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Houshang Darabi
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- affiliation: University of Illinois at Chicago, Chicago, IL, USA
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2020 – today
- 2023
- [j29]Martha Razo, Houshang Darabi:
Adjacency Matrix Deep Learning Prediction Model for Prognosis of the Next Event in a Process. IEEE Access 11: 11947-11955 (2023) - [j28]Julian Theis, Houshang Darabi:
Improving Predictive Process Monitoring Through Reachability Graph-Based Masking of Neural Networks. IEEE Trans. Comput. Soc. Syst. 10(4): 1927-1938 (2023) - 2022
- [j27]Maryam Pishgar, Martha Razo, Houshang Darabi:
Improving Process Discovery Algorithms Using Event Concatenation. IEEE Access 10: 69072-69090 (2022) - [j26]Samuel Harford, Marina Del Rios, Sara Heinert, Joseph Weber, Eddie Markul, Katie Tataris, Teri Campbell, Terry L. Vanden Hoek, Houshang Darabi:
A machine learning approach for modeling decisions in the out of hospital cardiac arrest care workflow. BMC Medical Informatics Decis. Mak. 22(1): 21 (2022) - [j25]Maryam Pishgar, Julian Theis, Marina Del Rios, Amer Ardati, H. Anahideh, Houshang Darabi:
Prediction of unplanned 30-day readmission for ICU patients with heart failure. BMC Medical Informatics Decis. Mak. 22(1): 117 (2022) - [j24]Maryam Pishgar, Samuel Harford, Julian Theis, William L. Galanter, Jorge Mario Rodríguez-Fernández, L. H. Chaisson, Y. Zhang, A. Trotter, Karl M. Kochendorfer, A. Boppana, Houshang Darabi:
A process mining- deep learning approach to predict survival in a cohort of hospitalized COVID-19 patients. BMC Medical Informatics Decis. Mak. 22(1): 194 (2022) - [j23]Julian Theis, William L. Galanter, Andrew D. Boyd, Houshang Darabi:
Improving the In-Hospital Mortality Prediction of Diabetes ICU Patients Using a Process Mining/Deep Learning Architecture. IEEE J. Biomed. Health Informatics 26(1): 388-399 (2022) - 2021
- [j22]Samuel Harford, Fazle Karim, Houshang Darabi:
Generating Adversarial Samples on Multivariate Time Series using Variational Autoencoders. IEEE CAA J. Autom. Sinica 8(9): 1523-1538 (2021) - [j21]William L. Galanter, Jorge Mario Rodríguez-Fernández, Kevin Chow, Samuel Harford, Karl M. Kochendorfer, Maryam Pishgar, Julian Theis, John Zulueta, Houshang Darabi:
Predicting clinical outcomes among hospitalized COVID-19 patients using both local and published models. BMC Medical Informatics Decis. Mak. 21(1): 224 (2021) - [j20]Fazle Karim, Somshubra Majumdar, Houshang Darabi:
Adversarial Attacks on Time Series. IEEE Trans. Pattern Anal. Mach. Intell. 43(10): 3309-3320 (2021) - [c25]Julian Theis, Ilia Mokhtarian, Houshang Darabi:
On the Performance Analysis of the Adversarial System Variant Approximation Method to Quantify Process Model Generalization. ICPM Workshops 2021: 281-293 - [i15]Julian Theis, Ilia Mokhtarian, Houshang Darabi:
On the Performance Analysis of the Adversarial System Variant Approximation Method to Quantify Process Model Generalization. CoRR abs/2107.06319 (2021) - [i14]Julian Theis, Houshang Darabi:
Masking Neural Networks Using Reachability Graphs to Predict Process Events. CoRR abs/2108.00404 (2021) - [i13]Maryam Pishgar, Martha Razo, Julian Theis, Houshang Darabi:
Process Mining Model to Predict Mortality in Paralytic Ileus Patients. CoRR abs/2108.01267 (2021) - [i12]Samuel Harford, Fazle Karim, Houshang Darabi:
Improving Time Series Classification Algorithms Using Octave-Convolutional Layers. CoRR abs/2109.13696 (2021) - 2020
- [j19]Julian Theis, Houshang Darabi:
Adversarial System Variant Approximation to Quantify Process Model Generalization. IEEE Access 8: 194410-194427 (2020) - [i11]Julian Theis, Houshang Darabi:
Adversarial System Variant Approximation to Quantify Process Model Generalization. CoRR abs/2003.12168 (2020) - [i10]Samuel Harford, Fazle Karim, Houshang Darabi:
Adversarial Attacks on Multivariate Time Series. CoRR abs/2004.00410 (2020)
2010 – 2019
- 2019
- [j18]Fazle Karim, Somshubra Majumdar, Houshang Darabi:
Insights Into LSTM Fully Convolutional Networks for Time Series Classification. IEEE Access 7: 67718-67725 (2019) - [j17]Julian Theis, Houshang Darabi:
Decay Replay Mining to Predict Next Process Events. IEEE Access 7: 119787-119803 (2019) - [j16]Houshang Darabi, Georgiana Ifrim, Patrick Schäfer, Diego Furtado Silva:
Guest editorial for special issue on time series classification. IEEE CAA J. Autom. Sinica 6(6): 1291-1292 (2019) - [j15]Fazle Karim, Somshubra Majumdar, Houshang Darabi, Samuel Harford:
Multivariate LSTM-FCNs for time series classification. Neural Networks 116: 237-245 (2019) - [j14]Julian Theis, Houshang Darabi:
Behavioral Petri Net Mining and Automated Analysis for Human-Computer Interaction Recommendations in Multi-Application Environments. Proc. ACM Hum. Comput. Interact. 3(EICS): 13:1-13:16 (2019) - [c24]Julian Theis, Ilia Mokhtarian, Houshang Darabi:
Process Mining of Programmable Logic Controllers: Input/Output Event Logs. CASE 2019: 216-221 - [c23]Ashkan Sharabiani, Adam Bress, William L. Galanter, Rezvan Nazempour, Houshang Darabi:
A Computer-Aided System for Determining the Application Range of a Warfarin Clinical Dosing Algorithm Using Support Vector Machines with a Polynomial Kernel Function. CASE 2019: 418-423 - [c22]Fazle Karim, Houshang Darabi, Samuel Harford, Shun Chen, Anooshiravan Sharabiani:
A Framework for Accurate Time Series Classification Based on Partial Observation. CASE 2019: 634-639 - [c21]Renata A. Revelo, Janet Omitoyin, Martin Cardona, Rezvan Nazempour, Houshang Darabi:
Engineering Identity Profiles of Low-SES, High-Achieving Incoming Engineering Students. FIE 2019: 1-4 - [i9]Julian Theis, Houshang Darabi:
Behavioral Petri Net Mining and Automated Analysis for Human-Computer Interaction Recommendations in Multi-Application Environments. CoRR abs/1902.08740 (2019) - [i8]Fazle Karim, Somshubra Majumdar, Houshang Darabi:
Adversarial Attacks on Time Series. CoRR abs/1902.10755 (2019) - [i7]Fazle Karim, Somshubra Majumdar, Houshang Darabi:
Insights into LSTM Fully Convolutional Networks for Time Series Classification. CoRR abs/1902.10756 (2019) - [i6]Julian Theis, Houshang Darabi:
DREAM-NAP: Decay Replay Mining to Predict Next Process Activities. CoRR abs/1903.05084 (2019) - [i5]Ashkan Sharabiani, Adam Bress, William L. Galanter, Rezvan Nazempour, Houshang Darabi:
A Computer-Aided System for Determining the Application Range of a Warfarin Clinical Dosing Algorithm Using Support Vector Machines with a Polynomial Kernel Function. CoRR abs/1903.09267 (2019) - [i4]Julian Theis, Ilia Mokhtarian, Houshang Darabi:
Process Mining of Programmable Logic Controllers: Input/Output Event Logs. CoRR abs/1903.09513 (2019) - 2018
- [j13]Fazle Karim, Somshubra Majumdar, Houshang Darabi, Shun Chen:
LSTM Fully Convolutional Networks for Time Series Classification. IEEE Access 6: 1662-1669 (2018) - [j12]Ashkan Sharabiani, Edith Nutescu, William L. Galanter, Houshang Darabi:
A New Approach towards Minimizing the Risk of Misdosing Warfarin Initiation Doses. Comput. Math. Methods Medicine 2018: 5340845:1-5340845:11 (2018) - [j11]Anooshiravan Sharabiani, Houshang Darabi, Samuel Harford, Elnaz Douzali, Fazle Karim, Hereford Johnson, Shun Chen:
Asymptotic Dynamic Time Warping calculation with utilizing value repetition. Knowl. Inf. Syst. 57(2): 359-388 (2018) - [c20]Maryam Pishgar, Fazle Karim, Somshubra Majumdar, Houshang Darabi:
Pathological Voice Classification Using Mel-Cepstrum Vectors and Support Vector Machine. IEEE BigData 2018: 5267-5271 - [i3]Fazle Karim, Somshubra Majumdar, Houshang Darabi, Samuel Harford:
Multivariate LSTM-FCNs for Time Series Classification. CoRR abs/1801.04503 (2018) - [i2]Maryam Pishgar, Fazle Karim, Somshubra Majumdar, Houshang Darabi:
Pathological Voice Classification Using Mel-Cepstrum Vectors and Support Vector Machine. CoRR abs/1812.07729 (2018) - 2017
- [j10]Anooshiravan Sharabiani, Houshang Darabi, Ashkan Rezaei, Samuel Harford, Hereford Johnson, Fazle Karim:
Efficient Classification of Long Time Series by 3-D Dynamic Time Warping. IEEE Trans. Syst. Man Cybern. Syst. 47(10): 2688-2703 (2017) - [i1]Fazle Karim, Somshubra Majumdar, Houshang Darabi, Shun Chen:
LSTM Fully Convolutional Networks for Time Series Classification. CoRR abs/1709.05206 (2017) - 2016
- [c19]Anooshiravan Sharabiani, Ashkan Sharabiani, Houshang Darabi:
A novel Bayesian and Chain Rule Model on symbolic representation for time series classification. CASE 2016: 1014-1019 - 2015
- [j9]Ashkan Sharabiani, Adam Bress, Elnaz Douzali, Houshang Darabi:
Revisiting Warfarin Dosing Using Machine Learning Techniques. Comput. Math. Methods Medicine 2015: 560108:1-560108:9 (2015) - 2014
- [c18]Ashkan Sharabiani, Fazle Karim, Anooshiravan Sharabiani, Mariya Atanasov, Houshang Darabi:
An enhanced bayesian network model for prediction of students' academic performance in engineering programs. EDUCON 2014: 832-837 - 2013
- [c17]Ashkan Sharabiani, Houshang Darabi, Adam Bress, Larisa Cavallari, Edith Nutescu, Katarzyna Drozda:
Machine learning based prediction of warfarin optimal dosing for African American patients. CASE 2013: 623-628 - 2012
- [c16]Josh Reese, Yong Wang, Lin Li, Houshang Darabi, Erik Osland, Mehmet S. Ozcan, Verna L. Baughman, Guy Edelman:
Early warning system modeling for patient bispectral index prognosis in anesthesia and the operating room. CASE 2012: 297-302 - [c15]Ashkan Sharabiani, Houshang Darabi:
Observation policies for patient and resource tracking in outpatient clinics. CASE 2012: 532-537 - 2011
- [j8]Nicholas Wightkin, Ugo A. Buy, Houshang Darabi:
Formal Modeling of Sequential Function Charts With Time Petri Nets. IEEE Trans. Control. Syst. Technol. 19(2): 455-464 (2011) - [j7]Haisheng Wang, Liviu Grigore, Ugo A. Buy, Mihai Lehene, Houshang Darabi:
Enforcing Periodic Transition Deadlines in Time Petri Nets With Net Unfoldings. IEEE Trans. Syst. Man Cybern. Part A 41(3): 522-539 (2011) - [c14]Maryam Haji, Houshang Darabi:
A simulation case study: Reducing outpatient waiting time of otolaryngology care services using VBA. CASE 2011: 525-530 - 2010
- [c13]Francesca Schuler, Houshang Darabi:
Supervisory control and data collection policies for a distribution center modeled as a discrete event system. ICNSC 2010: 177-182
2000 – 2009
- 2009
- [c12]Houshang Darabi, William L. Galanter, Janet Yueh-Yun Lin, Ugo A. Buy, Rupa Sampath:
Modeling and integration of hospital information systems with Petri nets. SOLI 2009: 190-195 - [c11]Maryam Haji, Houshang Darabi:
A heuristic algorithm for schedule reconfiguration of projects during Execution. SOLI 2009: 400-405 - 2008
- [j6]Rupa Sampath, Houshang Darabi, Ugo A. Buy, Liu Jing:
Control Reconfiguration of Discrete Event Systems With Dynamic Control Specifications. IEEE Trans Autom. Sci. Eng. 5(1): 84-100 (2008) - [c10]Maryam Haji, Luca Agostoni, Paolo Gullo, Houshang Darabi, Mauro Mancini:
An improved multi-mode resource allocation and project scheduling model. CASE 2008: 365-370 - 2007
- [j5]Hui Liu, Houshang Darabi, Pat P. Banerjee, Jing Liu:
Survey of Wireless Indoor Positioning Techniques and Systems. IEEE Trans. Syst. Man Cybern. Part C 37(6): 1067-1080 (2007) - [c9]Maryam Haji, Houshang Darabi:
Petri Net based Supervisory Control Reconfiguration of Project Management Systems. CASE 2007: 460-465 - [c8]Haisheng Wang, Liviu Grigore, Ugo A. Buy, Houshang Darabi:
Enforcing transition deadlines in time Petri nets. ETFA 2007: 604-611 - 2005
- [c7]Magdy M. Abdelhameed, Houshang Darabi:
Diagnosis and debugging of programmable logic controller control programs by neural networks. CASE 2005: 313-318 - [c6]Ugo A. Buy, Houshang Darabi, Mihai Lehene, Vikram Venepally:
Supervisory Control of Time Petri Nets Using Net Unfolding. COMPSAC (2) 2005: 97-100 - [c5]Ugo A. Buy, Mihai Lehene, Houshang Darabi:
Latency-Based Supervisors for Enforcing Deadlines in Time Petri Nets. SEW 2005: 211-218 - 2004
- [j4]Jing Liu, Houshang Darabi:
Control reconfiguration of discrete event systems controllers with partial observation. IEEE Trans. Syst. Man Cybern. Part B 34(6): 2262-2272 (2004) - [c4]Rupa Sampath, Houshang Darabi:
On the Application of Petri Net Supervisory Controllers in Dynamic Reconfiguration of Medical Emergency Resources. CCCT (2) 2004: 349-354 - 2003
- [j3]Houshang Darabi, Mohsen A. Jafari, Anna L. Buczak:
A control switching theory for supervisory control of discrete event systems. IEEE Trans. Robotics Autom. 19(1): 131-137 (2003) - [j2]Houshang Darabi, Mohsen A. Jafari, S. S. Manapure:
Finite automata decomposition for flexible manufacturing systems control and scheduling. IEEE Trans. Syst. Man Cybern. Part C 33(2): 168-175 (2003) - 2002
- [c3]Jing Liu, Houshang Darabi:
Ramadge-Wonham Supervisory Control of Mobile Robots: Lessons from Practice. ICRA 2002: 670-675 - 2001
- [j1]Anna L. Buczak, Henry (Hui) Wang, Houshang Darabi, Mohsen A. Jafari:
Genetic algorithm convergence study for sensor network optimization. Inf. Sci. 133(3-4): 267-282 (2001) - 2000
- [c2]Houshang Darabi, Mohsen A. Jafari:
Adaptive Supervisory Control under Sensor Unavailability. ICRA 2000: 4116-
1990 – 1999
- 1998
- [c1]Houshang Darabi, Mohsen A. Jafari:
Recovery analysis of supervisory control of discrete event systems. SMC 1998: 704-709
Coauthor Index
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