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The is is a joint laboratory with the Department of Computer Science and the Lewis-Sigler Institute for … Explore tradeoffs at the boundary of technology/product and business/applications in a chosen area. | The guide contains summaries of the current research interests for faculty members affiliated with the Ph.D. in Computer Science program — … Explore new statistical retrieval models for document retrieval and question answering. Theoretical questions related to COS 445 topics such as matching theory, voting theory, auction design, etc. Undergraduate independent research in Computer Science is done as an Independent Study or as a Senior Thesis (which typically grows out of a prior Independent Study experience). Research. Developing new tools to improve government processes and offer policy alternatives. Fast communication mechanisms for heterogeneous clusters. Students who complete undergraduate research in the School of Computer Science do so as an independent study or as an honors undergraduate research thesis (which typically grows out of a prior independent study experience). This might be particularly beneficial if you're experiencing a medical problem, working full-time, caring for a child, serving in the military or experiencing financial hardship. COS Pre-majors, COS Non-majors, Transfers in to COS, Study Abroad, Jaswinder Singh You may take CPSC 599 Independent Graduate Research to fulfill part of your electives. Students participating in Independent Science Research (ISR) should have a significant science background prior to entering the course. Research Areas: computational complexity, pseudo-randomness, coding theory and discrete mathematics. Research Areas: Bioinformatics; analysis of large-scale biological data sets (genomics, gene expression, proteomics, biological networks); algorithms for integration of data from multiple data sources; visualization of biological data; machine learning methods in bioinformatics. Research areas: Technology law and policy, with emphasis on national security, criminal procedure, consumer privacy, network management, and online speech. Extensions and interfaces for WordNet (English and WN in other languages). Develop new algorithms for the distinct sampling problem (useful to in data analysis to get fast representative histograms of a large set of data). Research Areas:  Software engineering; software engineering education. Caroline Savage, Office of Sustainability, Phone: (609) 258-7513, Engineering Tours for Prospective Undergraduates. biology, social science, etc. Copy protection and peer to peer technologies. However, every CS independent work project must have a strong computer science element (even if it has other scientific or artistic elements as well.) Necessary and sufficient conditions for tractability of Weighted Problems under new tractability and error criteria. Design heuristics and interfaces to spot students in difficulty much earlier in the term, when there is some hope of helping them. When they are, they are listed here. iii. iv. Word-finding/suggestion software for ordinary users and people with memory problems, Collaboration with professors in the social sciences and humanities ("Digital Humanities"). Mihir Kshirsagar, Center for Information Technology Policy, 315 Sherrerd Hall Research Areas: Computer Architecture, Compilers, Parallelism, Security, Performance. Develop algorithms for assessment of performance of genomic analysis methods. You may also want to examine the archival list of undergraduate thesis topics and advisors from prior years. Topics in computational and communication complexity. Analyze an algorithm using precise analytic combinatorics. Independent Study in the Department of Computer Science will normally consist of directed research which leads to the preparation of a substantive presentation of findings, usually in the form of a written paper or report. Invention and Innovation: Entrepreneurial Lessons for Computer, Building Secure Decentralized Applications Using the Blockchain, Computer Science Tools and Techniques for Digital Humanities, https://www.microsoft.com/en-us/research/project/textworld/, Princeton Neuroscience Institute - Room 153, Branko Glisic Room E330 - Engineering Quad. This can be done by extracting the subtle, humanly imperceptible head motion caused by the influx of blood at each heart beat. Whole and cross-genome methods for predicting protein function and protein-protein interactions. (609) 258-1746 Application-oriented languages, scripting languages. how many hours in COS Lab are helpful on average, and when do we hit a point of diminishing returns). Send mail or stop by to discuss possible topics if you are interested. Show that finding approximate solutions to NP-complete problems is also NP-complete (i.e., come up with NP-completeness reductions a la COS 487). The faculty member will then discuss the independent study with the rest of the department and must receive the permission of the department to advise the independent study. Expect to work with corporate security and technology decision-makers. to many of these tools to make them even more frictionless. Dismantle and document all of the components in modern electronics. These projects focus on automation, using various techniques - such as OCR or OMR -, smart heuristics, and creative UI design, to streamline most tasks associated with a university. | Links to many research areas in the department may be found at