Rauf Izmailov

Publication Activity (10 Years)

Years Active: 1993-2024
Publications (10 Years): 35

Top Topics

Statistical Inference

Privileged Information

Machine Learning

Top Venues

J. Mach. Learn. Res.

Publications

Giorgio Severi, Simona Boboila, John T. Holodnak, Kendra Kratkiewicz, Rauf Izmailov, Alina Oprea
Model-agnostic clean-label backdoor mitigation in cybersecurity environments. CoRR (2024)
Achyut Reddy, Sridhar Venkatesan, Rauf Izmailov, Alina Oprea
An Improved Nested Training Approach to Mitigate Clean-label Attacks against Malware Classifiers. MILCOM (2023)
Matthew Yudin, Rauf Izmailov
DUBIOUS: Detecting Unknown Backdoored Input by Observing Unusual Signatures. MILCOM (2023)
Bleema Rosenfeld, Sridhar Venkatesan, Rauf Izmailov, Matthew Yudin, Constantin Serban, Ritu Chadha
Data-Driven Constraint Mining for Realizable Adversarial Samples. MILCOM (2023)
Samson Ho, Achyut Reddy, Sridhar Venkatesan, Rauf Izmailov, Ritu Chadha, Alina Oprea
Data Sanitization Approach to Mitigate Clean-Label Attacks Against Malware Detection Systems. MILCOM (2022)
Rauf Izmailov, Peter Lin, Sridhar Venkatesan, Shridatt Sugrim
Combinatorial Boosting of Classifiers for Moving Target Defense Against Adversarial Evasion Attacks. MTD@CCS (2021)
Rauf Izmailov, Peter Lin, Chris Mesterharm, Samyadeep Basu
Privacy Leakage Avoidance with Switching Ensembles. MILCOM (2021)
Sridhar Venkatesan, Harshvardhan Sikka, Rauf Izmailov, Ritu Chadha, Alina Oprea, Michael J. De Lucia
Poisoning Attacks and Data Sanitization Mitigations for Machine Learning Models in Network Intrusion Detection Systems. MILCOM (2021)
Rauf Izmailov, Peter Lin, Sridhar Venkatesan, Shridatt Sugrim
Combinatorial Boosting of Ensembles of Diversified Classifiers for Defense Against Evasion Attacks. MILCOM (2021)
Vladimir Vapnik, Rauf Izmailov
Reinforced SVM method and memorization mechanisms. Pattern Recognit. 119 (2021)
Vladimir Vapnik, Rauf Izmailov
Complete statistical theory of learning: learning using statistical invariants. COPA (2020)
Blerta Lindqvist, Rauf Izmailov
Minimax Defense against Gradient-based Adversarial Attacks. CoRR (2020)
Samyadeep Basu, Rauf Izmailov, Chris Mesterharm
Membership Model Inversion Attacks for Deep Networks. CoRR (2019)
Chris Mesterharm, Rauf Izmailov, Scott Alexander, Simon Tsang
A Random Subspace Technique That Is Resistant to a Limited Number of Features Corrupted by an Adversary. CoRR (2019)
Rauf Izmailov, Peter Lin, Chris Mesterharm, Samyadeep Basu
Privacy Leakage Avoidance with Switching Ensembles. CoRR (2019)
Vladimir Vapnik, Rauf Izmailov
Rethinking statistical learning theory: learning using statistical invariants. Mach. Learn. 108 (3) (2019)
Rauf Izmailov, Shridatt Sugrim, Ritu Chadha, Patrick D. McDaniel, Ananthram Swami
Enablers of Adversarial Attacks in Machine Learning. MILCOM (2018)
Sridhar Venkatesan, Shridatt Sugrim, Rauf Izmailov, Cho-Yu Jason Chiang, Ritu Chadha, Bharat Doshi, Blaine Hoffman, E. Allison Newcomb, Norbou Buchler
On Detecting Manifestation of Adversary Characteristics. MILCOM (2018)
Z. Berkay Celik, Patrick D. McDaniel, Rauf Izmailov, Nicolas Papernot, Ryan Sheatsley, Raquel Alvarez, Ananthram Swami
Detection under Privileged Information. AsiaCCS (2018)
Blerta Lindqvist, Shridatt Sugrim, Rauf Izmailov
AutoGAN: Robust Classifier Against Adversarial Attacks. CoRR (2018)
