledge Tracing
Keyword:
Deep Learning
,
RNN
,
Knowledge tracing
, and
DKT
Creator:
Zhang, Liang
Advisor:
Heffernan, Neil
Publisher:
Worcester Polytechnic Institute
Date Created:
2017-04-14
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
Mining Spatio-Temporal Reachable Regions over Massive Trajectory Data
Keyword:
reachability query
,
spatio-temporal data management
, and
trajectory query
Creator:
Ding, Yichen
Advisor:
Li, Yanhua
Publisher:
Worcester Polytechnic Institute
Date Created:
2017-04-15
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
Compressed Sensing via Partial L1 Minimization
Keyword:
partial L1 minimization
,
the augmented Lagrangian method
,
L0 minimization
,
truncated L1 minimization
,
compressed sensing
, and
L1 minimization
Creator:
Zhong, Lu
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2017-04-27
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
Kernel Coherence Encoders
Keyword:
Kernel methods
,
Autoencoders
,
KCCA
, and
CCA
Creator:
Sun, Fangzheng
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2018-04-23
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
A Look Into Human Brain Activity with EEG DataSurface Reconstruction
Keyword:
Point Cloud
,
NURBS
,
data surface reconstruction
, and
EEG
Creator:
Pothayath, Naveen
Advisor:
Emdad, Fatemeh
Publisher:
Worcester Polytechnic Institute
Date Created:
2018-04-23
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
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
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
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
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
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
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
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
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
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