Lisa Amini  Lisa Amini photo         

contact information

PhD, Distinguished Engineer; Director, IBM Research Cambridge; Scaling & Automating AI
IBM Research AI, 75 Binney Street, Cambridge, MA USA
  +1dash617dash528dash1092

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2021

How Much Automation Does a Data Scientist Want?
Dakuo Wang, Q. Vera Liao, Yunfeng Zhang, Udayan Khurana, Horst Samulowitz, Soya Park, Michael Muller, Lisa Amini
2021


2020

Experiences and Insights for Collaborative Industry-Academic Research in Artificial Intelligence
Lisa Amini, Ching-Hua Chen, David D. Cox, Aude Oliva, Antonio Torralba
Ai Magazine 41(1), 70-81, Association for the Advancement of Artificial Intelligence (AAAI), 2020
Abstract   ibm, watson, higher education, engineering, artificial intelligence

Training Stronger Baselines for Learning to Optimize
Tianlong Chen, Weiyi Zhang, Zhou Jingyang, Shiyu Chang, Sijia Liu, Lisa Amini, Zhangyang Wang
Advances in Neural Information Processing Systems, pp. 7332-7343, 2020
training, machine learning, computer science, artificial intelligence

AutoAI: Automating the End-to-End AI Lifecycle with Humans-in-the-Loop
Dakuo Wang, Parikshit Ram, Daniel Karl I. Weidele, Sijia Liu, Michael Muller, Justin D. Weisz, Abel Valente, Arunima Chaudhary, Dustin Torres, Horst Samulowitz, Lisa Amini
Proceedings of the 25th International Conference on Intelligent User Interfaces Companion, pp. 77-78, ACM, 2020
Abstract   business logic, workflow, automation, ibm, software engineering, domain, visualization, feature, computer science, parallel coordinates

Adversarial Robustness: From Self-Supervised Pre-Training to Fine-Tuning
Tianlong Chen, Sijia Liu, Shiyu Chang, Yu Cheng, Lisa Amini, Zhangyang Wang
2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), pp. 699-708, IEEE
Abstract   robustness, boosting, data modeling, artificial intelligence, task analysis, computer science, adversarial system, computation, fine tuning


2018

ZEROTH-ORDER STOCHASTIC PROJECTED GRADIENT DESCENT FOR NONCONVEX OPTIMIZATION
Sijia Liu, Xingguo Li, Pin-Yu Chen, Jarvis Haupt, Lisa Amini
2018 IEEE Global Conference on Signal and Information Processing (GlobalSIP)
Abstract   zeroth law of thermodynamics, uniform distribution, regular polygon, rate of convergence, mathematics, gradient descent, estimator, convergence, combinatorics, bounded function

Zeroth-Order Stochastic Variance Reduction for Nonconvex Optimization
Liu, Sijia and Kailkhura, Bhavya and Chen, Pin-Yu and Ting, Paishun and Chang, Shiyu and Amini, Lisa
arXiv preprint arXiv:1805.10367, 2018
Abstract


2011

Challenges and results in city-scale sensing
L Amini, E Bouillet, F Calabrese, L Gasparini, O Verscheure
Sensors, 2011 IEEE, pp. 59--61

Configuring Trees of Classifiers in Distributed Multimedia Stream Mining Systems
Brian Foo, Deepak S. Turaga, Olivier Verscheure, Mihaela van der Schaar, Lisa Amini
IEEE Trans. Circuits Syst. Video Techn. 21(3), 245--258, 2011


2008

ADAPTATIVE SIGNAL SAMPLING AND SAMPLE QUANTIZATION FOR RESOURCE-CONSTRAINED STREAM PROCESSING
Deepak S. Turaga, Olivier Verscheure, Daby M. Sow, Lisa Amini
International Conference on Bio-inspired Systems and Signal Processing, pp. 96-103, 2008
stream processing, sampling, quantization, computer vision, computer science, artificial intelligence

Adaptive Signal Sampling and Sample Quantization For Resource-Constrained Stream Processing
D Turaga, O Verscheure, D Sow, L Amini
Biosignals, 2008