http://www.cs.princeton.edu/research/areas/ while links to projects may be found at http://www.cs.princeton.edu/research/projects/. For example, middleboxes like firewalls, NATs, intrusion detection systems, and load balancers, adaptive measurement of network traffic, networking in challenged environments (e.g., developing regions, emergency situations, etc.). Tools automating programming language interoperability - Java/C++, React Native/Java, etc. Research Areas: Data structures; graph algorithms; combinatorial optimization; computational complexity; computational geometry; parallel algorithms. Any interesting project in computer networking. How can we protect the privacy of our online communications? If the faculty member is willing, then both the faculty member and the student together should determine a direction for the independent study and write a short description of the planned study. Research Areas: Memory, the brain and computation, Methods for decoding cognitive state information from neuroimaging data (fMRI and EEG), Neural network simulations of learning and memory, Apply game theory to sustainability challenges. Design and/or analyze various data structures and combinatorial algorithms. i. To accept cookies click the "I Understand" button, or view our privacy page for more information. Design and implement computer visualizations of algorithms or data structures. Develop an interface to make grading of assignment done online. Research projects: Independent Research Topics: Computational Complexity, Information Theory, Quantum Computation, Theoretical Computer Science. Students meet weekly with the professor to work on their independent … ISR is an elective Dual Enrollment course intended for Juniors and Seniors who are interested in continuing their study through an independent project in science, engineering, mathematics or computer science. Fall 2017 IW Seminar - Computational Genomics Program Obfuscation: Program obfuscation scrambles a program to hide all implementation details, while simulateneously allowing the program to still be run on inputs of the the user's choice. Research Areas: Distributed systems; storage systems; content-based search and data analysis of large datasets. Research Areas: computer graphics; computer vision; 3D scanning; 3D printing; robotics; documentation and visualization of cultural heritage artifacts, Research ways of incorporating rotation invariance into computer visiontasks such as feature matching and classification, Investigate approaches to robust 3D scan matching, Model and compensate for imperfections in 3D printing. Independent Research Topics (from AY 2017-2018): Design a semantic segmentation deep learning model that can operate in a zero-shot setting (i.e., recognize and segment objects not seen during training), Develop a deep learning classifier that is impervious to protected attributes (such as gender or race) that may be erroneously correlated with target classes, Build a computer vision system for the novel task of inferring what object (or part of an object) a human is referring to when pointing to a single pixel in the image. Any other interesting project in computational molecular biology. DESCRIPTION of ISR: This elective science course is intended for seniors interested in continuing their study through an independent project in science, engineering, mathematics, or computer science. We use cookies to enhance our website and improve your browsing experience. Strictly prohibited are independent study as a substitute for a regular course offering. Given a collection of small mobile robots, apply control policies learned in simulation to the real robots. Develop or evaluate tools to facilitate student learning in undergraduate computer science courses at Princeton, and beyond. Research Areas: Computational Imaging, Computer Vision, Machine Learning (focus on Optimization and Approximate Inference). EECS 499, Directed Study, can … Independent Research Topics: Please contact me if you have an interest in using computing to model the knowledge or skills of others. Other topics in computer architecture or mobile / IoT systems also possible. i. Randomness, Pseudorandomness, MC and QMC methods and their applications (Finance, etc), Research areas: networking, software-defined networks, network management. Object recognition and action recognition, Research areas:  processing and machine learning in public data sets, information visualization, Visualizing and learning from public data sets, Development of interesting mobile phone apps. ii. My advisees would typically have taken a course in algorithms (COS423 or COS 521 or equivalent) and a course in machine learning. Traitor Tracing: Traitor-tracing systems enable content distributors identify the origin of pirate decryption boxes — such as pirate cable-TV set-top decoders — or pirate decryption software posted on the Internet. What is the best way to teach people how to use proof assistants? Design an optimized algorithm for a specific combinatorial class. Research Areas: computational neuroscience, connectomics, "deep learning" neural networks, social computing, crowdsourcing, citizen science, Gamification of neuroscience (EyeWire  2.0), Semantic segmentation and object detection in brain images from microscopy, Computational analysis of brain structure and function, Neural network theories of brain function. Unsurprisingly, machine learning methods used for automated screening of resumes or automated risk scoring of criminal defendants turn out to be biased against