Rauf Izmailov, Blerta Lindqvist, Peter Lin
Feature Selection in Learning Using Privileged Information. ICDM Workshops (2017)
Z. Berkay Celik, Patrick D. McDaniel, Rauf Izmailov
Feature Cultivation in Privileged Information-augmented Detection. IWSPA@CODASPY (2017)
Vladimir Vapnik, Rauf Izmailov
Knowledge transfer in SVM and neural networks. Ann. Math. Artif. Intell. 81 (1-2) (2017)
Angelo Sapello, Constantin Serban, Ritu Chadha, Rauf Izmailov
Application of Learning Using Privileged Information(LUPI): Botnet Detection. ICCCN (2017)
Roman Ilin, Rauf Izmailov, Yuri Goncharov, Simon Streltsov
Fusion of privileged features for efficient classifier training. FUSION (2016)
Vladimir Vapnik, Rauf Izmailov
Learning with Intelligent Teacher. COPA (2016)
Z. Berkay Celik, Patrick D. McDaniel, Rauf Izmailov, Nicolas Papernot, Ananthram Swami
Building Better Detection with Privileged Information. CoRR (2016)
Vladimir Vapnik, Rauf Izmailov
Synergy of Monotonic Rules. J. Mach. Learn. Res. 17 (2016)
Paul Bendich, Ellen Gasparovic, John Harer, Rauf Izmailov, Linda Ness
Multi-scale local shape analysis and feature selection in machine learning applications. IJCNN (2015)
Rauf Izmailov, Devasis Bassu, Allen McIntosh, Linda Ness, David Shallcross
Application of multi-scale singular vector decomposition to vessel classification in overhead satellite imagery. ICDIP (2015)
Vladimir Vapnik, Rauf Izmailov
V-matrix method of solving statistical inference problems. J. Mach. Learn. Res. 16 (2015)
Vladimir Vapnik, Igor Braga, Rauf Izmailov
Constructive setting for problems of density ratio estimation. Stat. Anal. Data Min. 8 (3) (2015)
Vladimir Vapnik, Rauf Izmailov
Statistical Inference Problems and Their Rigorous Solutions - In memory of Alexey Chervonenkis. SLDS (2015)
Vladimir Vapnik, Rauf Izmailov
Learning with Intelligent Teacher: Similarity Control and Knowledge Transfer - In memory of Alexey Chervonenkis. SLDS (2015)
Vladimir Vapnik, Rauf Izmailov
Learning using privileged information: similarity control and knowledge transfer. J. Mach. Learn. Res. 16 (2015)
Roman Ilin, Simon Streltsov, Rauf Izmailov
Learning with Privileged Information for Improved Target Classification. Int. J. Monit. Surveillance Technol. Res. 2 (3) (2014)
Paul Bendich, Ellen Gasparovic, John Harer, Rauf Izmailov, Linda Ness
Multi-Scale Local Shape Analysis and Feature Selection in Machine Learning Applications. CoRR (2014)
Vladimir Vapnik, Igor Braga, Rauf Izmailov
A Constructive Setting for the Problem of Density Ratio Estimation. SDM (2014)
Rauf Izmailov, Vladimir Vapnik, Akshay Vashist
Multidimensional splines with infinite number of knots as SVM kernels. IJCNN (2013)
Akshay Vashist, Rauf Izmailov, Kyriakos Manousakis, Ritu Chadha, C. Jason Chiang, Constantin Serban, Syeed E. Ali
Towards network invariant fault diagnosis in MANETs via statistical modeling: The global strength of local weak decisions. NOMS (2012)
Devasis Bassu, Rauf Izmailov, Allen McIntosh, Linda Ness, David Shallcross
Centralized multi-scale singular value decomposition for feature construction in LIDAR image classification problems. AIPR (2012)
Dmitry Pechyony, Rauf Izmailov, Akshay Vashist, Vladimir Vapnik
SMO-Style Algorithms for Learning Using Privileged Information. DMIN (2010)
Hui Zhang, Samrat Ganguly, Sudeept Bhatnagar, Rauf Izmailov, Abhishek B. Sharma