Resource Constrained Stream Mining With Classifier Tree Topologies
Brian Foo, Deepak S. Turaga, Olivier Verscheure, Mihaela van der Schaar, Lisa Amini
IEEE Signal Process. Lett.15, 761--764, 2008

Streamsight: a visualization tool for large-scale streaming applications
W De Pauw, H Andrade, L Amini
Proceedings of the 4th ACM symposium on Software visualization; BEST PAPER AWARD, pp. 125--134, 2008


2007

Online FDC Control Limit Tuning with Yield Prediction using Incremental Decision Tree Learning
D Turaga, O Verscheure, J Wong, L Amini, G Yocum, E Begle, B Pfeifer
AEC/APC Symposium, 2007

Configuring competing classifier chains in distributed stream mining systems
F Fangwen, D S Turaga, O Verscheure, M Schaar van der, L Amini
Selected Topics in Signal Processing, IEEE Journal of 1(4), 548--563, IEEE, 2007

Configuring networked classifiers in distributed and resource constrained stream processing systems
F Fu, DS Turaga, O Verscheure, M Van der Schaar, L Amini
Acoustics, Speech and Signal Processing, 2007, pp. III--1085


2006

Efficient Speaker Detection via Target Dependent Data Reduction
Upendra V. Chaudhari, Olivier Verscheure, Juan M. Huerta, Xiang Li, Ganesh N. Ramaswamy, Lisa Amini
Proceedings of the 2006 IEEE International Conference on Multimedia and Expo, ICME 2006, July 9-12 2006, Toronto, Ontario, Canada, pp. 977--980

Resource management for chained binary classifiers
D Turaga, O Verscheure, U Chaudhari, L Amini
Proceedings of the Workshop on Tackling Computer Systems Problems with Machine Learning Techniques (SysML'06 at ACM Sigmetrics), 2006

Resource management for networked classifiers in distributed stream mining systems
D S Turaga, O Verscheure, U V Chaudhari, L D Amini
IEEE International Conference on Data Mining (ICDM), pp. 1102--1107, 2006

Design, implementation, and evaluation of the linear road bnchmark on the stream processing core
N Jain, L Amini, H Andrade, R King, Y Park, P Selo, C Venkatramani
Proceedings of the 2006 ACM SIGMOD international conference on Management of data, pp. 431--442, ACM

Towards an Interoperability Standard for Text and Multi-Modal Analytics
David Ferrucci, Adam Lally, Daniel Gruhl, Edward Epstein, Marshall Schor, J. William Murdock, Andy Frenkiel, Eric W. Brown, Thomas Hampp, Yurdaer Doganata, Christopher Welty, Lisa Amini, Galina Kofman, Lev Kozakov, Yosi Mass
IBM Research Report RC24122, 2006

Adaptive Control of Extreme-scale Stream Processing Systems
Lisa Amini, Navendu Jain, Anshul Sehgal, Jeremy Silber, Olivier Verscheure
26th IEEE International Conference on Distributed Computing Systems (ICDCS 2006), 4-7 July 2006, Lisboa, Portugal, pp. 71

SPC: a distributed, scalable platform for data mining
Lisa Amini, Henrique Andrade, Ranjita Bhagwan, Frank Eskesen, Richard King, Philippe Selo, Yoonho Park, Chitra Venkatramani
Proceedings of the 4th International Workshop on Data Mining Standards, Services and Platforms (at SIGKDD), pp. 27--37, ACM, 2006
Abstract


2005

Semantic Routing and Filtering for Large-Scale Video Streams Monitoring
Ching-Yung Lin, Olivier Verscheure, Lisa Amini
Proceedings of the 2005 IEEE International Conference on Multimedia and Expo, ICME 2005, July 6-9, 2005, Amsterdam, The Netherlands, pp. 1408--1411


