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Making Good Decisions Quickly

Sven Koenig
2012 The IEEE intelligent informatics bulletin  
To illustrate this point, we give a broad overview of our ongoing research on search and planning (with a large number of students and colleagues, both at the University of Southern California and elsewhere  ...  article, we argue that the key to making progress in our research area is to combine their ideas, which often requires serious technical advances to reconcile their different assumptions and methods in a  ...  A third obstacle is that different decision making disciplines often use different terminology and notation.  ... 
dblp:journals/cib/Koenig12 fatcat:ua3jr52sxfhtviadlthpgim2ma

Data Programming: Creating Large Training Sets, Quickly [article]

Alexander Ratner, Christopher De Sa, Sen Wu, Daniel Selsam, Christopher Ré
2017 arXiv   pre-print
We show that by explicitly representing this training set labeling process as a generative model, we can "denoise" the generated training set, and establish theoretically that we can recover the parameters  ...  Additionally, in initial user studies we observed that data programming may be an easier way for non-experts to create machine learning models when training data is limited or unavailable.  ...  simplified version of a theorem that is detailed in the appendix.  ... 
arXiv:1605.07723v3 fatcat:hrnl5e4ozbesde5adojysiy4je

Q-TART: Quickly Training for Adversarial Robustness and in-Transferability [article]

Madan Ravi Ganesh, Salimeh Yasaei Sekeh, Jason J. Corso
2022 arXiv   pre-print
By identifying and removing such samples, we demonstrate improved performance and adversarial robustness while using only a subset of the training data.  ...  We propose to simultaneously tackle Performance, Efficiency, and Robustness, using our proposed algorithm Q-TART, Quickly Train for Adversarial Robustness and in-Transferability.  ...  The development of DNN solutions is a time and resource intensive process which often focuses solely on improving the performance of the learned model.  ... 
arXiv:2204.07024v1 fatcat:xt537tqynzdudfmlhqejq2hrv4

Learning quickly when irrelevant attributes abound: A new linear-threshold algorithm

Nick Littlestone
1988 Machine Learning  
The basic method can be expressed as a linear-threshold algorithm.  ...  We consider a setting in which the learner responds to each example according to a current hypothesis.  ...  Dick Karp raised the question of lower bounds for learning monotone disjunctions, and Larry Stockmeyer and Manfred Warmuth subsequently developed ideas relating to these lower bounds.  ... 
doi:10.1007/bf00116827 fatcat:4l33jfltjzdprf3dfv3fl35ziu

Learning quickly when irrelevant attributes abound: A new linear-threshold algorithm

Nick Littlestone
1987 28th Annual Symposium on Foundations of Computer Science (sfcs 1987)  
The basic method can be expressed as a linear-threshold algorithm.  ...  We consider a setting in which the learner responds to each example according to a current hypothesis.  ...  Dick Karp raised the question of lower bounds for learning monotone disjunctions, and Larry Stockmeyer and Manfred Warmuth subsequently developed ideas relating to these lower bounds.  ... 
doi:10.1109/sfcs.1987.37 dblp:conf/focs/Littlestone87 fatcat:l5jws7bmqbdwnepdh7rwhcxs44

3D printing in preschool music education: Opportunities and challenges

Federico Avanzini, Adriano Baratè, Luca A. Ludovico
2019 QWERTY - Interdisciplinary Journal of Technology, Culture and Education  
Finally, we present a case study that investigates alternative forms of music notation.  ...  Subsequently, we propose didactic experiences based on a manipulative approach and using already-available or user-customized 3D models.  ...  Even if a scaled model of a complex musical instrument can be hard to find, simplified 3D shapes can be easily obtained by extruding 2D contours (see Figures 4a and 4b) without affecting the efficacy  ... 
doi:10.30557/qw000012 fatcat:5heaxk7khzgsvddlwlh3457xbi

ERP Conceptual Model for School Using 4+1 View Model of Architecture

Yohannes Kurniawan
2014 International Journal of Information and Electronics Engineering  
ERP's conceptual model could help ERP School application developer to understand a clearer ERP's system and to develop it easily. Adopt the ERP school model can gain more effective ERP system.  ...  It is pictured using Unified Modeling Language (UML) notation with architecture model "4+1 View" approach.  ...  The major benefit of UML notation is it helps to keep a right standard in system development process.  ... 
doi:10.7763/ijiee.2014.v4.435 fatcat:mjyyrdgwkbcgffvth2unsfzfmu

A perceptual account of symbolic reasoning

David Landy, Colin Allen, Carlos Zednik
2014 Frontiers in Psychology  
We present an alternative view, portraying symbolic reasoning as a special kind of embodied reasoning in which arithmetic and logical formulae, externally represented as notations, serve as targets for  ...  People can be taught to manipulate symbols according to formal mathematical and logical rules.  ...  a component of the model for "a & b."  ... 
doi:10.3389/fpsyg.2014.00275 pmid:24795662 pmcid:PMC4001060 fatcat:byvhlobpzndvdjkkklbmrijo4q