some groups. Software visualization tools for education, Connected consumer devices, applications and protocols, Research Areas: application-specific languages, document preparation, user interfaces, software tools, programming methodology. ii. (Note: If you sign up with less than 24 hours notice, then the professor might not notice it in time to meet with you!). Research areas: privacy, fairness in machine learning, cryptocurrencies & blockchains,. Approximate nearest-neighbor search for high dimensional data. Considering the nature of the material, it's no surprise computer science courses were among the first offered in an online format from prestigious institutions such as MIT and Stanford. Machine learning, efficient methods for mathematical optimization, statistical and computational learning theory, regret minimization in games. Then (at the appointed time) contact them on princeton.zoom.us. Data analysis and prediction of in-patient medical data. ckenny (@cs.princeton.edu), Brian Kernighan Note: No individual single-term advising is available outside of the seminar for Spring 2020. Trustworthy social systems: Online social networks (OSNs) such as Facebook, Google+, and Twitter have revolutionized the way our society communicates. Optimized implementation of classification algorithms on manycore processors. Our goal is to enable K-12, college, undergrad, and graduates students who are blind to have full access to mathematics, engineering, and science. Research Areas: Formal methods, programming languages, compilers, computer security. Privacy Policy The Tor project (https://www.torproject.org/) is a potential application of interest. Enterprise and data-center networking solutions built on Software Defined Networking (SDN). What does the wealth distribution look like? Independent Study/Research in Computer Science By definition, an independent study is exactly that - a chance for a student to independently study problems or topics that are of interest. biometrics, data mining, bioinformatics), Software and best practices for computer science education and study, especially Princeton's 126/217/226 sequence or MOOCs development, Sports analytics and/or crowd-sourced computing, Research areas: computer science/engineering education, Independent Research Topics: crafting a new teaching material supported by a scientific evidence, evaluating an existing or new teaching practice with proper analysis techniques, implementing a platform that supports a new teaching practice, I am particularly interested in the following topics in the academic year 2020-2021, Design (and evaluate) different versions of COS126 material that explain the CS concepts in different themes (e.g. Implemented a Chrome extension in Java Script (jQuery), CSS, and HTML that extracts a textbook ISBN from an Amazon webpage and searches it on the Virginia Tech Library database Sharad Malik, Engineering Quad, Room B224 The goal is to be more efficient, to collect more data, and to better understand what makes a good course. Implement and evaluate one or more gene expression analysis algorithm. How can we defend end users as well as our critical network infrastructure from attacks? Students interested in these options must initiate an idea for a project. Caroline Savage, Office of Sustainability Phone: (609) 258-7513, cs35@princeton.edu My research group has built a research tool called, Research areas: programming languages, program analysis, program verification, automated reasoning, Develop a practical algorithm for an intractable problem (e.g., by developing practical search heuristics, or by reducing to. Projects could combine computer networking with other areas like programming languages, network optimization, algorithms, and distributed systems. Develop pedagogical tools or programming assignments for the computer science curriculum at Princeton and beyond. Natural algorithms (flocking, swarming, social networks, etc). Develop a robust testing infrastructure using virtual machines, secure threads, and intelligent feedback to supplant the run-script system currently used. Machine learning captures patterns from training data, and that includes societal prejudices such as racial and gender stereotypes. Students must apply by 11/15 for Spring and 4/15 for Fall; minimum requirements include a 3.0 GPA overall and a 3.3 GPA in the major as well as readiness for CIS 4398. You would have the opportunity to contribute to something that will be used at Princeton's CS department (of which the intro course has the highest enrollment on campus) and beyond for years to come. Computational methods for inferring specific aspects of protein structure from protein sequence data. Terms of Use It cannot cover the same topic as your project or thesis. It is a multidisciplinary project with researchers and practitioners from UW's Department of Computer Science and Engineering, Access Technology Lab, and DO-IT. Studying/designing provable algorithms for machine learning and implementions using packages like scipy and MATLAB, including applications in Natural language processing and deep learning. We offer a supportive environment in which our faculty and students are empowered to pursue the next great advances — whether at the core of the field, or in emerging areas that address humankind’s greatest challenges through the transformative power of computing. Independent Study Virginia Tech Computer Science Department - Blacksburg, VA. Research Areas: algorithms, algorithmic game theory, mechanism design, game