Optimal Load Balancing in Publish/Subscribe Broker Networks Using Active Workload Management. ICC (2008)
Huadong Liu, Hui Zhang, Rauf Izmailov, Guofei Jiang, Xiaoqiao Meng
Real-time Application Monitoring and Diagnosis for Service Hosting Platforms of Black Boxes. Integrated Network Management (2007)
Akhilesh Saxena, Samrat Ganguly, Sudeept Bhatnagar, Rauf Izmailov
RFInD: An RFID-Based System to Manage Virtual Spaces. PerCom Workshops (2007)
Utku Irmak, Svilen Mihaylov, Torsten Suel, Samrat Ganguly, Rauf Izmailov
Efficient query subscription processing for prospective search engines. WWW (2006)
Kyungtae Kim, Samrat Ganguly, Rauf Izmailov, Sangjin Hong
On Packet Aggregation Mechanisms for Improving VoIP Quality in Mesh Networks. VTC Spring (2006)
Samrat Ganguly, Vishnu Navda, Kyungtae Kim, Anand Kashyap, Dragos Niculescu, Rauf Izmailov, Sangjin Hong, Samir R. Das
Performance Optimizations for Deploying VoIP Services in Mesh Networks. IEEE J. Sel. Areas Commun. 24 (11) (2006)
Samrat Ganguly, Mainak Chatterjee, Rauf Izmailov
Non-Real-Time Content Scheduling Algorithms for Wireless Data Networks. IEEE Trans. Computers 55 (7) (2006)
Jian Liang, Aniruddha Bohra, Hui Zhang, Samrat Ganguly, Rauf Izmailov
Minimizing Metadata Access Latency in Wide Area Networked File Systems. HiPC (2006)
Tadeusz Piotrowski, Suman Banerjee, Sudeept Bhatnagar, Samrat Ganguly, Rauf Izmailov
Peer-to-peer streaming of stored media: the indirect approach. SIGMETRICS/Performance (2006)
Samrat Ganguly, Sudeept Bhatnagar, Akhilesh Saxena, Rauf Izmailov, Suman Banerjee
A Fast Content-Based Data Distribution Infrastructure. INFOCOM (2006)
Sudeept Bhatnagar, Samrat Ganguly, Rauf Izmailov
Design of IEEE 802.16-based multi-hop wireless backhaul networks. AccessNets (2006)
Sudeept Bhatnagar, Samrat Ganguly, Rauf Izmailov
Impact of Network-Awareness on Profile Migration. ICDE Workshops (2006)
Shamik Sengupta, Mainak Chatterjee, Samrat Ganguly, Rauf Izmailov
Improving R-Score of VoIP Streams over WiMax. ICC (2006)
Utku Irmak, Svilen Mihaylov, Torsten Suel, Samrat Ganguly, Rauf Izmailov
Efficient Query Subscription Processing for Prospective Search Engines. USENIX Annual Technical Conference, General Track (2006)
Vishnu Navda, Anand Kashyap, Samrat Ganguly, Rauf Izmailov
Real-time Video Stream Aggregation in Wireless Mesh Network. PIMRC (2006)
Dragos Niculescu, Samrat Ganguly, Kyungtae Kim, Rauf Izmailov
Performance of VoIP in a 802.11 Wireless Mesh Network. INFOCOM (2006)
Samrat Ganguly, Akhilesh Saxena, Sudeept Bhatnagar, Rauf Izmailov, Suman Banerjee
Fast replication in content distribution overlays. INFOCOM (2005)
Shamik Sengupta, Mainak Chatterjee, Samrat Ganguly, Rauf Izmailov
Exploiting MAC Flexibility in WiMAX for Media Streaming. WOWMOM (2005)
Shamik Sengupta, Mainak Chatterjee, Samrat Ganguly, Rauf Izmailov
WRN: improving system performance in 3G networks through fixed multi-hop relay nodes. WCNC (2005)
Norihito Fujita, Yuichi Ishikawa, Atsushi Iwata, Rauf Izmailov
Coarse-grain replica management strategies for dynamic replication of Web contents. Comput. Networks 45 (1) (2004)
Hung-Yu Wei, Samrat Ganguly, Rauf Izmailov
Ad hoc relay network planning for improving cellular data coverage. PIMRC (2004)
Samrat Ganguly, Nan Tu, Mainak Chatterjee, Rauf Izmailov