2004

Models and algorithms for resource management in distributed computing cooperatives
Henning Schulzrinne, Lisa D. Amini
Models and algorithms for resource management in distributed computing cooperatives , 164-164, 2004
Abstract   workload, the internet, server, scalability, resource management, peering, leverage, distributed computing, capacity planning, business, algorithm

Settlement and capacity planning in multi-service provider infrastructures
Lisa Amini, Giuseppe A. Paleologo, Olivier Verscheure
Proceedings of the 23rd IEEE International Performance Computing and Communications Conference, IPCCC 2004, April 15-17, 2004, Phoenix, Arizona, USA, pp. 39--48

Client clustering for traffic and location estimation
L Amini, H Schulzrinne
IEEE International Conference on Distributed Computing Systems (ICDCS), pp. 730--737, 2004

Issues with inferring Internet topological attributes
L Amini, A Shaikh, H Schulzrinne
Computer Communications Journal, Special Issue on Internet Performance and Control 27(6), 557--567, Elsevier, 2004

Effective peering for multi-provider content delivery services
L Amini, A Shaikh, H Schulzrinne
INFOCOM 2004, pp. 850--861


2003

On probe selection for dynamic multi-media selection
Lisa Amini, Henning Schulzrinne
2003
machine learning, computer science, artificial intelligence

Modeling redirection in geographically diverse server sets
Lisa Amini, Anees Shaikh, Henning Schulzrinne
Proceedings of the 12th international conference on World Wide Web (WWW 2003), pp. 472--481, ACM
Abstract

ARMS: adaptive rich media secure streaming
Lisa Amini, Raymond Rose, Chitra Venkatramani, Olivier Verscheure, Peter H. Westerink, Pascal Frossard
Proceedings of the Eleventh ACM International Conference on Multimedia, Berkeley, CA, USA, November 2-8, 2003, pp. 86--87


2002

Issues with Inferring Internet Topological Attributes
L Amini, A Shaikh, H Schulzrinne
Proceedings of SPIE ITcom Internet Performance and Control of Network Systems, 2002

S-ARMS: Secure and Adaptive Rich Media Streaming
O Verscheure, P Frossard, P Westerink, L Amini
NextGen Wireless Applications Conference, 2002

On probe strategies for dynamic multimedia server selection
L Amini, H Schulzrinne
Proceedings of IEEE Multimedia Conference and Expo (ICME), pp. 393--396, 2002

Joint server scheduling and proxy caching for video delivery
Olivier Verscheure, Chitra Venkatramani, Pascal Frossard, Lisa Amini
Computer Communications 25(4), 413--423, 2002

Observations from router-level internet traces
L Amini, H Schulzrinne, A Lazar
DIMACS Workshop on Internet and WWW Measurement, mapping and Modeling, 2002


2001

Distribution Requirements for Content Internetworking
Lisa Amini
2001
internetworking, computer science, computer network

Joint Server Scheduling and Proxy Caching for Video Delivery
O Verscheure, C Venkatramani, P Frossard, L Amini
Proceedings of Web Caching and Content Distribution Workshop, 2001


2000

MediaMesh: an architecture for integrating isochronous processing algorithms into media servers
L Amini, J Lepre, M Kienzle
Proceedings of SPIE Multimedia Computing and Networking, 2000

A live intranet distance learning system using MPEG-4 over RTP/RTSP
Peter Westerink, Lisa Amini, Sundar Veliah, Will Belknap
Multimedia and Expo, 2000. ICME 2000. 2000 IEEE International Conference on, pp. 601--604


1999

MediaMesh : An architecture for integrating isochronous processing algorithms into media servers
Lisa D. Amini, Jorge Lepre, Martin G. Kienzle
Multimedia computing and networking. Conference, pp. 14-25, International Society for Optics and Photonics, 1999
Abstract   server, video server, stream processing, interactive media, quality of service, computer programming, programming paradigm, computer science, algorithm

Distributed stream control for self-managing media processing graphs
Lisa Amini, Jorge Lepre, Martin Kienzle
Proceedings of the seventh ACM international conference on Multimedia (Part 2), pp. 99--102, ACM, 1999