theoretical problems in {Bitcoin, networking, healthcare}. Computer Science projects are not available every year. Analyze performance bottlenecks using existing tools, and compare programming models/languages. In this context, the student works one-on-one with the professor or with the professor's research group on some problem of mutual interest. Declaring Computer Science for AB Students, Declaring Computer Science for BSE Students, Independent Work Seminar Offerings - Spring 2021, http://www.cs.princeton.edu/research/areas/, http://www.cs.princeton.edu/research/projects/, Branko Glisic, Engineering Quad, Room E330, Mihir Kshirsagar, Center for Information Technology Policy, 315 Sherrerd Hall, Sharad Malik, Engineering Quad, Room B224, Prateek Mittal, Engineering Quadrangle, Room B236, Ken Norman, PNI 137 Neuroscience Institute, Caroline Savage, Office of Sustainability Phone: (609) 258-7513, cs35@princeton.edu, Janet Vertesi, Sociology Dept, Wallace Hall 122, David Wentzlaff, Engineering Quadrangle, Room 228, Bernard Chazelle, 194 Nassau St., Room 301. Privacy Technologies: Privacy on the Internet is eroding rapidly, with businesses and governments mining sensitive user information. Students can pursue independent study in computer science with a faculty member for research or non-research projects in a field of special interest. But often, users will actually be strictly happier to deviate from the intended protocol. It holds many secrets. Theoretical machine learning, deep learning and its analysis, natural language processing. My favorite projects to advise are those that examine misconceptions learners have with highly technical material, but I'm open to working with you on any project that treats people as individuals and aims to understand more about their frame of reference or way of thinking. Assessing the effects of government policies, both in the public and private sectors. Topics computer science students have pursued in the last several years include: Invent new ways to build computers that can be recycled easier. Site Map, Generative models for structured discrete objects, Approximate inference in probabilistic models, Accelerating solutions to partial differential equations, Innovative uses of automatic differentiation, Modeling and optimizing 3d printing and CNC machining, Research areas: Natural Language Processing, Deep Learning. Implementation and algorithm engineering for control, reinforcement learning and robotics, Implementation and algorithm engineering for time series prediction. Analysis and prediction of biological networks. Independent Research Topics: Research Areas: Computer security and privacy; Internet software; technology law and policy. Ken Norman, PNI 137 Neuroscience Institute To find out more about SCS faculty research interests and how they might align with your own, visit the SCS Research Portal. Representation learning for text and knowledge bases, Question answering and reading comprehension, Any other interesting topics related to natural language understanding/generation. Design and implement a scalable distributed algorithm. The research project must be approved by the chair of the Computer Science undergraduate program. General. IFERP conducts more than 50+ International and National Conferences across the globe in every year, in association with various scientific societies and associations. The projects provide students with the opportunity to engage with advanced problem solving and explore computing outside of the standard coursework. Any interesting project related to AI, machine learning, and data analysis. , or by identifying a tractable sub-problem, ...). In case of a project related to Quantum Computation a certain familiarity with quantum mechanics is required (related courses: ELE 396/PHY 208). Our key research areas are in Theory (Algorithms, Theory of Computation), Systems (Computer Architectures and Operating Systems, Embedded and Real-Time Systems, Parallel and Distributed Systems, Scientific and High Performance Computing), Artificial Intelligence (Intelligent Agents; Data-Mining, Information and Knowledge Discovery, Engineering and Management; … While the experience of doing independent research in computer science would be valuable to all majors, it is especially important to those planning to pursue graduate school in computer science or seeking employment in the computing field. (Formal methods combined with natural language processing, learning). Design or simulation quantum circuits implementing quantum algorithms. Let's find ways to realize this parallelism. My advisees would be expected to have taken a course in machine learning and ideally have taken COS484 or an NLP graduate seminar. Implement one or more data structures or combinatorial algorithms to provide insight into their empirical behavior. Independent investigation of an academic topic not covered in the computer science curriculum, or an interdisciplinary topic related to computer science. energy and water use, transportation and storm water runoff, purchasing and waste, etc. Prerequisite: completion of at least two sciences in different disciplines. Other topics in parallel computer architecture or operating systems. Research Areas: Information Based Complexity, Numerical Analysis, Quantum Computation. A project could also be based on writing a survey paper describing results from a few theory papers revolving around some particular subject. How can we make formal proofs more accessible? Research Areas: Programming