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Sergio A. Alvarez

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2020 – today

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2023
[j8]
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Sergio A. Alvarez:
Gaussian RBF Centered Kernel Alignment (CKA) in the Large-Bandwidth Limit. IEEE Trans. Pattern Anal. Mach. Intell. 45(5): 6587-6593 (2023)
2021
[j7]
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Sarun Paisarnsrisomsuk, Carolina Ruiz, Sergio A. Alvarez:
Capturing the Development of Internal Representations in a High-Performing Deep Network for Sleep Stage Classification. SN Comput. Sci. 2(4): 318 (2021)
[i1]
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Sergio A. Alvarez:
Gaussian RBF Centered Kernel Alignment (CKA) in the Large Bandwidth Limit. CoRR abs/2112.09305 (2021)
2020
[j6]
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Michael Sokolovsky, Francisco Guerrero, Sarun Paisarnsrisomsuk, Carolina Ruiz, Sergio A. Alvarez:
Deep Learning for Automated Feature Discovery and Classification of Sleep Stages. IEEE ACM Trans. Comput. Biol. Bioinform. 17(6): 1835-1845 (2020)
[c21]
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Sarun Paisarnsrisomsuk, Carolina Ruiz, Sergio A. Alvarez:
Improved Deep Learning Classification of Human Sleep Stages. CBMS 2020: 338-343

2010 – 2019

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2018
[c20]
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Ahmedul Kabir, Carolina Ruiz, Sergio A. Alvarez:
Mixed Bagging: A Novel Ensemble Learning Framework for Supervised Classification Based on Instance Hardness. ICDM 2018: 1073-1078
2017
[c19]
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Ahmedul Kabir, Carolina Ruiz, Sergio A. Alvarez, Majaz Moonis:
Predicting Outcome of Ischemic Stroke Patients using Bootstrap Aggregating with M5 Model Trees. HEALTHINF 2017: 178-187
[c18]
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Ahmedul Kabir, Carolina Ruiz, Sergio A. Alvarez, Majaz Moonis:
Regression, Classification and Ensemble Machine Learning Approaches to Forecasting Clinical Outcomes in Ischemic Stroke. BIOSTEC (Selected Papers) 2017: 376-402
2016
[c17]
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Chiying Wang, Sergio A. Alvarez, Carolina Ruiz, Majaz Moonis:
Deviation-based Dynamic Time Warping for Clustering Human Sleep. BIOSIGNALS 2016: 88-95
[c16]
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Chiying Wang, Sergio A. Alvarez, Carolina Ruiz, Majaz Moonis:
Modeling and Clustering of Human Sleep Time Series Using Dynamic Time Warping: Sequential and Distributed Implementations. BIOSTEC (Selected Papers) 2016: 276-294
2015
[c15]
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Ahmedul Kabir, Carolina Ruiz, Sergio A. Alvarez, Nazish Riaz, Majaz Moonis:
Model-based Clustering of Ischemic Stroke Patients. HEALTHINF 2015: 172-181
2014
[c14]
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Chiying Wang, Sergio A. Alvarez, Carolina Ruiz, Majaz Moonis:
Semi-Markov Modeling-Clustering of Human Sleep with Efficient Initialization and Stopping. BIOSIGNALS 2014: 61-68
2013
[c13]
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Chiying Wang, Sergio A. Alvarez, Carolina Ruiz, Majaz Moonis:
Computational Modeling of Sleep Stage Dynamics using Weibull Semi-Markov Chains. HEALTHINF 2013: 122-130
[c12]
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Sergio A. Alvarez, Carolina Ruiz:
Collective Probabilistic Dynamical Modeling of Sleep Stage Transitions. BIOSIGNALS 2013: 209-214
2012
[c11]
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Francis W. Usher, Chiying Wang, Sergio A. Alvarez, Carolina Ruiz, Majaz Moonis:
Machine Learning of Human Sleep Patterns based on Stage Bout Durations. HEALTHINF 2012: 71-80
[c10]
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Chiying Wang, Francis W. Usher, Sergio A. Alvarez, Carolina Ruiz, Majaz Moonis:
Clustering of Human Sleep Recordings Using a Quantile Representation of Stage Bout Durations. BIOSTEC (Selected Papers) 2012: 369-384
2011
[j5]
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Sergio A. Alvarez, Carolina Ruiz, Takeshi Kawato, Wendy Kogel:
Neural expert networks for faster combined collaborative and content-based recommendation. J. Comput. Methods Sci. Eng. 11(4): 161-172 (2011)
[c9]
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Amro Khasawneh, Sergio A. Alvarez, Carolina Ruiz, Shivin Misra, Majaz Moonis:
EEG and ECG Characteristics of Human Sleep Composition Types. HEALTHINF 2011: 97-106
[c8]
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Amro Khasawneh, Sergio A. Alvarez, Carolina Ruiz, Shivin Misra, Majaz Moonis:
Similarity Grouping of Human Sleep Recordings Using EEG and ECG. BIOSTEC (Selected Papers) 2011: 380-394
2010
[j4]
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  - journals/artmed/HaywardARSTW10
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John Hayward, Sergio A. Alvarez, Carolina Ruiz, Mary Sullivan, Jennifer Tseng, Giles Whalen:
Machine learning of clinical performance in a pancreatic cancer database. Artif. Intell. Medicine 49(3): 187-195 (2010)
[c7]
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Stuart Floyd, Carolina Ruiz, Sergio A. Alvarez, Jennifer Tseng, Giles Whalen:
Model Selection Meta-learning for the Prognosis of Pancreatic Cancer. HEALTHINF 2010: 29-37
[c6]
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Stuart Floyd, Carolina Ruiz, Sergio A. Alvarez, Jennifer Tseng, Giles Whalen:
Prediction of Pancreatic Cancer Survival through Automated Selection of Predictive Models. BIOSTEC (Selected Papers) 2010: 29-43
[c5]
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Amro Khasawneh, Sergio A. Alvarez, Carolina Ruiz, Shivin Misra, Majaz Moonis:
Discovery of sleep composition types using expectation-maximization. CBMS 2010: 26-31