Scaffolding process based on students diagnostic difficulties in proving group problems by using mathematics mapping

Warli, I Cintamulya, P Rahayu
2020 Journal of Physics, Conference Series  
expressions, the scaffolding provided is reviewing, restructuring; 4) Difficulties in the language of proof, the scaffolding can be given by using a review.  ...  The scaffolding process refers to the level of scaffolding developed by [19] , namely explaining, reviewing and restructuring, and developing conceptual thinking.  ...  The problem of proving a group contains a non-empty set and an operation.  ... 
doi:10.1088/1742-6596/1422/1/012012 fatcat:uld74jbqfncxhgg6vj2eu64pvm

The Cognitive Dimensions Of Music Notations

Chris Nash
2015 Zenodo  
This paper presents and adapts the Cognitive Dimensions of Notations framework (Green and Petre, 1996) for use in designing and analysing notations (and user interfaces) in both digital and traditional  ...  The paper provides an overview of the framework, its application, and a detailed account of the core cognitive dimensions, each discussed in the context of three music scenarios: the score, Max/MSP, and  ...  who supported and contributed to this research, especially Alan Blackwell, Ian Cross, Darren Edge, Sam Aaron, the Cambridge Centre for Music & Science (CMS), and many other researchers exploring and developing  ... 
doi:10.5281/zenodo.923871 fatcat:mswlsh7gufcrrf2x3nwy3msiia

PERFBLOWER: Quickly Detecting Memory-Related Performance Problems via Amplification

Lu Fang, Liang Dou, Guoqing Xu
This paper describes PerfBlower, a general performance testing framework that allows developers to quickly test Java programs to find memory-related performance problems.  ...  PerfBlower provides (1) a novel specification language ISL to describe a general class of performance problems that have observable symptoms; (2) an automated test oracle via virtual amplification; and  ...  When a test fails, it is important to provide highly-relevant diagnostic information that can help developers quickly find the root cause and fix the problem.  ... 

An Integrated Rule Modeling Framework

Sergey Lukichev, Adrian Giurca, Gerd Wagner
2007 Jahrestagung der Gesellschaft für Informatik  
The rule modeling tool, the rule markup language and the additional services define an Integrated Rule Modeling Framework, which can be used for development of rule-based applications in e-commerce and  ...  We describe howthe framework can be used by software engineers and howS emantic Webr ule modelers can benefit from using our rule interchange services. 1I ntroduction Rules play an important role in the  ...  AURML evaluation among students shows that modelers quickly become familiar with the visual notation and start modeling different kind of rules.  ... 
dblp:conf/gi/LukichevGW07 fatcat:rupyhcaiwneehbnbwknh37nrty

An Approach to Solving Technical Difficulties Facing Non-CS Students in a Database Class

Sukanya Suranauwarat
2017 International Journal of Modern Education and Computer Science  
Students of any major can benefit in their careers from learning these fundamental database concepts.  ...  Teaching database concepts can be challenging especially to non-CS students.  ...  The third problem is that we need a Web development environment that can be set up quickly, easily, and in a completely reproducible way.  ... 
doi:10.5815/ijmecs.2017.02.02 fatcat:i65vmhw3fjdjlbh7kyuhkyvh2m

Manhattan: End-User Programming For Music

Chris Nash
2014 Zenodo  
) and generative and algorithmic music -seeking both to reduce the learning threshold of programming and support flexible integration of static and dynamic musical elements in a single work.  ...  In contrast to other programming tools, formulas emphasise the visibility of musical data (e.g. notes), rather than code, but also allow composers to interact with notated music from a more abstract perspective  ...  mechanism for scaling the challenge and offering a graduated learning experience, raising the creative ceiling of the notation as the user develops ability.  ... 
doi:10.5281/zenodo.1178891 fatcat:v5tdycgpcjbsfpgiwko2hvea6y

Non-Programmers Composing Software Services: A Confirmatory Study of the Mental Models and Design Challenges

Abdallah Namoun, Ali Owrak, Nikolay Mehandjiev
2019 Applied Sciences  
This is a non-trivial design task, which falls into the area of end-user development when the ordinary users who perform it do not have programming education.  ...  The differences in the mental models and needs of non-programmers are established to be in stark contrast to those of programmers.  ...  Defining a parallel activity consisted of adding a new activity, a parallel split notation, and a parallel merge notation and connecting those to the rest of the process model diagram to achieve parallel  ... 
doi:10.3390/app9245558 fatcat:wueat2hjtra53momxa3iqoj4pu
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