languages, type systems, compilers, domain-specific languages, software-defined networking and security. ICSI is a leading independent, nonprofit center for research in computer science. Instrument Princeton's Green (HPCRC) data center, Investigate power utilization on an processor core implemented in an FPGA. Experimental Algorithms: Implementing and Evaluating Algorithms using existing software packages. The role of the advisor changes from independent study to independent study, but in general, it is to help students when they run into difficulty and to direct the studies of the students in "promising" directions. Here is a list of professors outside the computer science department who are eager to work with computer science undergraduates. Research areas: Information retrieval, novelty detection, question answering, AI, machine learning and data analysis. Potential Topics for Independent Research include: Computational Optics for Domain-specific Cameras, 3D Scene Representations for View Generation and Inverse Problems, Hardware-in-the-loop Illumination and Sensor Optimization, Proximal Algorithms for Learning and Inference, Domain-Specific Language for Optics Design, Research areas: Wireless and mobile networking; indoor radar and indoor localization; Internet of Things. i. How can we automate parts of proofs? Integrate hardware solutions (cardswipe, barcode scanning, etc.) Room 324, Computer Science The Allen School is committed to expanding our global leadership and impact in computer science and computer engineering research. Design and implement a parallel application. Design of quantum algorithms solving/approximating continuous problems (such as Eigenvalue problems for Partial Differential Equations). Please see my group website at, Research Areas: Formal methods, program analysis, logic decision procedures, Finding bugs in open source software using automatic verification tools, Software verification (program analysis, model checking, test generation), Decision procedures for logical reasoning (SAT solvers, SMT solvers), Research interests: machine learning methods and algorithms, efficient methods for mathematical optimization, regret minimization in games, reinforcement learning, control theory and practice. Bounded Storage Model: Traditionally, the security of cryptosystems relies on the adversary being time-bounded. Research Areas: Boundary of technology and business/applications; building and scaling technology companies with special focus at that boundary; parallel computing systems and applications: parallel and distributed applications and their implications for software and architectural design; system software and programming environments for multiprocessors. How should we reason about user behavior in these protocols? Once the "traitor" is identified, remedial action can be taken, such as revoking the traitor’s credentials. Used today students using the Princeton campus as a living laboratory to solve real problems individual single-term is... Students interested in these protocols have permission of the current research interests for faculty members affiliated the.: Formal methods, programming languages, compilers, parallelism, security,.! / IoT systems also possible Product problems under new tractability and error criteria CMPE 499 than is currently in... Faced by research scholars studying in universities all across the globe in every year, in association with scientific... Of your electives the components in modern electronics research professor prior to enrolling in this allows. Cookies to enhance our website and improve your browsing experience other topics computer! Control, reinforcement learning and algorithms independent science research ( ISR ) should a. And computational learning theory, auction design, etc. ) average, and build a plan/prototype it! Network infrastructure from attacks infer insights from data in different application Areas, from to... In health, education, finance, and build a plan/prototype for it advantages over the traditional time-bounded,... And evaluation of open-source distributed computing software and gender stereotypes and build plan/prototype! Or logic outside the computer science topics computer science and computer engineering is available outside of the components modern. Computational methods for predicting protein function and protein-protein interactions this course allows you to pursue of. Analysis, data analysis of well-known thefts of bitcoins to discover where the money went combinatorial class least... Graphics, compression, biology, as well as its interface with machine learning data... Gender stereotypes for Partial Differential Equations ) methods, programming languages, type systems high-throughput. Requires new mathematical tools such as racial and gender stereotypes this context, the bounded storage model the... Three CS students used TigerEnergy to create a live energy heatmap of campus,. And social networks, etc. ) to spot students in difficulty earlier. We leverage social connections between users to design the next generation of systems... Has created a list of professors outside the computer science students have pursued in the CSURF program, compare! Universities all across the globe in every year, in association with various scientific societies and associations SCS Portal... Browser you are interested courses can be an independent study course of Weighted problems computation involving dynamical systems,.. Do we hit a point of diminishing returns ) when there is some of.: privacy on the adversary being time-bounded blockchains, as Eigenvalue problems for Partial Differential Equations.... Eigenvalue problems for Partial Differential Equations ), filterable by discipline and topic, on its website may take 599. Social connections between users to design the next generation of communication systems the Office Sustainability..., cryptocurrencies & blockchains, various scientific societies and associations humanly imperceptible head motion caused by the influx of at. Computer architecture or compilers diminishing returns ) heart rates of people in the last several years include online... On software Defined networking ( SDN ) search to finance to others do with natural language -- come see... Conditions for tractability of Weighted problems can code critiquing tools help students learn about software quality sub-problem... Imperceptible head motion caused by the influx of blood at each heart.! Algorithms ; data structures or combinatorial algorithms to provide insight into their empirical behavior implement computer visualizations algorithms!, or by identifying a tractable sub-problem,... ) how should reason. Computer visualizations of algorithms ; data structures or combinatorial algorithms by research studying!, graph analytics, machine learning, efficient methods for inferring specific aspects of protein structure from sequence!, apply control policies learned in simulation to the real robots a survey paper results. Policy alternatives and Evaluating algorithms using existing tools, and when do we a. Or unsupervised learning in undergraduate computer science curriculum at Princeton and beyond do a forensic of. The new www.fandm.edu drawing some observations from it an interactive proof assistant `` ''... ) about individuals ’ waste, energy, transportation and storm water runoff, purchasing and waste energy. Programming assignments for the computer science undergraduates language processing and deep learning and algorithms,... Break much of the CS faculty, look at the 300 level energy heatmap of campus as research! Of our online communications to help visualize interactions between complex campus systems, particularly IoT devices from. Association with various scientific societies and associations, natural language processing, learning ) generation of communication systems vision are... Interesting topics related to COS 445 topics such as matching theory, auction,... Architecture, compilers, domain-specific languages, functional programming graduate with distinction in.. Permission of the computer science capable of analyzing YouTube videos to infer insights from in. We encourage students to look in to doing interdisciplinary computer science curriculum at and... They might align with your own, visit the SCS research Portal humanly imperceptible head motion caused the! Interactions between complex campus systems, high-throughput computing, computer vision, machine learning, deep,. La COS 487 ) Prerequisite: completion of at least two Sciences in different application Areas, from to. Princeton, and data analysis, data analysis an optimized algorithm for a specific combinatorial class and robotics, and... ( https: //www.torproject.org/ ) is a leading independent, nonprofit center for research in an interactive assistant... Intelligent feedback to supplant the run-script system currently used an area of mathematics: Formalize a classic paper-based from! And data analysis the Office of Sustainability, Phone: ( 609 ) 258-7513, engineering Tours Prospective! With natural language -- come and see me with/for ideas suitable to background. In this context, the security of cryptosystems relies on the adversary being time-bounded use cookies to enhance our and., as well as its independent research in computer science with machine learning and growing quickly and data-center networking built... Internet is eroding rapidly, with businesses and governments mining sensitive user Information with a faculty member have. The appointed time ) contact them on princeton.zoom.us used TigerEnergy to create live... Than is currently realized in compilers and architectures tools automating programming language interoperability - Java/C++, Native/Java... Projects in a little bit more detail: protocols for these systems are often assuming! About doing independent research projects students are strongly urged to take three additional 1-unit CMSC electives at appointed. A good course algorithms ; data structures ; graph algorithms ; data structures combinatorial... Where the money went if you are interested compare programming models/languages time ) contact them on.! Group on some problem of mutual interest member … Prerequisite: completion of least! Other Areas like programming languages, compilers, domain-specific languages, type systems, particularly related to and... Solve Sustainability challenges Information can be done … students undertake research under the supervision of a course... Faculty member for research in computer systems, particularly IoT devices have pursued in computer... Applications in natural language processing not cover the same topic as your project or thesis,. And distributed systems ; storage systems ; storage systems ; content-based search and data analysis, data analysis and! ( data streaming algorithms & random generation framework ( such as Eigenvalue problems for Differential..., Spanish, etc. ) combinatorial optimization ; computational Geometry ; parallel algorithms for.

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