2000 – 2009

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2008
[c4]
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John Hayward, Sergio A. Alvarez, Carolina Ruiz, Mary Sullivan, Jennifer Tseng, Giles Whalen:
Knowledge Discovery in Clinical Performance of Cancer Patients. BIBM 2008: 51-58
2006
[j3]
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  - journals/titb/LaxminarayanARM06
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Parameshvyas Laxminarayan, Sergio A. Alvarez, Carolina Ruiz, Majaz Moonis:
Mining Statistically Significant Associations for Exploratory Analysis of Human Sleep Data. IEEE Trans. Inf. Technol. Biomed. 10(3): 440-450 (2006)
2005
[c3]
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Parameshvyas Laxminarayan, Carolina Ruiz, Sergio A. Alvarez, Majaz Moonis:
Mining Associations over Human Sleep Time Series. CBMS 2005: 323-328
2004
[j2]
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  - journals/amai/Alvarez04
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Sergio A. Alvarez:
A Theory of Frame Transformations for Belief Combination. Ann. Math. Artif. Intell. 40(3-4): 187-214 (2004)
2002
[j1]
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  - journals/datamine/LinAR02
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Weiyang Lin, Sergio A. Alvarez, Carolina Ruiz:
Efficient Adaptive-Support Association Rule Mining for Recommender Systems. Data Min. Knowl. Discov. 6(1): 83-105 (2002)
2001
[c2]
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Sergio A. Alvarez, Carolina Ruiz, Virginia Dignum:
Introduction to Part IV: Data Mining and Web-Knowledge Management. INAP (LNCS Volume) 2001: 235-236
2000
[c1]
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Sergio A. Alvarez:
Belief Combination by means of Frame Transformations. AI&M 2000

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