Data Science

The technological revolution has led to an explosion of data in domains of knowledge ranging from medicine to social science and from commerce to high energy physics. Data science is the study of extracting value from data. It combines insights, techniques, and tools from computer science, statistics, social science, and elsewhere. The minor program in data science is intended to equip students with computational and analytical comprehension and tools that will allow them to work on a variety of data-driven problems in any discipline. The program also emphasizes important issues in data privacy, ethics, and communication.

[1]  Riccardo Poli,et al.  Particle swarm optimization , 1995, Swarm Intelligence.

[2]  Samyam Rajbhandari,et al.  LONG SHORT-TERM MEMORY , 2018 .

[3]  Wenyuan Xu,et al.  The feasibility of launching and detecting jamming attacks in wireless networks , 2005, MobiHoc '05.

[4]  Zulaiha Ali Othman,et al.  Opinion Mining and Sentiment Analysis: A Survey , 2012, BIOINFORMATICS 2012.

[5]  Jiming Chen,et al.  Optimal Scheduling for Quality of Monitoring in Wireless Rechargeable Sensor Networks , 2013, IEEE Transactions on Wireless Communications.

[6]  Bing Liu,et al.  Sentiment Analysis and Opinion Mining , 2012, Synthesis Lectures on Human Language Technologies.

[7]  Srdjan Capkun,et al.  Wormhole-Based Antijamming Techniques in Sensor Networks , 2007, IEEE Transactions on Mobile Computing.

[8]  Shaojie Tang,et al.  Near Optimal Charging and Scheduling Scheme for Stochastic Event Capture with Rechargeable Sensors , 2013, 2013 IEEE 10th International Conference on Mobile Ad-Hoc and Sensor Systems.

[9]  Tarek F. Abdelzaher,et al.  Range-free localization schemes for large scale sensor networks , 2003, MobiCom '03.

[10]  Yoram Singer,et al.  Adaptive Subgradient Methods for Online Learning and Stochastic Optimization , 2011, J. Mach. Learn. Res..

[11]  N. Rengarajan,et al.  An Intelligent Technique to Detect Jamming Attack in Wireless Sensor Networks (WSNs) , 2015, Int. J. Fuzzy Syst..

[12]  Oren Etzioni,et al.  Extracting Product Features and Opinions from Reviews , 2005, HLT.

[13]  Wanxiang Che,et al.  LTP: A Chinese Language Technology Platform , 2010, COLING.

[14]  M. Kayton,et al.  Global positioning system: signals, measurements, and performance [Book Review] , 2002, IEEE Aerospace and Electronic Systems Magazine.

[15]  Lisa Ann Osadciw,et al.  Jamming attack detection and countermeasures in wireless sensor network using ant system , 2006, SPIE Defense + Commercial Sensing.

[16]  Richard P. Martin,et al.  The limits of localization using signal strength: a comparative study , 2004, 2004 First Annual IEEE Communications Society Conference on Sensor and Ad Hoc Communications and Networks, 2004. IEEE SECON 2004..

[17]  Wenyuan Xu,et al.  Anti-jamming timing channels for wireless networks , 2008, WiSec '08.

[18]  Xiaodong Wang,et al.  Jammer Localization in Wireless Sensor Networks , 2009, 2009 5th International Conference on Wireless Communications, Networking and Mobile Computing.

[19]  Jalel Ben-Othman,et al.  DJAVAN: Detecting jamming attacks in Vehicle Ad hoc Networks , 2015, Perform. Evaluation.

[20]  Christian Bonnet,et al.  Mobility models for vehicular ad hoc networks: a survey and taxonomy , 2009, IEEE Communications Surveys & Tutorials.

[21]  Eylem Ekici,et al.  A Localization-Based Anti-Sensor Network System , 2007, IEEE INFOCOM 2007 - 26th IEEE International Conference on Computer Communications.

[22]  Jens B. Schmitt,et al.  Detection of reactive jamming in DSSS-based wireless networks , 2013, WiSec '13.

[23]  Satish Vadlamani,et al.  Jamming attacks on wireless networks: A taxonomic survey , 2016 .

[24]  Yu He,et al.  Chinese Explanatory Segment Recognition as Sequence Labeling , 2015, ICYCSEE.

[25]  Jason Weston,et al.  Natural Language Processing (Almost) from Scratch , 2011, J. Mach. Learn. Res..

[26]  Qiang Liu,et al.  A Bio-inspired Jamming Detection and Restoration for WMNs: In View of Adaptive Immunology , 2013, CSS.

[27]  Wenyuan Xu,et al.  Channel Surfing: Defending Wireless Sensor Networks from Interference , 2007, 2007 6th International Symposium on Information Processing in Sensor Networks.

[28]  Claire Cardie,et al.  Annotating Expressions of Opinions and Emotions in Language , 2005, Lang. Resour. Evaluation.

[29]  Wenyuan Xu,et al.  Localizing jammers in wireless networks , 2009, 2009 IEEE International Conference on Pervasive Computing and Communications.

[30]  Ranjit Singh,et al.  Information Warfare-Worthy Jamming Attack Detection Mechanism for Wireless Sensor Networks Using a Fuzzy Inference System , 2010, Sensors.

[31]  Andrew McCallum,et al.  Conditional Random Fields: Probabilistic Models for Segmenting and Labeling Sequence Data , 2001, ICML.

[32]  James Kennedy,et al.  The particle swarm: social adaptation of knowledge , 1997, Proceedings of 1997 IEEE International Conference on Evolutionary Computation (ICEC '97).

[33]  Paramvir Bahl,et al.  RADAR: an in-building RF-based user location and tracking system , 2000, Proceedings IEEE INFOCOM 2000. Conference on Computer Communications. Nineteenth Annual Joint Conference of the IEEE Computer and Communications Societies (Cat. No.00CH37064).

[34]  F. Golatowski,et al.  Weighted Centroid Localization in Zigbee-based Sensor Networks , 2007, 2007 IEEE International Symposium on Intelligent Signal Processing.

[35]  Tharek Abd Rahman,et al.  A survey and open issues of jammer localization techniques in wireless sensor networks , 2015 .

[36]  Yuji Matsumoto,et al.  Extracting Aspect-Evaluation and Aspect-Of Relations in Opinion Mining , 2007, EMNLP.

[37]  Kartik Siddhabathula,et al.  Fast jamming detection in Wireless Sensor Networks , 2010 .

[38]  Sang Hyuk Son,et al.  JAM: a jammed-area mapping service for sensor networks , 2003, RTSS 2003. 24th IEEE Real-Time Systems Symposium, 2003.

[39]  Srikanth V. Krishnamurthy,et al.  Jammer localization in wireless networks: An experimentation-driven approach , 2016, Comput. Commun..

[40]  Jürgen Schmidhuber,et al.  Framewise phoneme classification with bidirectional LSTM and other neural network architectures , 2005, Neural Networks.

[41]  Deborah Estrin,et al.  GPS-less low-cost outdoor localization for very small devices , 2000, IEEE Wirel. Commun..