Non-real time content scheduling in wireless data networks. PIMRC (2004)
Hung-Yu Wei, Rauf Izmailov
Channel-aware soft bandwidth guarantee scheduling for wireless packet access. WCNC (2004)
Samrat Ganguly, Nan Tu, Rauf Izmailov, Hussein T. Mouftah
Waveband routing and merging in hybrid optical networks. ICC (2004)
Rauf Izmailov, Samrat Ganguly, Viktor Kleptsyn, Aikaterini Varsou
Non-Uniform Waveband Hierarchy in Hybrid Optical Networks. INFOCOM (2003)
Samrat Ganguly, Rauf Izmailov
Non-cooperative edge-assisted route adaptation of aggregated traffic. GLOBECOM (2003)
Rauf Izmailov, Samrat Ganguly, Ting Wang, Yoshihiko Suemura, Yoshiharu Maeno, Soichiro Araki
Hybrid hierarchical optical networks. IEEE Commun. Mag. 40 (11) (2002)
Subir K. Biswas, Samrat Ganguly, Rauf Izmailov
Path provisioning for service level agreements in Differentiated Services networks. ICC (2002)
Norihito Fujita, Nobuyuki Enomoto, Atsushi Iwata, Rauf Izmailov
Coarse-grain dynamic replication schemes for scalable content delivery networks. GLOBECOM (2002)
Yoshihiko Suemura, Itaru Nishioka, Yoshiharu Maeno, Soichiro Araki, Rauf Izmailov, Samrat Ganguly
Hierarchical routing in layered ring and mesh optical networks. ICC (2002)
Max Ott, Girish Welling, Saurabh Mathur, Daniel Reininger, Rauf Izmailov
The JOURNEY active network model. IEEE J. Sel. Areas Commun. 19 (3) (2001)
Rauf Izmailov, Atsushi Iwata, Bhaskar Sengupta
ATM Routing Algorithms for Multimedia Traffic in Private ATM Networks. J. Heuristics 6 (1) (2000)
Subir K. Biswas, Rauf Izmailov, Bhaskar Sengupta
Connection splitting: an efficient way of reducing call blocking in ATM. IEEE/ACM Trans. Netw. 8 (5) (2000)
Subir K. Biswas, Rauf Izmailov
A QoS-aware routing framework for PIM-SM based IP-multicast. GLOBECOM (2000)
Subir K. Biswas, Rauf Izmailov
Design of a fair bandwidth allocation policy for VBR traffic in ATM networks. IEEE/ACM Trans. Netw. 8 (2) (2000)
Daniel Reininger, Rauf Izmailov, Bala Rajagopalan, Maximilian Ott, Dipankar Raychaudhuri
Soft QoS control in the WATMnet broadband wireless system. IEEE Wirel. Commun. 6 (1) (1999)
Daniel Reininger, Rauf Izmailov
Admission and bandwidth allocation for soft-QoS guarantees in mobile multimedia networks. WCNC (1999)
Atsushi Iwata, Hiroshi Suzuki, Rauf Izmailov, Bhaskar Sengupta
QOS aggregation algorithms in hierarchical ATM networks. ICC (1998)
Huayan Amy Wang, Rauf Izmailov, Mischa Schwartz
Adaptive rate-based feedback flow control algorithms-extensions to multicast connections. ISCC (1998)
Rauf Izmailov, Duan-Shin Lee, Bhaskar Sengupta
Design and analysis of a congestion-free overlay on a high-speed network. IEEE/ACM Trans. Netw. 5 (6) (1997)
Rauf Izmailov, Alexei Pokrovskii, Alexander S. Vladimirov
Visualization of polynomials. Comput. Graph. 20 (1) (1996)
Rauf Izmailov
Adaptive feedback control algorithms for large data transfers in high-speed networks. IEEE Trans. Autom. Control. 40 (8) (1995)
Bernard Delyon, Rauf Izmailov, Anatoli B. Juditsky
On the projection algorithm and delay of peaking in adaptive control. IEEE Trans. Autom. Control. 38 (4) (1993)
Rauf Izmailov, Alexander S. Vladimirov
Dimension of aliasing structures. Comput. Graph. 17 (5) (1993)
Rauf Izmailov, Ender Ayanoglu
Priority Statistical Multiplexing of Mixed VBR Video and CBR Traffic in B-ISDN/ATM With a Threshold Algorithm. INFOCOM (1993)